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<?xml version="1.0" encoding="iso-8859-1"?>
<!DOCTYPE Meeting SYSTEM "http://www.icsi.berkeley.edu/Speech/mr/Meeting1.dtd">
<Meeting Session="Bro004" DateTimeStamp="2000-11-30-1050" Version="2" VersionDate="Jan 7 2004">
<Preamble>
<Notes>
Channel 9 (me006) appears to have a loose connection. For example,
while reading the digits, he pops in and out. This causes extremely
loud spikes. However, his digits are clearly audible on PZM1 (channel E).
For this reason they are transcribed as un-miked when there are trouble
spots.
me011 is audible prior to digits task for several utterances, but
doesn't have a close-talking microphone, and is transcribed un-miked.
Not a regular meeting participant.
</Notes>
<Channels>
<Channel Name="chan0" Mic="l1" Transmission="w1" Gain="8" AudioFile="chan0.sph"/>
<Channel Name="chan1" Mic="s1" Transmission="w1" Gain="8" AudioFile="chan1.sph"/>
<Channel Name="chan2" Mic="s1" Transmission="w1" Gain="8" AudioFile="chan2.sph"/>
<Channel Name="chan3" Mic="s1" Transmission="w1" Gain="8" AudioFile="chan3.sph"/>
<Channel Name="chan4" Mic="s1" Transmission="w1" Gain="8" AudioFile="chan4.sph"/>
<Channel Name="chan6" Mic="c2" Transmission="u1" Gain="8" AudioFile="chan6.sph"/>
<Channel Name="chan7" Mic="c2" Transmission="u1" Gain="8" AudioFile="chan7.sph"/>
<Channel Name="chan9" Mic="a1" Transmission="j1" Gain="11" AudioFile="chan9.sph"/>
<Channel Name="chanB" Mic="p1" Transmission="j1" Gain="12" AudioFile="chanB.sph"/>
<Channel Name="chanC" Mic="u3" Transmission="j1" Gain="12" AudioFile="chanC.sph"/>
<Channel Name="chanD" Mic="u3" Transmission="j1" Gain="12" AudioFile="chanD.sph"/>
<Channel Name="chanE" Mic="c2" Transmission="u1" Gain="8" AudioFile="chanE.sph"/>
<Channel Name="chanF" Mic="c2" Transmission="u1" Gain="8" AudioFile="chanF.sph"/>
</Channels>
<Participants DB="icsi1.spk">
<Participant Name="me018" Channel="chan0"/>
<Participant Name="me013" Channel="chan1"/>
<Participant Name="me034" Channel="chan2"/>
<Participant Name="mn007" Channel="chan3"/>
<Participant Name="fn002" Channel="chan4"/>
<Participant Name="me006" Channel="chan9"/>
<Participant Name="me026" Channel="chanB"/>
<Participant Name="me011"/>
</Participants>
</Preamble>
<Transcript StartTime="0.0" EndTime="4207.686">
<Segment StartTime="0.000" EndTime="0.423" Participant="me018">
<VocalSound Description="sings low note &quot;uh&quot;"/> <Comment Description="testing mike"/>
</Segment>
<Segment StartTime="0.388" EndTime="7.752" CloseMic="false">
<Comment Description="testing microphones. Meeting starts after 33 seconds."/>
</Segment>
<Segment StartTime="0.405" EndTime="2.040" Participant="me013">
O_K. <VocalSound Description="outbreath"/>
</Segment>
<Segment StartTime="0.567" EndTime="1.822" Participant="me034">
Oh, I don't -
</Segment>
<Segment StartTime="2.470" EndTime="3.560" Participant="me018">
I think I'm zero.
</Segment>
<Segment StartTime="2.834" EndTime="4.107" Participant="me013">
Wow! <VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="4.130" EndTime="4.850" Participant="fn002">
Ah-
</Segment>
<Segment StartTime="4.211" EndTime="6.885" Participant="me034">
Hello, hello, hello, hello.
</Segment>
<Segment StartTime="4.251" EndTime="6.702" Participant="me006">
Wh- what causes the crash?
</Segment>
<Segment StartTime="4.292" EndTime="5.616" Participant="me013">
<Emphasis> Unprecedented. </Emphasis>
</Segment>
<Segment StartTime="5.501" EndTime="6.712" Participant="me018">
Did you fix something?
</Segment>
<Segment StartTime="7.128" EndTime="7.963" Participant="me034">
Hello.
</Segment>
<Segment StartTime="7.156" EndTime="10.444" Participant="me013">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="7.752" EndTime="8.786" CloseMic="false">
<NonVocalSound Description="door slams"/>
</Segment>
<Segment StartTime="9.182" EndTime="10.450" Participant="fn002">
Five, five.
</Segment>
<Segment StartTime="9.433" EndTime="14.106" Participant="me006">
Oh, maybe it's the turning - turning off and turning on of the mike, right?
</Segment>
<Segment StartTime="9.461" EndTime="12.050" Participant="me034">
Hello, hello.
</Segment>
<Segment StartTime="17.777" EndTime="18.329" CloseMic="false">
<NonVocalSound Description="door slams"/>
</Segment>
<Segment StartTime="20.260" EndTime="21.328" Participant="me006">
<VocalSound Description="clear throat"/>
</Segment>
<Segment StartTime="21.854" EndTime="22.640" Participant="me006">
<VocalSound Description="cough"/>
</Segment>
<Segment StartTime="22.336" EndTime="24.175" Participant="me013">
Uh, you think that's <Emphasis> you? </Emphasis>
</Segment>
<Segment StartTime="23.514" EndTime="27.001" Participant="me006">
<VocalSound Description="loud cough"/> Yeah, O_K, mine's working.
</Segment>
<Segment StartTime="23.914" EndTime="30.514" Participant="me034">
Aaa-aaa-aaa. <Comment Description="nonword, singing into mike to find channel"/> O_K. That's me.
</Segment>
<Segment StartTime="24.175" EndTime="24.560" Participant="me013">
<Uncertain> Oh. </Uncertain>
</Segment>
<Segment StartTime="34.314" EndTime="35.378" Participant="me013">
O_K.
</Segment>
<Segment StartTime="36.662" EndTime="39.943" Participant="me013">
O_K. So, um I guess we are
</Segment>
<Segment StartTime="39.943" EndTime="42.906" Participant="me013">
<Pause/> um <Pause/> gonna do the digits at the end.
</Segment>
<Segment StartTime="42.906" EndTime="44.836" Participant="me013">
<Pause/> Uh <Pause/>
</Segment>
<Segment StartTime="44.737" EndTime="48.010" Participant="mn007">
Channel - channel three, yeah. O_K.
</Segment>
<Segment StartTime="47.317" EndTime="48.994" Participant="fn002">
Mmm, channel five?
</Segment>
<Segment StartTime="47.599" EndTime="48.748" Participant="me034">
Channel two.
</Segment>
<Segment StartTime="48.994" EndTime="50.111" Participant="fn002">
Doesn't work?
</Segment>
<Segment StartTime="49.760" EndTime="50.900" Participant="me034">
Two.
</Segment>
<Segment StartTime="50.018" EndTime="52.091" Participant="me013">
Yeah, <Emphasis> that's </Emphasis> the <Emphasis> mike </Emphasis> number <Emphasis> there, </Emphasis>
</Segment>
<Segment StartTime="51.657" EndTime="52.886" Participant="me006">
<VocalSound Description="clear throat"/>
</Segment>
<Segment StartTime="52.091" EndTime="52.880" Participant="me013">
uh <Pause/>
</Segment>
<Segment StartTime="53.007" EndTime="53.731" Participant="me006">
<VocalSound Description="clear throat"/>
</Segment>
<Segment StartTime="53.552" EndTime="54.223" Participant="fn002">
No?
</Segment>
<Segment StartTime="53.964" EndTime="55.591" Participant="me018">
Is it written on her <Emphasis> sheet, </Emphasis> I believe.
</Segment>
<Segment StartTime="54.204" EndTime="57.445" Participant="mn007">
Mike four. <VocalSound Description="blows into mike, whistles"/>
</Segment>
<Segment StartTime="54.546" EndTime="59.961" Participant="me006">
<VocalSound Description="blows into mike"/> Watch this. <VocalSound Description="loud cough"/> <Comment Description="testing mike"/> Yep, that's me.
</Segment>
<Segment StartTime="57.059" EndTime="58.861" Participant="me013">
Uh, mike number five,
</Segment>
<Segment StartTime="57.700" EndTime="60.278" Participant="fn002">
Ah, <Foreign Language="es" Description="literally &quot;It was the four&quot;, meaning &quot;It's channel four&quot;"> era el cuatro. </Foreign> Yeah.
</Segment>
<Segment StartTime="59.674" EndTime="60.324" Participant="me013">
and <Pause/>
</Segment>
<Segment StartTime="59.974" EndTime="60.968" Participant="me018">
But, <Emphasis> channel </Emphasis> <Pause/> <Comment Description="providing lead-in"/>
</Segment>
<Segment StartTime="60.324" EndTime="61.712" Participant="me013">
channel - channel four.
</Segment>
<Segment StartTime="60.880" EndTime="62.069" Participant="fn002">
Yeah yeah yeah.
</Segment>
<Segment StartTime="61.712" EndTime="62.677" Participant="me013">
<Pause/> This is <Emphasis> you. </Emphasis>
</Segment>
<Segment StartTime="62.795" EndTime="64.034" Participant="fn002">
O_K. I saw that. <Comment Description="whispered"/>
</Segment>
<Segment StartTime="65.956" EndTime="68.067" Participant="fn002">
Ah - yeah, it's O_K.
</Segment>
<Segment StartTime="66.321" EndTime="66.912" Participant="me013">
Yeah.
</Segment>
<Segment StartTime="66.912" EndTime="70.797" Participant="me013">
<Pause/> And I'm channel uh <Emphasis> two </Emphasis> I think, <Pause/> or channel -
</Segment>
<Segment StartTime="67.823" EndTime="69.272" Participant="me034">
Ooo. <Comment Description="nonword, singing into mike to find channel"/>
</Segment>
<Segment StartTime="70.374" EndTime="71.713" Participant="me034">
I think <Emphasis> I'm </Emphasis> channel two.
</Segment>
<Segment StartTime="71.509" EndTime="74.378" Participant="me013">
Oh, I'm channel - must be channel one. Channel one? <Comment Description="loudly, looking at display"/> Yes, O_K.
</Segment>
<Segment StartTime="72.784" EndTime="73.563" Participant="fn002">
Channel -
</Segment>
<Segment StartTime="75.439" EndTime="76.483" Participant="fn002">
<VocalSound Description="clear throat"/>
</Segment>
<Segment StartTime="76.254" EndTime="78.516" Participant="me013">
O_K. So uh
</Segment>
<Segment StartTime="78.516" EndTime="84.316" Participant="me013">
<Pause/> I also copied uh the results that we all got in the mail I think from uh -
</Segment>
<Segment StartTime="84.316" EndTime="87.894" Participant="me013">
<Pause/> from O_G_I and we'll go - go through them also.
</Segment>
<Segment StartTime="87.894" EndTime="90.995" Participant="me013">
<Pause/> So where are we on -
</Segment>
<Segment StartTime="90.995" EndTime="93.326" Participant="me013">
<Pause/> on uh <VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="93.326" EndTime="95.599" Participant="me013">
<Pause/> our runs?
</Segment>
<Segment StartTime="95.581" EndTime="105.042" Participant="mn007">
Uh so. <Pause/> uh - We - So <Pause/> As I was already said, we - we mainly focused on
</Segment>
<Segment StartTime="107.511" EndTime="119.333" Participant="mn007">
uh four kind of features. The P_L_P, the P_L_P with J_RASTA, the M_S_G, and the M_F_C_C from the baseline Aurora.
</Segment>
<Segment StartTime="108.418" EndTime="109.843" Participant="me013">
Excuse me. <Comment Description="whispered"/>
</Segment>
<Segment StartTime="119.700" EndTime="121.794" Participant="fn002">
I decided to talk about that. <Comment Description="whispered to [mn007]"/>
</Segment>
<Segment StartTime="120.884" EndTime="121.549" Participant="me013">
Mm-hmm.
</Segment>
<Segment StartTime="122.002" EndTime="126.982" Participant="mn007">
Uh, and we focused for the - the test part on the English and the Italian.
</Segment>
<Segment StartTime="129.518" EndTime="148.537" Participant="mn007">
Um. We've trained uh several neural networks on - so - on the T_I-digits English <Pause/> and on the Italian data and also on the broad uh <Pause/> English uh French and uh Spanish databases.
</Segment>
<Segment StartTime="149.875" EndTime="168.215" Participant="mn007">
Mmm, so there's our result tables here, for the tandem approach, and um, actually what we - we <Uncertain NumSyllables="1"> @@ </Uncertain> observed is that if the network is trained on the task data it works pretty well.
</Segment>
<Segment StartTime="169.855" EndTime="172.772" Participant="me006">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="169.895" EndTime="171.068" Participant="me034">
<VocalSound Description="breath-laugh"/>
</Segment>
<Segment StartTime="171.202" EndTime="172.312" Participant="fn002">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="171.845" EndTime="172.324" Participant="me013">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="172.243" EndTime="173.573" Participant="me011" CloseMic="false">
I can't get <Emphasis> back </Emphasis> far enough.
</Segment>
<Segment StartTime="173.017" EndTime="175.443" Participant="fn002">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="173.485" EndTime="174.716" Participant="me034">
<Uncertain> Chicken on the grill. </Uncertain>
</Segment>
<Segment StartTime="173.787" EndTime="175.531" Participant="me013">
O_K. Our - our uh -
</Segment>
<Segment StartTime="175.531" EndTime="178.079" Participant="me013">
<Pause/> There's a - <Pause/> We're pausing for a photo -
</Segment>
<Segment StartTime="175.716" EndTime="177.203" Participant="me011" CloseMic="false">
Sorry, guys. <VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="175.913" EndTime="178.082" Participant="fn002">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="176.601" EndTime="177.736" Participant="me034">
Try <Emphasis> that </Emphasis> corner.
</Segment>
<Segment StartTime="177.310" EndTime="178.925" Participant="me018">
How about over th- from the front of the room?
</Segment>
<Segment StartTime="178.925" EndTime="180.164" Participant="me034">
Yeah, it's longer.
</Segment>
<Segment StartTime="180.164" EndTime="183.081" Participant="me013">
We're pausing for a photo opportunity here. Uh.
</Segment>
<Segment StartTime="183.081" EndTime="183.605" Participant="me013">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="183.605" EndTime="184.165" Participant="me013">
Uh.
</Segment>
<Segment StartTime="183.716" EndTime="185.659" Participant="me006">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="184.533" EndTime="186.036" Participant="fn002">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="186.261" EndTime="186.658" Participant="me013">
So.
</Segment>
<Segment StartTime="186.708" EndTime="190.979" Participant="me006">
Oh wait wait wait wait wait. Wait. Hold on. Hold on. Let me give you a black screen.
</Segment>
<Segment StartTime="187.362" EndTime="188.576" Participant="me034">
Get out of the - Yeah.
</Segment>
<Segment StartTime="188.700" EndTime="189.509" Participant="me013">
O_K.
</Segment>
<Segment StartTime="191.432" EndTime="193.497" Participant="me034">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="194.555" EndTime="197.435" Participant="me013">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="195.359" EndTime="196.157" Participant="me011" CloseMic="false">
One more.
</Segment>
<Segment StartTime="196.480" EndTime="199.017" Participant="fn002">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="197.435" EndTime="198.404" Participant="me013">
He's facing <Emphasis> this </Emphasis> way.
</Segment>
<Segment StartTime="198.047" EndTime="200.586" Participant="me011" CloseMic="false">
Because we <Emphasis> said </Emphasis> we were gonna <Emphasis> do </Emphasis> this and I <Emphasis> just </Emphasis> remembered.
</Segment>
<Segment StartTime="198.211" EndTime="200.276" Participant="me006">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="198.404" EndTime="199.960" Participant="me013">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="199.522" EndTime="201.373" Participant="fn002">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="199.960" EndTime="201.078" Participant="me013">
<Uncertain> What? </Uncertain> <VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="205.937" EndTime="210.640" Participant="me013">
O_K, this - this would be a <Pause/> good section for our silence detection.
</Segment>
<Segment StartTime="206.769" EndTime="209.441" Participant="me006">
O_K. <VocalSound Description="clear throat"/>
</Segment>
<Segment StartTime="210.640" EndTime="212.085" Participant="me013">
<Pause/> Um
</Segment>
<Segment StartTime="210.722" EndTime="211.430" Participant="me034">
Mm-hmm.
</Segment>
<Segment StartTime="210.905" EndTime="212.126" Participant="me018">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="210.999" EndTime="212.697" Participant="me011" CloseMic="false">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="212.393" EndTime="213.299" Participant="fn002">
<VocalSound Description="clear throat"/>
</Segment>
<Segment StartTime="212.473" EndTime="216.693" Participant="me006">
Musical chairs everybody! <VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="213.784" EndTime="215.006" Participant="me011" CloseMic="false">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="214.362" EndTime="214.706" Participant="me013">
Oh.
</Segment>
<Segment StartTime="215.108" EndTime="215.866" Participant="me018">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="215.664" EndTime="216.097" Participant="me013">
O_K.
</Segment>
<Segment StartTime="216.097" EndTime="217.733" Participant="me013">
So um,
</Segment>
<Segment StartTime="217.492" EndTime="218.526" CloseMic="false">
<NonVocalSound Description="door slams"/>
</Segment>
<Segment StartTime="217.733" EndTime="218.889" Participant="me013">
<Pause/> you were saying
</Segment>
<Segment StartTime="218.889" EndTime="221.144" Participant="me013">
<Pause/> about the training data - <Pause/> <Comment Description="providing lead-in"/>
</Segment>
<Segment StartTime="221.149" EndTime="234.240" Participant="mn007">
Yeah, so if the network is trained on the task data um <Pause/> tandem works pretty well. And uh actually we have uh, results are similar
</Segment>
<Segment StartTime="221.202" EndTime="222.190" Participant="me034">
<VocalSound Description="sips coffee"/>
</Segment>
<Segment StartTime="221.453" EndTime="221.972" Participant="me013">
Yeah.
</Segment>
<Segment StartTime="234.240" EndTime="236.812" Participant="me018">
Do you mean if it's trained <Emphasis> only </Emphasis> on -
</Segment>
<Segment StartTime="236.504" EndTime="238.082" Participant="mn007">
Only on, yeah. <Comment Description="answering question"/>
</Segment>
<Segment StartTime="237.412" EndTime="240.081" Participant="me018">
On data from just that task, that language?
</Segment>
<Segment StartTime="239.524" EndTime="240.407" Participant="mn007">
Just that task.
</Segment>
<Segment StartTime="240.407" EndTime="246.058" Participant="mn007">
But actually we didn't train network on <Pause/> uh both types of data I mean
</Segment>
<Segment StartTime="246.058" EndTime="252.979" Participant="mn007">
<Pause/> uh <Pause/> phonetically ba- phonetically balanced uh data and task data.
</Segment>
<Segment StartTime="252.979" EndTime="259.733" Participant="mn007">
<Pause/> We only did <Emphasis> either </Emphasis> task - task data or <Pause/> uh broad <Pause/> data.
</Segment>
<Segment StartTime="253.037" EndTime="253.823" Participant="me018">
Mmm.
</Segment>
<Segment StartTime="259.733" EndTime="260.402" Participant="me018">
Mm-hmm.
</Segment>
<Segment StartTime="261.291" EndTime="262.498" Participant="mn007">
Um <Pause/>
</Segment>
<Segment StartTime="262.498" EndTime="263.275" Participant="mn007">
Yeah. So,
</Segment>
<Segment StartTime="263.305" EndTime="263.847" Participant="me013">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="263.847" EndTime="264.763" Participant="me013">
So how - I mean -
</Segment>
<Segment StartTime="264.740" EndTime="265.806" Participant="me018">
So what's th-
</Segment>
<Segment StartTime="264.763" EndTime="268.359" Participant="me013">
clearly it's gonna be <Emphasis> good </Emphasis> then but the question is how much <Pause/> worse is it
</Segment>
<Segment StartTime="268.359" EndTime="270.130" Participant="me013">
<Pause/> if you have <Emphasis> broad </Emphasis> data?
</Segment>
<Segment StartTime="270.130" EndTime="270.455" Participant="me013">
I mean,
</Segment>
<Segment StartTime="270.455" EndTime="271.503" Participant="me013">
<Pause/> my assump-
</Segment>
<Segment StartTime="271.503" EndTime="274.738" Participant="me013">
From what I saw from the earlier results, uh I guess last week,
</Segment>
<Segment StartTime="274.738" EndTime="277.279" Participant="me013">
<Pause/> was that um,
</Segment>
<Segment StartTime="277.279" EndTime="281.742" Participant="me013">
<Pause/> if you <Pause/> <Emphasis> trained </Emphasis> on one language and <Emphasis> tested </Emphasis> on another, say, that
</Segment>
<Segment StartTime="281.742" EndTime="284.217" Participant="me013">
<Pause/> the results were - were relatively <Emphasis> poor. </Emphasis>
</Segment>
<Segment StartTime="284.503" EndTime="286.342" Participant="mn007">
Mmm. Yeah.
</Segment>
<Segment StartTime="285.384" EndTime="289.096" Participant="me013">
But - but the question is if you <Emphasis> train </Emphasis> on one language
</Segment>
<Segment StartTime="289.096" EndTime="291.047" Participant="me013">
<Pause/> but you have a <Emphasis> broad </Emphasis> coverage
</Segment>
<Segment StartTime="291.047" EndTime="292.673" Participant="me013">
<Pause/> and then test in another,
</Segment>
<Segment StartTime="292.673" EndTime="294.770" Participant="me013">
<Pause/> does that - <Pause/> is that <Emphasis> improve </Emphasis> things
</Segment>
<Segment StartTime="294.770" EndTime="296.631" Participant="me013">
<Pause/> i- c- in <Emphasis> comparison? </Emphasis>
</Segment>
<Segment StartTime="297.532" EndTime="299.131" Participant="mn007">
If we use the same language?
</Segment>
<Segment StartTime="299.060" EndTime="299.915" Participant="me013">
No, no, no.
</Segment>
<Segment StartTime="299.915" EndTime="300.511" Participant="me013">
<Pause/> Different lang- <Comment Description="answering question"/>
</Segment>
<Segment StartTime="300.511" EndTime="301.089" Participant="me013">
<Pause/> So
</Segment>
<Segment StartTime="301.089" EndTime="301.794" Participant="me013">
<Pause/> um
</Segment>
<Segment StartTime="301.794" EndTime="306.528" Participant="me013">
<Pause/> If you train on T_I-digits <Pause/> and test on <Emphasis> Italian </Emphasis> digits, <Pause/> you do poorly,
</Segment>
<Segment StartTime="305.589" EndTime="306.196" Participant="mn007">
Mm-hmm.
</Segment>
<Segment StartTime="306.528" EndTime="307.341" Participant="me013">
<Pause/> let's say.
</Segment>
<Segment StartTime="308.462" EndTime="310.630" Participant="me013">
I don't have the <Emphasis> numbers </Emphasis> in front of me, so I'm just <Emphasis> imagining. </Emphasis>
</Segment>
<Segment StartTime="308.706" EndTime="309.234" Participant="mn007">
But -
</Segment>
<Segment StartTime="310.630" EndTime="313.915" Participant="mn007">
Yeah but I did not uh do that. We -
</Segment>
<Segment StartTime="311.017" EndTime="311.486" Participant="me013">
E-
</Segment>
<Segment StartTime="312.965" EndTime="317.284" Participant="me013">
So, you didn't train on <Pause/> TIMIT and test on - <Pause/> on Italian digits, say?
</Segment>
<Segment StartTime="317.284" EndTime="320.591" Participant="mn007">
No, we did four - four kind of - of testing, actually.
</Segment>
<Segment StartTime="321.541" EndTime="324.472" Participant="mn007">
The first testing is <Pause/> with task data -
</Segment>
<Segment StartTime="324.472" EndTime="327.763" Participant="mn007">
<Pause/> So, with nets trained on task data.
</Segment>
<Segment StartTime="329.564" EndTime="333.461" Participant="mn007">
So for Italian on the Italian speech <Uncertain NumSyllables="2"> @@ </Uncertain>.
</Segment>
<Segment StartTime="334.380" EndTime="338.228" Participant="mn007">
The second test is trained on a single language
</Segment>
<Segment StartTime="339.127" EndTime="344.230" Participant="mn007">
um with broad <Emphasis> database, </Emphasis> but the same language as the t- task data.
</Segment>
<Segment StartTime="344.230" EndTime="344.618" Participant="me013">
O_K.
</Segment>
<Segment StartTime="344.705" EndTime="349.624" Participant="mn007">
But for Italian we choose Spanish which <Pause/> we assume is close to Italian.
</Segment>
<Segment StartTime="349.624" EndTime="352.885" Participant="mn007">
The third test is by using, um
</Segment>
<Segment StartTime="353.633" EndTime="355.666" Participant="mn007">
the three language database
</Segment>
<Segment StartTime="356.334" EndTime="358.157" Participant="mn007">
and the fourth is
</Segment>
<Segment StartTime="356.803" EndTime="359.662" Participant="me013">
W- which in - It has three languages. That's including the w-
</Segment>
<Segment StartTime="359.662" EndTime="360.095" Participant="me013">
the -
</Segment>
<Segment StartTime="360.095" EndTime="360.710" Participant="me013">
<Pause/> the -
</Segment>
<Segment StartTime="360.564" EndTime="361.566" Participant="mn007">
This includes -
</Segment>
<Segment StartTime="361.704" EndTime="363.001" Participant="me013">
the one that it's - <Comment Description="completing [mn007]'s utterance"/>
</Segment>
<Segment StartTime="362.560" EndTime="363.070" Participant="mn007">
Yeah. <Comment Description="answering question"/>
</Segment>
<Segment StartTime="363.068" EndTime="363.358" Participant="me018">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="363.283" EndTime="363.879" Participant="mn007">
But <Pause/> not
</Segment>
<Segment StartTime="363.358" EndTime="363.615" Participant="me018">
In-
</Segment>
<Segment StartTime="364.331" EndTime="365.610" Participant="mn007">
<Emphasis> digits. </Emphasis> I mean it's -
</Segment>
<Segment StartTime="365.146" EndTime="365.610" Participant="me013">
Right. <Comment Description="affirming [mn007]'s interrupted utterance"/>
</Segment>
<Segment StartTime="365.419" EndTime="366.898" Participant="me018">
The three languages
</Segment>
<Segment StartTime="366.898" EndTime="368.831" Participant="me018">
<Pause/> is <Emphasis> not </Emphasis> digits, it's the broad
</Segment>
<Segment StartTime="368.831" EndTime="370.013" Participant="me018">
<Pause/> data. O_K.
</Segment>
<Segment StartTime="368.926" EndTime="369.742" Participant="mn007">
Yeah
</Segment>
<Segment StartTime="369.742" EndTime="378.406" Participant="mn007">
And the fourth test is uh <Pause/> excluding from these three languages the language <Pause/> that is <Pause/> the task language.
</Segment>
<Segment StartTime="378.406" EndTime="380.105" Participant="me013">
Oh, O_K, yeah, so, that <Emphasis> is </Emphasis> what I wanted to know.
</Segment>
<Segment StartTime="379.047" EndTime="379.448" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="380.105" EndTime="381.692" Participant="me013">
I just wasn't <Emphasis> saying </Emphasis> it very well, I guess.
</Segment>
<Segment StartTime="381.304" EndTime="382.533" Participant="mn007">
Uh, yeah.
</Segment>
<Segment StartTime="382.533" EndTime="399.813" Participant="mn007">
So um <Pause/> for uh T_I-digits for ins- example <Pause/> uh when we go from T_I-digits training to <Pause/> TIMIT training <Pause/> uh we lose <Pause/> uh around ten percent, uh.
</Segment>
<Segment StartTime="400.700" EndTime="401.863" Participant="me013">
Relative. <Comment Description="adding to [mn007]'s point"/>
</Segment>
<Segment StartTime="400.700" EndTime="403.655" Participant="mn007">
The error rate increase u- of - of -
</Segment>
<Segment StartTime="402.697" EndTime="402.968" Participant="me013">
Right.
</Segment>
<Segment StartTime="403.655" EndTime="405.538" Participant="mn007">
of ten percent, relative.
</Segment>
<Segment StartTime="406.508" EndTime="414.843" Participant="mn007">
So this is not so bad. And then when we jump to the multilingual data it's uh it become worse and, well
</Segment>
<Segment StartTime="414.184" EndTime="415.467" Participant="me013">
Ab- about how much?
</Segment>
<Segment StartTime="415.891" EndTime="422.441" Participant="mn007">
Around uh, let's say, <Pause/> twenty perc- twenty percent further. <Pause/> So. <Pause/> Yeah.
</Segment>
<Segment StartTime="424.895" EndTime="426.084" Participant="me013">
Twenty percent <Emphasis> further? </Emphasis>
</Segment>
<Segment StartTime="425.670" EndTime="427.949" Participant="mn007">
Twenty to - to thirty percent further. Yeah.
</Segment>
<Segment StartTime="428.553" EndTime="432.080" Participant="me018">
And so, remind me, the <Emphasis> multilingual </Emphasis> stuff is <Emphasis> just </Emphasis> the broad data. Right?
</Segment>
<Segment StartTime="432.080" EndTime="432.335" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="432.335" EndTime="436.537" Participant="me018">
It's not the digits. So it's the combination of <Pause/> two things there.
</Segment>
<Segment StartTime="436.537" EndTime="443.936" Participant="me018">
It's <Pause/> removing the <Pause/> task specific <Pause/> training and <Pause/> it's adding other languages.
</Segment>
<Segment StartTime="441.796" EndTime="442.280" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="443.614" EndTime="444.029" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="443.936" EndTime="444.634" Participant="me018">
O_K.
</Segment>
<Segment StartTime="444.029" EndTime="447.968" Participant="mn007">
<Pause/> But the first step is al- already removing the task s- specific from - from -
</Segment>
<Segment StartTime="445.900" EndTime="447.609" Participant="me018">
Already, right right right.
</Segment>
<Segment StartTime="447.968" EndTime="449.721" Participant="mn007">
<Pause/> So. And we lose -
</Segment>
<Segment StartTime="448.563" EndTime="450.721" Participant="me018">
So they were sort of <Emphasis> building </Emphasis> <Pause/> here? O_K?
</Segment>
<Segment StartTime="449.721" EndTime="450.439" Participant="mn007">
<Pause/> Yeah. <Comment Description="answering question"/>
</Segment>
<Segment StartTime="451.126" EndTime="457.089" Participant="mn007">
Uh <Pause/> So, basically when it's <Emphasis> trained </Emphasis> on the - the multilingual broad data
</Segment>
<Segment StartTime="457.089" EndTime="470.882" Participant="mn007">
<Pause/> um or number - so, the - the <Pause/> ratio of our error rates uh with the <Pause/> baseline error rate is around <Pause/> uh one point one.
</Segment>
<Segment StartTime="470.882" EndTime="471.610" Participant="mn007">
So.
</Segment>
<Segment StartTime="470.966" EndTime="471.610" Participant="me013">
Yes.
</Segment>
<Segment StartTime="471.610" EndTime="475.201" Participant="me013">
<VocalSound Description="inbreath"/> And it's something like one point <Emphasis> three </Emphasis> of - of the
</Segment>
<Segment StartTime="475.201" EndTime="475.921" Participant="me013">
<Pause/> uh -
</Segment>
<Segment StartTime="475.921" EndTime="478.838" Participant="me013">
I- i- if you compare everything to the first case at the baseline,
</Segment>
<Segment StartTime="478.838" EndTime="481.022" Participant="me013">
<Pause/> you get something like one point one
</Segment>
<Segment StartTime="481.022" EndTime="485.467" Participant="me013">
for the - for the using the same language but a different task, and something like one point three
</Segment>
<Segment StartTime="485.467" EndTime="488.015" Participant="me013">
<Pause/> for three - three languages
</Segment>
<Segment StartTime="488.006" EndTime="488.650" Participant="mn007">
No no no.
</Segment>
<Segment StartTime="488.015" EndTime="489.497" Participant="me013">
<Pause/> <Emphasis> broad </Emphasis> stuff.
</Segment>
<Segment StartTime="489.497" EndTime="495.529" Participant="mn007">
Uh same language we are at uh - for at English at O_ point eight.
</Segment>
<Segment StartTime="495.529" EndTime="497.236" Participant="mn007">
<Pause/> So it improves,
</Segment>
<Segment StartTime="497.236" EndTime="498.411" Participant="mn007">
<Pause/> compared to the baseline.
</Segment>
<Segment StartTime="499.423" EndTime="500.218" Participant="mn007">
But -
</Segment>
<Segment StartTime="500.218" EndTime="501.284" Participant="mn007">
So. Le- <Emphasis> let </Emphasis> me.
</Segment>
<Segment StartTime="501.066" EndTime="504.532" Participant="me013">
I - I - I'm sorry. I - I - I meant something different by baseline
</Segment>
<Segment StartTime="501.284" EndTime="502.798" Participant="mn007">
Tas- task data we are u-
</Segment>
<Segment StartTime="503.542" EndTime="504.250" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="504.532" EndTime="505.562" Participant="me013">
So let me - let me -
</Segment>
<Segment StartTime="506.082" EndTime="510.202" Participant="me013">
Um, <Pause/> so, <Pause/> um -
</Segment>
<Segment StartTime="506.914" EndTime="507.476" Participant="mn007">
Mmm.
</Segment>
<Segment StartTime="510.202" EndTime="513.089" Participant="me013">
<Pause/> O_K, fine. Let's - let's use the conventional meaning of baseline. I - I -
</Segment>
<Segment StartTime="511.462" EndTime="511.944" Participant="mn007">
Hmm.
</Segment>
<Segment StartTime="513.089" EndTime="514.409" Participant="me013">
By baseline here I meant
</Segment>
<Segment StartTime="514.409" EndTime="517.047" Participant="me013">
<Pause/> uh using the task specific data.
</Segment>
<Segment StartTime="514.863" EndTime="515.457" Participant="mn007">
Oh yeah, the f-
</Segment>
<Segment StartTime="516.541" EndTime="517.458" Participant="mn007">
Yeah, O_K. Yeah.
</Segment>
<Segment StartTime="517.047" EndTime="518.488" Participant="me013">
<Pause/> But uh -
</Segment>
<Segment StartTime="518.488" EndTime="520.620" Participant="me013">
<Pause/> uh, because that's what you were just doing with this ten percent.
</Segment>
<Segment StartTime="520.620" EndTime="523.007" Participant="me013">
So I was just - I just trying to understand <Emphasis> that. </Emphasis> So if we call
</Segment>
<Segment StartTime="520.653" EndTime="521.665" Participant="mn007">
Yeah. Sure.
</Segment>
<Segment StartTime="523.007" EndTime="525.110" Participant="me013">
<Pause/> a factor of w- just <Emphasis> one, </Emphasis>
</Segment>
<Segment StartTime="525.110" EndTime="527.478" Participant="me013">
just normalized to <Emphasis> one, </Emphasis> the word error rate
</Segment>
<Segment StartTime="525.110" EndTime="525.624" Participant="mn007">
Mmm.
</Segment>
<Segment StartTime="525.114" EndTime="526.204" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="527.478" EndTime="531.597" Participant="me013">
<Pause/> that you have <Pause/> for using T_I-digits as - as
</Segment>
<Segment StartTime="531.597" EndTime="534.029" Participant="me013">
<Pause/> <Emphasis> training </Emphasis> and T_I-digits as <Emphasis> test, </Emphasis>
</Segment>
<Segment StartTime="534.029" EndTime="536.302" Participant="me013">
<Pause/> uh different <Emphasis> words, </Emphasis> I'm sure, but -
</Segment>
<Segment StartTime="534.326" EndTime="534.748" Participant="mn007">
Mm-hmm.
</Segment>
<Segment StartTime="536.302" EndTime="539.464" Participant="me013">
<Pause/> but uh, uh the same <Pause/> task and so on.
</Segment>
<Segment StartTime="539.464" EndTime="542.789" Participant="me013">
<Pause/> If we call that "one", <Pause/> then what you're saying is
</Segment>
<Segment StartTime="539.493" EndTime="540.265" Participant="mn007">
Mm-hmm.
</Segment>
<Segment StartTime="542.789" EndTime="549.781" Participant="me013">
<Pause/> that the word error rate <Pause/> for the same language but using <Pause/> uh <Emphasis> different </Emphasis> training data than you're testing on, say TIMIT and so forth,
</Segment>
<Segment StartTime="549.736" EndTime="550.313" Participant="mn007">
Mm-hmm.
</Segment>
<Segment StartTime="549.781" EndTime="551.188" Participant="me013">
<Pause/> it's one point one.
</Segment>
<Segment StartTime="551.849" EndTime="553.774" Participant="mn007">
Yeah, it's around one point one. Yeah.
</Segment>
<Segment StartTime="552.955" EndTime="553.476" Participant="me013">
Right.
</Segment>
<Segment StartTime="553.476" EndTime="554.379" Participant="me013">
And if it's -
</Segment>
<Segment StartTime="554.379" EndTime="556.060" Participant="me013">
<Pause/> you <Pause/> do <Pause/> go to
</Segment>
<Segment StartTime="556.060" EndTime="558.590" Participant="me013">
<Pause/> three languages <Emphasis> including </Emphasis> the English,
</Segment>
<Segment StartTime="558.590" EndTime="560.158" Participant="me013">
<Pause/> it's something like one point <Emphasis> three. </Emphasis>
</Segment>
<Segment StartTime="561.480" EndTime="562.606" Participant="mn007">
Ye-
</Segment>
<Segment StartTime="561.899" EndTime="563.757" Participant="me013">
<Emphasis> That's </Emphasis> what you were just <Emphasis> saying, </Emphasis> I think.
</Segment>
<Segment StartTime="563.757" EndTime="566.571" Participant="mn007">
Uh, <Emphasis> more </Emphasis> actually. If I -
</Segment>
<Segment StartTime="565.212" EndTime="566.351" Participant="me018">
One point four?
</Segment>
<Segment StartTime="566.571" EndTime="567.171" Participant="mn007">
Yeah. <Comment Description="answers"/>
</Segment>
<Segment StartTime="569.421" EndTime="571.182" Participant="me018">
So, it's an <Emphasis> additional </Emphasis> thirty percent.
</Segment>
<Segment StartTime="571.002" EndTime="573.205" Participant="mn007">
What would you say? <Comment Description="probably to [fn002]"/> Around one point four yeah.
</Segment>
<Segment StartTime="573.029" EndTime="573.553" Participant="me013">
O_K.
</Segment>
<Segment StartTime="573.553" EndTime="576.101" Participant="me013">
<Pause/> And if you <Emphasis> exclude </Emphasis> <Pause/> English,
</Segment>
<Segment StartTime="576.101" EndTime="577.829" Participant="me013">
<Pause/> from this combination, what's <Emphasis> that? </Emphasis>
</Segment>
<Segment StartTime="578.087" EndTime="586.309" Participant="mn007">
If we <Emphasis> exclude </Emphasis> <Emphasis> English, </Emphasis> <Pause/> um <Pause/> there is <Pause/> not much difference with the <Pause/> data <Emphasis> with </Emphasis> English.
</Segment>
<Segment StartTime="586.553" EndTime="587.149" Participant="me013">
Aha!
</Segment>
<Segment StartTime="586.554" EndTime="586.862" Participant="mn007">
So.
</Segment>
<Segment StartTime="587.245" EndTime="587.494" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="587.547" EndTime="588.197" Participant="me013">
That's <Emphasis> interesting. </Emphasis>
</Segment>
<Segment StartTime="588.197" EndTime="589.247" Participant="me013">
<Pause/> That's interesting.
</Segment>
<Segment StartTime="588.605" EndTime="589.247" Participant="mn007">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="589.247" EndTime="590.797" Participant="me013">
<Pause/> Do you see? Because -
</Segment>
<Segment StartTime="589.988" EndTime="590.656" Participant="mn007">
Uh.
</Segment>
<Segment StartTime="590.797" EndTime="591.578" Participant="me013">
Uh, so -
</Segment>
<Segment StartTime="591.578" EndTime="596.030" Participant="me013">
No, that - that's important. So what - what it's saying here is just that "yes, there is a reduction
</Segment>
<Segment StartTime="596.030" EndTime="597.440" Participant="me013">
<Pause/> in performance,
</Segment>
<Segment StartTime="597.440" EndTime="599.301" Participant="me013">
<Pause/> when you don't <Pause/> um
</Segment>
<Segment StartTime="599.301" EndTime="600.403" Participant="me013">
<Pause/> have the s-
</Segment>
<Segment StartTime="600.403" EndTime="603.040" Participant="me013">
<Pause/> when you don't have <Pause/> um
</Segment>
<Segment StartTime="604.125" EndTime="605.120" Participant="me018">
<Emphasis> Task </Emphasis> data. <Comment Description="completing [me013]'s utterance"/>
</Segment>
<Segment StartTime="605.687" EndTime="606.952" Participant="me013">
<VocalSound Description="outbreath"/> <VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="606.952" EndTime="608.484" Participant="me013">
Wait a minute, th- th- the -
</Segment>
<Segment StartTime="611.115" EndTime="611.708" Participant="mn007">
Hmm.
</Segment>
<Segment StartTime="612.205" EndTime="612.609" Participant="me013">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="612.609" EndTime="614.900" Participant="me013">
No, actually <Pause/> it's <Emphasis> interesting. </Emphasis> So it's -
</Segment>
<Segment StartTime="614.900" EndTime="618.711" Participant="me013">
So when you go to a different <Emphasis> task, </Emphasis> there's actually not so <Pause/> different. It's when you went to these -
</Segment>
<Segment StartTime="618.711" EndTime="620.802" Participant="me013">
So what's the difference between two and three?
</Segment>
<Segment StartTime="620.802" EndTime="623.783" Participant="me013">
<Pause/> Between the one point one case and the one point four case? I'm confused.
</Segment>
<Segment StartTime="626.658" EndTime="627.743" Participant="me018">
It's multilingual.
</Segment>
<Segment StartTime="629.237" EndTime="632.148" Participant="mn007">
Yeah. The only difference it's - is that it's multilingual -
</Segment>
<Segment StartTime="632.987" EndTime="635.482" Participant="mn007">
Um <Pause/> Yeah.
</Segment>
<Segment StartTime="633.635" EndTime="637.354" Participant="me013">
Cuz in both - in both - <Emphasis> both </Emphasis> of those cases, you don't have the same <Emphasis> task. </Emphasis>
</Segment>
<Segment StartTime="637.867" EndTime="638.861" Participant="mn007">
Yeah sure.
</Segment>
<Segment StartTime="638.474" EndTime="642.448" Participant="me013">
<Pause/> So is - is the training data for the - for this one point four case -
</Segment>
<Segment StartTime="642.448" EndTime="646.420" Participant="me013">
<Pause/> does it <Emphasis> include </Emphasis> the training data for the one point one case?
</Segment>
<Segment StartTime="647.256" EndTime="649.594" Participant="mn007">
Uh yeah.
</Segment>
<Segment StartTime="648.163" EndTime="649.774" Participant="me006">
Yeah, a fraction of it.
</Segment>
<Segment StartTime="649.594" EndTime="651.299" Participant="mn007">
<Pause/> A part of it, yeah.
</Segment>
<Segment StartTime="651.814" EndTime="652.844" Participant="me006">
<VocalSound Description="clear throat"/>
</Segment>
<Segment StartTime="654.979" EndTime="656.420" Participant="me013">
How m- how much bigger is it?
</Segment>
<Segment StartTime="658.770" EndTime="660.826" Participant="mn007">
Um <Pause/>
</Segment>
<Segment StartTime="661.752" EndTime="662.887" Participant="me006">
Yeah, um.
</Segment>
<Segment StartTime="662.218" EndTime="664.317" Participant="mn007">
It's two times, actually? Yeah.
</Segment>
<Segment StartTime="665.453" EndTime="667.010" Participant="mn007">
Um.
</Segment>
<Segment StartTime="667.447" EndTime="670.682" Participant="mn007">
The <Emphasis> English </Emphasis> data -
</Segment>
<Segment StartTime="670.682" EndTime="676.551" Participant="mn007">
<Pause/> No, the <Emphasis> multilingual </Emphasis> databases are two times the <Pause/> broad English <Pause/> data.
</Segment>
<Segment StartTime="677.935" EndTime="681.545" Participant="mn007">
We just wanted to keep this, w- well, not too <Emphasis> huge. </Emphasis> So.
</Segment>
<Segment StartTime="682.011" EndTime="684.206" Participant="me013">
So it's <Emphasis> two </Emphasis> times,
</Segment>
<Segment StartTime="684.206" EndTime="687.112" Participant="me013">
<Pause/> but it <Emphasis> includes </Emphasis> the - but it <Emphasis> includes </Emphasis> the broad English data.
</Segment>
<Segment StartTime="684.808" EndTime="685.618" Participant="mn007">
I think so. <Uncertain> Do you </Uncertain> - <Comment Description="probably to [fn002]"/>
</Segment>
<Segment StartTime="687.561" EndTime="688.296" Participant="mn007">
Uh,
</Segment>
<Segment StartTime="688.946" EndTime="689.436" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="689.792" EndTime="694.071" Participant="me013">
And the broad English data is what you got this one point one <Pause/> with. So that's TIMIT basically right?
</Segment>
<Segment StartTime="694.013" EndTime="694.483" Participant="me006">
Mm-hmm.
</Segment>
<Segment StartTime="694.035" EndTime="694.494" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="694.631" EndTime="696.037" Participant="me013">
So it's band-limited TIMIT.
</Segment>
<Segment StartTime="696.395" EndTime="697.102" Participant="me006">
Mm-hmm.
</Segment>
<Segment StartTime="696.909" EndTime="697.358" Participant="mn007">
Mm-hmm.
</Segment>
<Segment StartTime="696.928" EndTime="697.810" Participant="me013">
This is all
</Segment>
<Segment StartTime="697.864" EndTime="698.216" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="697.967" EndTime="698.631" Participant="me006">
<VocalSound Description="mouth"/> <VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="698.631" EndTime="699.777" Participant="me006">
Downs-
</Segment>
<Segment StartTime="698.804" EndTime="699.834" Participant="me013">
eight kilohertz sampling.
</Segment>
<Segment StartTime="699.777" EndTime="700.508" Participant="me006">
Right.
</Segment>
<Segment StartTime="700.802" EndTime="703.220" Participant="me013">
So you have band-limited TIMIT, <Pause/> gave you uh
</Segment>
<Segment StartTime="702.277" EndTime="703.822" Participant="me006">
<VocalSound Description="clear throat"/>
</Segment>
<Segment StartTime="703.220" EndTime="705.768" Participant="me013">
<Emphasis> almost </Emphasis> as good as a result as using T_I-<Emphasis> digits </Emphasis>
</Segment>
<Segment StartTime="705.768" EndTime="707.436" Participant="me013">
<Pause/> on a T_I-digits <Emphasis> test. </Emphasis>
</Segment>
<Segment StartTime="708.229" EndTime="708.717" Participant="me013">
O_K?
</Segment>
<Segment StartTime="708.575" EndTime="709.457" Participant="mn007">
Hmm?
</Segment>
<Segment StartTime="709.566" EndTime="712.146" Participant="me013">
Um <Pause/> and <Pause/> um
</Segment>
<Segment StartTime="712.146" EndTime="713.320" Participant="me013">
<Pause/> But,
</Segment>
<Segment StartTime="713.320" EndTime="717.874" Participant="me013">
<Pause/> when you add in more training data but keep the neural net the same size,
</Segment>
<Segment StartTime="717.874" EndTime="722.239" Participant="me013">
<Pause/> it <Pause/> um performs worse on the T_I-digits.
</Segment>
<Segment StartTime="722.239" EndTime="724.859" Participant="me013">
<Pause/> O_K, now all of this is -
</Segment>
<Segment StartTime="724.859" EndTime="727.226" Participant="me013">
<Pause/> This is <Emphasis> noisy </Emphasis> <Pause/> T_I-digits, I assume?
</Segment>
<Segment StartTime="727.455" EndTime="728.154" Participant="mn007">
Yep.
</Segment>
<Segment StartTime="727.750" EndTime="728.924" Participant="me013">
Both training and test?
</Segment>
<Segment StartTime="729.593" EndTime="730.298" Participant="me013">
Yeah. <Comment Description="answers question"/> O_K.
</Segment>
<Segment StartTime="731.538" EndTime="732.920" Participant="me013">
Um
</Segment>
<Segment StartTime="736.397" EndTime="736.908" Participant="me013">
O_K.
</Segment>
<Segment StartTime="737.278" EndTime="737.631" Participant="me013">
Well.
</Segment>
<Segment StartTime="737.631" EndTime="741.263" Participant="me013">
<Pause/> We - we - we may just need to uh -
</Segment>
<Segment StartTime="741.809" EndTime="743.869" Participant="me013">
So I mean it's interesting that h- going to a different -
</Segment>
<Segment StartTime="743.869" EndTime="747.953" Participant="me013">
different <Emphasis> task </Emphasis> didn't seem to <Emphasis> hurt </Emphasis> us that much, and going to a different <Emphasis> language </Emphasis>
</Segment>
<Segment StartTime="749.001" EndTime="750.400" Participant="me013">
um
</Segment>
<Segment StartTime="752.682" EndTime="753.877" Participant="me013">
It doesn't seem to matter -
</Segment>
<Segment StartTime="753.877" EndTime="757.581" Participant="me013">
<Pause/> The difference between <Emphasis> three </Emphasis> and <Emphasis> four </Emphasis> is not particularly great, so that means that
</Segment>
<Segment StartTime="757.581" EndTime="761.022" Participant="me013">
<Pause/> whether you have the <Emphasis> language </Emphasis> in or <Emphasis> not </Emphasis> is not such a big deal.
</Segment>
<Segment StartTime="761.022" EndTime="762.186" Participant="mn007">
Mmm.
</Segment>
<Segment StartTime="762.186" EndTime="763.759" Participant="me013">
It sounds like um
</Segment>
<Segment StartTime="763.759" EndTime="765.621" Participant="me013">
<Pause/> uh
</Segment>
<Segment StartTime="765.621" EndTime="768.201" Participant="me013">
<Pause/> we <Emphasis> may </Emphasis> need to have more
</Segment>
<Segment StartTime="768.201" EndTime="773.568" Participant="me013">
<Pause/> of uh things that are similar to a target language or - I mean.
</Segment>
<Segment StartTime="773.568" EndTime="778.664" Participant="me013">
<Pause/> You have the <Emphasis> same </Emphasis> number of parameters in the <Emphasis> neural </Emphasis> net, you haven't increased the size of the neural net,
</Segment>
<Segment StartTime="778.664" EndTime="780.142" Participant="me013">
<Pause/> and maybe there's just -
</Segment>
<Segment StartTime="780.142" EndTime="781.450" Participant="me013">
<Pause/> just not enough
</Segment>
<Segment StartTime="781.450" EndTime="783.818" Participant="me013">
<Pause/> complexity to it to represent
</Segment>
<Segment StartTime="783.818" EndTime="785.751" Participant="me013">
<Pause/> the variab- increased variability in the -
</Segment>
<Segment StartTime="785.751" EndTime="786.781" Participant="me013">
in the training set.
</Segment>
<Segment StartTime="786.781" EndTime="787.829" Participant="me013">
<Pause/> That - that could be.
</Segment>
<Segment StartTime="789.454" EndTime="790.059" Participant="me013">
Um
</Segment>
<Segment StartTime="790.059" EndTime="790.998" Participant="me013">
<Pause/> So, what about -
</Segment>
<Segment StartTime="790.998" EndTime="792.841" Participant="me013">
So <Emphasis> these </Emphasis> are results with
</Segment>
<Segment StartTime="792.841" EndTime="793.456" Participant="me013">
<Pause/> uh th-
</Segment>
<Segment StartTime="793.456" EndTime="794.739" Participant="me013">
<Pause/> that you're describing now, that
</Segment>
<Segment StartTime="794.739" EndTime="797.612" Participant="me013">
<Pause/> they are pretty similar for the different features or -
</Segment>
<Segment StartTime="797.612" EndTime="798.584" Participant="me013">
<Pause/> or uh -
</Segment>
<Segment StartTime="798.584" EndTime="800.481" Participant="mn007">
Uh, let me check. Uh. <VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="800.481" EndTime="803.607" Participant="mn007">
<Pause/> So. This was for the P_L_P,
</Segment>
<Segment StartTime="800.709" EndTime="801.154" Participant="me013">
Yeah.
</Segment>
<Segment StartTime="803.607" EndTime="809.209" Participant="mn007">
<Pause/> Um. The - Yeah. For the P_L_P with J_RASTA the -
</Segment>
<Segment StartTime="803.624" EndTime="804.150" Participant="me013">
Yeah.
</Segment>
<Segment StartTime="809.209" EndTime="811.185" Participant="mn007">
<Pause/> the - we -
</Segment>
<Segment StartTime="811.185" EndTime="814.380" Participant="mn007">
<Pause/> This is quite the same <Pause/> tendency,
</Segment>
<Segment StartTime="814.380" EndTime="817.344" Participant="mn007">
<Pause/> with a slight increase of the error rate,
</Segment>
<Segment StartTime="817.344" EndTime="820.069" Participant="mn007">
<Pause/> uh if we go to - to TIMIT.
</Segment>
<Segment StartTime="820.069" EndTime="824.333" Participant="mn007">
And then it's - it gets worse with the multilingual.
</Segment>
<Segment StartTime="824.333" EndTime="826.722" Participant="mn007">
<Pause/> Um.
</Segment>
<Segment StartTime="828.309" EndTime="833.079" Participant="mn007">
Yeah. There - there is a difference actually with - b- between P_L_P and J_RASTA is that
</Segment>
<Segment StartTime="833.079" EndTime="839.603" Participant="mn007">
<Pause/> J_RASTA <Pause/> seems to <Pause/> perform better with the highly mismatched <Pause/> condition
</Segment>
<Segment StartTime="839.603" EndTime="844.687" Participant="mn007">
<Pause/> but <Pronounce> slightly </Pronounce> - slightly worse <Pause/> for the well matched condition.
</Segment>
<Segment StartTime="845.881" EndTime="846.721" Participant="mn007">
Mmm.
</Segment>
<Segment StartTime="846.530" EndTime="846.852" Participant="me013">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="846.852" EndTime="849.801" Participant="me013">
I have a suggestion, actually, even though it'll delay us slightly, would - would you mind
</Segment>
<Segment StartTime="849.801" EndTime="851.402" Participant="me013">
<Pause/> running into the other room and making
</Segment>
<Segment StartTime="851.402" EndTime="854.239" Participant="me013">
<Pause/> copies of this? <Pause/> Cuz we're all sort of -
</Segment>
<Segment StartTime="853.776" EndTime="854.977" Participant="mn007">
Yeah, yeah.
</Segment>
<Segment StartTime="854.239" EndTime="856.830" Participant="me013">
<Pause/> If we c- if we could look at it, while we're talking, I think <Uncertain> it </Uncertain>'d be uh -
</Segment>
<Segment StartTime="854.977" EndTime="856.894" Participant="mn007">
<Pause/> O_K.
</Segment>
<Segment StartTime="856.830" EndTime="863.105" Participant="me013">
<Pause/> Uh, I'll - I'll sing a song or dance or something while you <VocalSound Description="laugh"/> do it, too. <VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="858.218" EndTime="861.845" Participant="mn007">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="860.698" EndTime="863.150" Participant="me006">
Alright. <NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="860.816" EndTime="861.311" Participant="me018">
<VocalSound Description="mouth"/>
</Segment>
<Segment StartTime="861.311" EndTime="866.349" Participant="me018">
So um - Go ahead. Ah, while you're gone I'll ask s- some of my questions. <VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="863.611" EndTime="864.135" Participant="me013">
Yeah.
</Segment>
<Segment StartTime="866.196" EndTime="867.816" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="866.349" EndTime="867.275" Participant="me018">
Um.
</Segment>
<Segment StartTime="866.418" EndTime="872.829" Participant="mn007">
<Comment Description="off-microphone, [mn007] asks where the copy machine is"/>
</Segment>
<Segment StartTime="867.371" EndTime="868.280" Participant="me013">
Yeah. <VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="868.950" EndTime="869.896" Participant="me013">
Uh,
</Segment>
<Segment StartTime="870.347" EndTime="872.299" Participant="me013">
this way and just slightly to the left, yeah.
</Segment>
<Segment StartTime="873.836" EndTime="875.333" Participant="me018">
The um -
</Segment>
<Segment StartTime="875.921" EndTime="877.140" CloseMic="false">
<NonVocalSound Description="door slams"/>
</Segment>
<Segment StartTime="876.376" EndTime="884.127" Participant="me018">
What was - Was this number <Pause/> forty or - It was roughly the same as this one, <Pause/> he said? <Pause/> When you had the <Emphasis> two </Emphasis> language versus the <Emphasis> three </Emphasis> language?
</Segment>
<Segment StartTime="881.379" EndTime="882.225" Participant="me013">
Um.
</Segment>
<Segment StartTime="883.969" EndTime="884.959" Participant="me006">
<VocalSound Description="outbreath"/>
</Segment>
<Segment StartTime="883.970" EndTime="885.022" Participant="me013">
That's what he was <Emphasis> saying. </Emphasis>
</Segment>
<Segment StartTime="884.940" EndTime="887.208" Participant="me018">
That's where he removed English, right?
</Segment>
<Segment StartTime="884.959" EndTime="885.718" Participant="me006">
Yeah.
</Segment>
<Segment StartTime="885.718" EndTime="886.641" Participant="me006">
<VocalSound Description="clear throat"/>
</Segment>
<Segment StartTime="886.561" EndTime="887.208" Participant="me013">
Right.
</Segment>
<Segment StartTime="886.641" EndTime="887.208" Participant="me006">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="887.208" EndTime="890.430" Participant="me006">
It sometimes, actually, depends on what features you're using.
</Segment>
<Segment StartTime="890.615" EndTime="891.576" Participant="me013">
Yeah.
</Segment>
<Segment StartTime="891.576" EndTime="893.882" Participant="me013">
But - but i- it sounds like -
</Segment>
<Segment StartTime="891.956" EndTime="892.516" Participant="me006">
Um, but -
</Segment>
<Segment StartTime="893.882" EndTime="895.956" Participant="me013">
<Pause/> I mean. <Emphasis> That's </Emphasis> interesting because
</Segment>
<Segment StartTime="895.956" EndTime="899.719" Participant="me013">
<Pause/> it - it <Emphasis> seems </Emphasis> like what it's saying is <Emphasis> not </Emphasis> so much that you got <Emphasis> hurt </Emphasis>
</Segment>
<Segment StartTime="899.719" EndTime="902.731" Participant="me013">
<Pause/> uh because <Pause/> you
</Segment>
<Segment StartTime="902.731" EndTime="907.227" Participant="me013">
<Pause/> uh didn't have so much representation of <Emphasis> English, </Emphasis>
</Segment>
<Segment StartTime="907.227" EndTime="911.379" Participant="me013">
<Pause/> because in the <Emphasis> other </Emphasis> case you don't get hurt <Emphasis> any </Emphasis> <Emphasis> more, </Emphasis> <Pause/> at least when
</Segment>
<Segment StartTime="911.379" EndTime="917.359" Participant="me013">
<Pause/> it seemed like uh it - it might simply be a case that you <Emphasis> have </Emphasis> something that is just much more <Emphasis> diverse, </Emphasis>
</Segment>
<Segment StartTime="917.218" EndTime="918.032" Participant="me018">
Mm-hmm.
</Segment>
<Segment StartTime="917.359" EndTime="920.142" Participant="me013">
<Pause/> but you have the same number of parameters <Emphasis> representing </Emphasis> it.
</Segment>
<Segment StartTime="919.929" EndTime="931.338" Participant="me018">
Mm-hmm. <Pause/> I wonder - were um all three of these nets <Pause/> using the same output? This <Pronounce Pronunciation="&quot;multi..language&quot;"> multi-language </Pronounce> <Pause/> uh labeling?
</Segment>
<Segment StartTime="927.735" EndTime="928.869" Participant="me006">
<VocalSound Description="mouth"/> <VocalSound Description="inbreath"/> He -
</Segment>
<Segment StartTime="929.413" EndTime="930.156" Participant="me006">
Mm-hmm.
</Segment>
<Segment StartTime="931.166" EndTime="934.798" Participant="me006">
He was using uh sixty-four phonemes from <Pause/> SAMPA.
</Segment>
<Segment StartTime="934.779" EndTime="936.273" Participant="me018">
O_K, O_K.
</Segment>
<Segment StartTime="935.358" EndTime="935.955" Participant="me006">
Yeah.
</Segment>
<Segment StartTime="939.215" EndTime="939.703" Participant="me018">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="939.703" EndTime="940.425" Participant="me018">
So <Emphasis> this </Emphasis> would -
</Segment>
<Segment StartTime="940.425" EndTime="944.006" Participant="me018">
<Pause/> From <Emphasis> this </Emphasis> you would say, "well, it doesn't really <Emphasis> matter </Emphasis> if we put Finnish
</Segment>
<Segment StartTime="944.006" EndTime="947.078" Participant="me018">
<Pause/> into <Pause/> the training of the neural net,
</Segment>
<Segment StartTime="947.078" EndTime="948.957" Participant="me018">
<Pause/> if there's <Pause/> gonna be,
</Segment>
<Segment StartTime="948.957" EndTime="951.311" Participant="me018">
<Pause/> you know, Finnish in the test data." Right?
</Segment>
<Segment StartTime="951.530" EndTime="953.060" Participant="me013">
Well, it's - it sounds -
</Segment>
<Segment StartTime="953.060" EndTime="956.128" Participant="me013">
<Pause/> I mean, we have to be <Emphasis> careful, </Emphasis> cuz we haven't gotten a <Emphasis> good </Emphasis> result yet.
</Segment>
<Segment StartTime="956.128" EndTime="957.065" Participant="me013">
<VocalSound Description="laugh, inbreath"/>
</Segment>
<Segment StartTime="956.309" EndTime="957.065" Participant="me018">
Yeah.
</Segment>
<Segment StartTime="957.065" EndTime="959.342" Participant="me013">
And comparing different <Emphasis> bad </Emphasis> results can be <Pause/> tricky.
</Segment>
<Segment StartTime="958.703" EndTime="959.499" Participant="me018">
Hmm.
</Segment>
<Segment StartTime="959.342" EndTime="960.798" Participant="me013">
<Pause/> But I - I - I -
</Segment>
<Segment StartTime="960.798" EndTime="964.701" Participant="me013">
<Pause/> I think it <Emphasis> does </Emphasis> suggest that it's not so much uh
</Segment>
<Segment StartTime="964.701" EndTime="971.845" Participant="me013">
<Pause/> uh cross <Pause/> <Emphasis> language </Emphasis> as cross <Emphasis> type </Emphasis> of <Emphasis> speech. </Emphasis>
</Segment>
<Segment StartTime="972.340" EndTime="973.123" Participant="me018">
Mm-hmm.
</Segment>
<Segment StartTime="976.114" EndTime="978.373" Participant="me013">
It's - it's um -
</Segment>
<Segment StartTime="983.590" EndTime="983.969" Participant="me013">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="983.969" EndTime="987.748" Participant="me013">
But we <Emphasis> did </Emphasis> - Oh yeah, the other thing I was <Emphasis> asking </Emphasis> him, though, is that I <Emphasis> think </Emphasis> that in the case -
</Segment>
<Segment StartTime="987.748" EndTime="992.645" Participant="me013">
<Pause/> Yeah, you - you <Emphasis> do </Emphasis> have to be careful because of com- compounded results. I think we got some earlier results
</Segment>
<Segment StartTime="992.645" EndTime="996.689" Participant="me013">
<Pause/> in which you <Emphasis> trained </Emphasis> on one language and <Emphasis> tested </Emphasis> on <Emphasis> another </Emphasis> and you didn't have
</Segment>
<Segment StartTime="996.689" EndTime="1000.086" Participant="me013">
<Pause/> <Emphasis> three, </Emphasis> but you just had <Emphasis> one </Emphasis> <Pause/> language. So you trained on
</Segment>
<Segment StartTime="1000.086" EndTime="1002.493" Participant="me013">
<Pause/> one type of digits and <Emphasis> tested </Emphasis> on <Emphasis> another. </Emphasis> Didn-
</Segment>
<Segment StartTime="1002.493" EndTime="1003.931" Participant="me013">
Wasn't there something of that? Where you,
</Segment>
<Segment StartTime="1003.931" EndTime="1008.268" Participant="me013">
<Pause/> say, trained on Spanish and tested on - on T_I-digits, or the other way around?
</Segment>
<Segment StartTime="1008.268" EndTime="1009.207" Participant="me013">
<Pause/> Something like that?
</Segment>
<Segment StartTime="1008.870" EndTime="1009.487" Participant="fn002">
No.
</Segment>
<Segment StartTime="1010.057" EndTime="1011.388" Participant="me013">
I thought there was <Emphasis> something </Emphasis> like that,
</Segment>
<Segment StartTime="1011.388" EndTime="1013.177" Participant="me013">
<Pause/> that he showed me <Pause/> last week.
</Segment>
<Segment StartTime="1013.780" EndTime="1014.839" Participant="me013">
We'll have to wait till we get -
</Segment>
<Segment StartTime="1014.943" EndTime="1016.110" Participant="me018">
Yeah, that would be interesting.
</Segment>
<Segment StartTime="1016.285" EndTime="1016.845" Participant="me013">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="1016.845" EndTime="1017.207" Participant="me013">
Um,
</Segment>
<Segment StartTime="1018.001" EndTime="1019.616" CloseMic="false">
<NonVocalSound Description="door opens"/> <Comment Description="[mn007] returns"/>
</Segment>
<Segment StartTime="1018.140" EndTime="1020.256" Participant="me013">
This <Emphasis> may </Emphasis> have been what I was asking before, Stephane, but -
</Segment>
<Segment StartTime="1019.616" EndTime="1020.799" CloseMic="false">
<NonVocalSound Description="door closes"/>
</Segment>
<Segment StartTime="1020.256" EndTime="1023.093" Participant="me013">
<Pause/> but, um, wasn't there <Emphasis> something </Emphasis> that you did,
</Segment>
<Segment StartTime="1023.093" EndTime="1027.050" Participant="me013">
<Pause/> where you <Emphasis> trained </Emphasis> <Pause/> on <Emphasis> one </Emphasis> language and <Emphasis> tested </Emphasis> on <Emphasis> another? </Emphasis>
</Segment>
<Segment StartTime="1027.773" EndTime="1029.650" Participant="me013">
I mean no - no <Emphasis> mixture </Emphasis> but just -
</Segment>
<Segment StartTime="1031.473" EndTime="1032.754" Participant="me006">
<Uncertain> I'll get it for you. </Uncertain> <Comment Description="whispered"/>
</Segment>
<Segment StartTime="1035.337" EndTime="1037.236" Participant="mn007">
Uh, no, no. <Comment Description="perhaps un-miked"/>
</Segment>
<Segment StartTime="1037.639" EndTime="1039.299" Participant="me013">
We've never just trained on one lang-
</Segment>
<Segment StartTime="1038.717" EndTime="1042.116" Participant="mn007">
Training on a <Emphasis> single </Emphasis> language, you mean, and <Emphasis> testing </Emphasis> on the <Emphasis> other </Emphasis> one? <Comment Description="perhaps un-miked"/>
</Segment>
<Segment StartTime="1042.011" EndTime="1042.729" Participant="me013">
Yeah.
</Segment>
<Segment StartTime="1042.313" EndTime="1044.634" Participant="fn002">
<VocalSound Description="inbreath"/> Not yet.
</Segment>
<Segment StartTime="1043.264" EndTime="1043.689" Participant="mn007">
Uh, no.
</Segment>
<Segment StartTime="1044.086" EndTime="1048.611" Participant="mn007">
So the only <Pause/> task that's similar to this is the training on <Emphasis> two </Emphasis> languages, and <Comment Description="perhaps un-miked"/>
</Segment>
<Segment StartTime="1048.975" EndTime="1051.595" Participant="me013">
But we've <Emphasis> done </Emphasis> a bunch of things where we just trained on one <Emphasis> language. </Emphasis> Right?
</Segment>
<Segment StartTime="1049.348" EndTime="1049.968" Participant="mn007">
that -
</Segment>
<Segment StartTime="1052.538" EndTime="1055.866" Participant="me013">
I mean, you haven't - you haven't done <Emphasis> all </Emphasis> your tests on multiple <Emphasis> languages. </Emphasis>
</Segment>
<Segment StartTime="1056.590" EndTime="1057.482" Participant="mn007">
Uh,
</Segment>
<Segment StartTime="1058.530" EndTime="1058.963" Participant="mn007">
<Emphasis> No. </Emphasis>
</Segment>
<Segment StartTime="1058.963" EndTime="1069.227" Participant="mn007">
<Pause/> Either thi- this is test with <Pause/> uh the <Emphasis> same </Emphasis> language <Pause/> but from the <Emphasis> broad </Emphasis> data, or it's test with <Pause/> uh <Emphasis> different </Emphasis> languages <Comment Description="perhaps un-miked"/>
</Segment>
<Segment StartTime="1069.227" EndTime="1071.652" Participant="mn007">
<Emphasis> also </Emphasis> from the broad data, <Emphasis> excluding </Emphasis> the - <Comment Description="perhaps un-miked"/>
</Segment>
<Segment StartTime="1071.099" EndTime="1073.446" Participant="fn002">
The <Uncertain> early </Uncertain> experiment that -
</Segment>
<Segment StartTime="1071.652" EndTime="1073.394" Participant="mn007">
So, it's - it's three or - three and four. <Comment Description="perhaps un-miked"/>
</Segment>
<Segment StartTime="1072.218" EndTime="1075.007" Participant="me018">
Did you do different languages from digits?
</Segment>
<Segment StartTime="1077.248" EndTime="1078.459" Participant="mn007">
Uh. No.
</Segment>
<Segment StartTime="1078.459" EndTime="1079.564" Participant="mn007">
You mean
</Segment>
<Segment StartTime="1079.564" EndTime="1081.305" Participant="mn007">
<Pause/> training digits
</Segment>
<Segment StartTime="1081.305" EndTime="1085.060" Participant="mn007">
<Pause/> on one language and using the net
</Segment>
<Segment StartTime="1085.060" EndTime="1087.461" Participant="mn007">
<Pause/> to recognize on the other?
</Segment>
<Segment StartTime="1086.654" EndTime="1088.958" Participant="me018">
Digits on another language? <Comment Description="completing [mn007]'s utterance"/>
</Segment>
<Segment StartTime="1088.108" EndTime="1088.433" Participant="mn007">
No. <Comment Description="mike is back on"/>
</Segment>
<Segment StartTime="1091.229" EndTime="1093.531" Participant="me013">
See, I <Emphasis> thought </Emphasis> you <Emphasis> showed </Emphasis> me something like that last <Emphasis> week. </Emphasis>
</Segment>
<Segment StartTime="1093.531" EndTime="1094.846" Participant="me013">
You had a - you had a little -
</Segment>
<Segment StartTime="1094.937" EndTime="1097.304" Participant="mn007">
Uh, <Pause/>
</Segment>
<Segment StartTime="1097.304" EndTime="1098.478" Participant="mn007">
No, I don't <Emphasis> think </Emphasis> so.
</Segment>
<Segment StartTime="1103.404" EndTime="1104.384" Participant="me013">
Um
</Segment>
<Segment StartTime="1106.261" EndTime="1107.039" Participant="me013">
What -
</Segment>
<Segment StartTime="1109.250" EndTime="1110.569" Participant="me034">
These numbers are uh
</Segment>
<Segment StartTime="1110.569" EndTime="1111.779" Participant="me034">
<Pause/> ratio to baseline?
</Segment>
<Segment StartTime="1110.614" EndTime="1116.922" Participant="me013">
So, I mean wha- what's the - This - this chart - this table that we're looking at <Pause/> is um,
</Segment>
<Segment StartTime="1111.134" EndTime="1111.618" Participant="mn007">
So.
</Segment>
<Segment StartTime="1119.723" EndTime="1122.078" Participant="me013">
show- is all <Emphasis> testing </Emphasis> for <Emphasis> T_I </Emphasis>-digits, or - ? <Comment Description="leading question"/>
</Segment>
<Segment StartTime="1122.169" EndTime="1125.490" Participant="me006">
Bigger is worse. <Pause/> This is error rate, I think. <Comment Description="probably to [me034]"/>
</Segment>
<Segment StartTime="1123.116" EndTime="1128.903" Participant="mn007">
So you have uh basically two <Pause/> uh parts. The upper part is for T_I-digits
</Segment>
<Segment StartTime="1125.440" EndTime="1126.313" Participant="me034">
<Emphasis> Ratio. </Emphasis> <Comment Description="probably to [me006]"/>
</Segment>
<Segment StartTime="1125.490" EndTime="1126.954" Participant="me006">
No. <Pause/> No. <Comment Description="probably to [me034], correcting himself"/>
</Segment>
<Segment StartTime="1127.737" EndTime="1128.729" Participant="me034">
<VocalSound Description="mouth"/> <VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="1127.984" EndTime="1129.507" Participant="me006">
Yeah, yeah, yeah. <Comment Description="probably to [me034], probably agreeing with [me034]"/>
</Segment>
<Segment StartTime="1128.903" EndTime="1134.324" Participant="mn007">
<Pause/> and it's divided in three <Pause/> rows <Pause/> of four - four rows each.
</Segment>
<Segment StartTime="1130.459" EndTime="1130.947" Participant="me006">
Mm-hmm.
</Segment>
<Segment StartTime="1134.980" EndTime="1135.674" Participant="me013">
Yeah.
</Segment>
<Segment StartTime="1135.284" EndTime="1141.822" Participant="mn007">
And the first four rows is well-matched, then the s- the second group of four rows is mismatched, and
</Segment>
<Segment StartTime="1141.822" EndTime="1144.198" Participant="mn007">
<Pause/> finally highly mismatched.
</Segment>
<Segment StartTime="1144.198" EndTime="1147.820" Participant="mn007">
<Pause/> And then the lower part is for Italian and it's the same -
</Segment>
<Segment StartTime="1147.820" EndTime="1149.804" Participant="mn007">
<Pause/> the same thing.
</Segment>
<Segment StartTime="1149.569" EndTime="1152.930" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="1150.288" EndTime="1154.255" Participant="me018">
So, so the upper part is <Emphasis> training </Emphasis> <Pause/> T_I-digits?
</Segment>
<Segment StartTime="1150.709" EndTime="1150.933" Participant="mn007">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="1150.933" EndTime="1151.204" Participant="mn007">
So.
</Segment>
<Segment StartTime="1154.070" EndTime="1156.914" Participant="mn007">
It's - it's the H_T_K results, I mean. So it's
</Segment>
<Segment StartTime="1156.914" EndTime="1158.974" Participant="mn007">
<Pause/> H_T_K training testings
</Segment>
<Segment StartTime="1157.049" EndTime="1157.750" Participant="me018">
<VocalSound Description="inbreath"/> Ah.
</Segment>
<Segment StartTime="1158.974" EndTime="1161.546" Participant="mn007">
<Pause/> with different kind of features
</Segment>
<Segment StartTime="1161.546" EndTime="1163.425" Participant="mn007">
<Pause/> and what appears in the
</Segment>
<Segment StartTime="1163.425" EndTime="1168.644" Participant="mn007">
<Pause/> uh left column is <Pause/> the networks that are used for doing this.
</Segment>
<Segment StartTime="1172.989" EndTime="1174.330" Participant="me013">
Hmm.
</Segment>
<Segment StartTime="1173.989" EndTime="1174.645" Participant="mn007">
So.
</Segment>
<Segment StartTime="1174.645" EndTime="1175.903" Participant="mn007">
Uh
</Segment>
<Segment StartTime="1177.570" EndTime="1178.917" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="1178.917" EndTime="1180.304" Participant="me013">
Well,
</Segment>
<Segment StartTime="1180.304" EndTime="1181.519" Participant="me013">
What was is that i-
</Segment>
<Segment StartTime="1181.519" EndTime="1182.675" Participant="me013">
What was it that you had
</Segment>
<Segment StartTime="1182.675" EndTime="1185.223" Participant="me013">
<Pause/> done <Pause/> last week when you showed - Do you remember?
</Segment>
<Segment StartTime="1185.223" EndTime="1188.336" Participant="me013">
Wh- when you showed me <Pause/> the - your table last week?
</Segment>
<Segment StartTime="1187.153" EndTime="1190.528" Participant="mn007">
It- It was part of these results.
</Segment>
<Segment StartTime="1191.026" EndTime="1191.770" Participant="mn007">
Mmm. <Comment Description="quietly"/>
</Segment>
<Segment StartTime="1193.429" EndTime="1194.124" Participant="mn007">
Mmm. <Comment Description="quietly"/>
</Segment>
<Segment StartTime="1195.212" EndTime="1199.985" Participant="me018">
So where is the baseline <Pause/> for the T_I-digits <Pause/> located in here?
</Segment>
<Segment StartTime="1200.832" EndTime="1203.456" Participant="mn007">
You mean the H_T_K Aurora baseline?
</Segment>
<Segment StartTime="1203.456" EndTime="1204.317" Participant="me018">
Yeah.
</Segment>
<Segment StartTime="1204.317" EndTime="1206.408" Participant="mn007">
It's uh the one hundred number.
</Segment>
<Segment StartTime="1206.408" EndTime="1209.586" Participant="mn007">
It's, well, all these numbers are the ratio
</Segment>
<Segment StartTime="1208.140" EndTime="1208.807" Participant="me018">
Ah!
</Segment>
<Segment StartTime="1209.586" EndTime="1211.715" Participant="mn007">
<Pause/> with respect to the baseline.
</Segment>
<Segment StartTime="1211.541" EndTime="1213.468" Participant="me018">
Ah, O_K, O_K.
</Segment>
<Segment StartTime="1212.050" EndTime="1212.572" Participant="me013">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="1212.572" EndTime="1215.369" Participant="me013">
So this is word - word error rate, so a <Emphasis> high </Emphasis> number is <Emphasis> bad. </Emphasis>
</Segment>
<Segment StartTime="1215.990" EndTime="1220.009" Participant="mn007">
Yeah, this is <Pause/> a word error rate ratio.
</Segment>
<Segment StartTime="1216.304" EndTime="1216.975" Participant="fn002">
Yeah.
</Segment>
<Segment StartTime="1220.009" EndTime="1220.778" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="1220.470" EndTime="1221.846" Participant="me018">
O_K, I see.
</Segment>
<Segment StartTime="1220.778" EndTime="1222.272" Participant="mn007">
<Pause/> So,
</Segment>
<Segment StartTime="1222.272" EndTime="1224.042" Participant="mn007">
seventy point two means that
</Segment>
<Segment StartTime="1224.042" EndTime="1227.135" Participant="mn007">
<Pause/> we reduced the error rate uh by thirty - thirty percent. So.
</Segment>
<Segment StartTime="1226.705" EndTime="1228.644" Participant="me018">
O_K, O_K, gotcha.
</Segment>
<Segment StartTime="1228.953" EndTime="1230.471" Participant="me013">
<VocalSound Description="outbreath"/> O_K,
</Segment>
<Segment StartTime="1229.444" EndTime="1230.135" Participant="mn007">
Hmm.
</Segment>
<Segment StartTime="1230.471" EndTime="1233.069" Participant="me013">
<VocalSound Description="outbreath"/> so if we take uh
</Segment>
<Segment StartTime="1234.123" EndTime="1235.617" Participant="me013">
um <Pause/>
</Segment>
<Segment StartTime="1235.617" EndTime="1236.470" Participant="me013">
let's see
</Segment>
<Segment StartTime="1236.470" EndTime="1237.948" Participant="me013">
<Pause/> P_L_P
</Segment>
<Segment StartTime="1237.948" EndTime="1243.975" Participant="me013">
<Pause/> uh with on-line <Pause/> normalization and <Pause/> delta-del- so that's this thing you have circled here
</Segment>
<Segment StartTime="1243.975" EndTime="1245.999" Participant="me013">
<Pause/> in the second column,
</Segment>
<Segment StartTime="1244.441" EndTime="1245.066" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="1247.137" EndTime="1247.878" Participant="me013">
um
</Segment>
<Segment StartTime="1247.878" EndTime="1250.892" Participant="me013">
<Pause/> and "multi-English" refers to what?
</Segment>
<Segment StartTime="1250.892" EndTime="1252.354" Participant="mn007">
To TIMIT.
</Segment>
<Segment StartTime="1253.970" EndTime="1254.827" Participant="mn007">
Mmm.
</Segment>
<Segment StartTime="1254.827" EndTime="1260.754" Participant="mn007">
Then you have <Pause/> uh M_F, <Pause/> M_S and M_E which are for French, Spanish and English.
</Segment>
<Segment StartTime="1260.754" EndTime="1263.302" Participant="mn007">
<Pause/> And, <Pause/> yeah.
</Segment>
<Segment StartTime="1263.302" EndTime="1268.018" Participant="mn007">
<Pause/> Actually I - <Pause/> I uh forgot to say that <Pause/> the multilingual net are trained
</Segment>
<Segment StartTime="1268.018" EndTime="1274.812" Participant="mn007">
<Pause/> on <Pause/> uh <Pause/> features without the s- derivatives
</Segment>
<Segment StartTime="1274.812" EndTime="1279.306" Participant="mn007">
<Pause/> uh but with <Pause/> increased frame numbers. Mmm.
</Segment>
<Segment StartTime="1281.410" EndTime="1282.484" Participant="me013">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="1284.320" EndTime="1287.913" Participant="mn007">
And we can - we can see on the first line of the table that it - it -
</Segment>
<Segment StartTime="1287.913" EndTime="1292.123" Participant="mn007">
<Pause/> it's <Pronounce> slightly </Pronounce> - slightly worse when we don't use delta but it's not -
</Segment>
<Segment StartTime="1292.123" EndTime="1294.252" Participant="mn007">
<Pause/> not <Emphasis> that </Emphasis> much.
</Segment>
<Segment StartTime="1292.207" EndTime="1292.811" Participant="me013">
Right.
</Segment>
<Segment StartTime="1292.811" EndTime="1294.076" Participant="me013">
<VocalSound Description="inbreath"/> So w- w-
</Segment>
<Segment StartTime="1294.076" EndTime="1297.227" Participant="me013">
So, I'm sorry. I missed that. What's M_F, M_S and M_E?
</Segment>
<Segment StartTime="1296.944" EndTime="1299.018" Participant="me018">
Multi-French, Multi-Spanish
</Segment>
<Segment StartTime="1297.113" EndTime="1300.257" Participant="mn007">
So. Multi-French, Multi-Spanish, and Multi-English.
</Segment>
<Segment StartTime="1299.251" EndTime="1303.219" Participant="me013">
Uh O_K. So, it's <Pause/> uh <Pause/> <Emphasis> broader </Emphasis> vocabulary.
</Segment>
<Segment StartTime="1303.219" EndTime="1303.810" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="1303.541" EndTime="1304.077" Participant="me013">
Then -
</Segment>
<Segment StartTime="1304.538" EndTime="1305.358" Participant="me013">
And -
</Segment>
<Segment StartTime="1305.358" EndTime="1307.328" Participant="me013">
<Pause/> O_K so I <Emphasis> think </Emphasis> what I'm -
</Segment>
<Segment StartTime="1307.328" EndTime="1310.834" Participant="me013">
what I saw in your smaller chart that I was thinking of was -
</Segment>
<Segment StartTime="1310.834" EndTime="1311.827" Participant="me013">
was
</Segment>
<Segment StartTime="1311.827" EndTime="1316.766" Participant="me013">
<Pause/> there were <Emphasis> some </Emphasis> numbers I saw, I think, that <Emphasis> included </Emphasis> these multiple languages
</Segment>
<Segment StartTime="1316.766" EndTime="1317.380" Participant="me013">
<Pause/> and it -
</Segment>
<Segment StartTime="1317.380" EndTime="1318.735" Participant="me013">
and I was seeing
</Segment>
<Segment StartTime="1318.735" EndTime="1320.141" Participant="me013">
<Pause/> that it got <Emphasis> worse. </Emphasis>
</Segment>
<Segment StartTime="1320.141" EndTime="1324.062" Participant="me013">
I - I think that was all it was. You had some very limited results that - at that point
</Segment>
<Segment StartTime="1323.172" EndTime="1324.140" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="1324.062" EndTime="1329.700" Participant="me013">
<Pause/> which showed <Pause/> having in these - these other languages. In fact it might have been just this last category,
</Segment>
<Segment StartTime="1327.068" EndTime="1329.358" Participant="me034">
<VocalSound Description="sips coffee"/>
</Segment>
<Segment StartTime="1329.700" EndTime="1331.553" Participant="me013">
<Pause/> having two languages broad
</Segment>
<Segment StartTime="1331.553" EndTime="1332.059" Participant="me013">
that were -
</Segment>
<Segment StartTime="1332.059" EndTime="1333.721" Participant="me013">
where - where English was <Emphasis> removed. </Emphasis>
</Segment>
<Segment StartTime="1333.721" EndTime="1335.637" Participant="me013">
<Pause/> So that was cross language
</Segment>
<Segment StartTime="1335.637" EndTime="1338.181" Participant="me013">
<Pause/> and the - and the result was quite <Emphasis> poor. </Emphasis>
</Segment>
<Segment StartTime="1338.747" EndTime="1339.290" Participant="me013">
What I -
</Segment>
<Segment StartTime="1339.290" EndTime="1342.683" Participant="me013">
<Pause/> we <Emphasis> hadn't </Emphasis> seen yet was that if you added <Emphasis> in </Emphasis> the English, it's <Emphasis> still </Emphasis> poor.
</Segment>
<Segment StartTime="1343.124" EndTime="1345.828" Participant="mn007">
Yeah. <Pause/> Still poor. <VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="1343.572" EndTime="1346.375" Participant="me013">
<VocalSound Description="laugh"/> Uh <VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="1346.375" EndTime="1346.862" Participant="me013">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="1346.862" EndTime="1349.501" Participant="me013">
Um now, what's the noise condition
</Segment>
<Segment StartTime="1349.501" EndTime="1352.193" Participant="me013">
<Pause/> um <Pause/> of the training data -
</Segment>
<Segment StartTime="1352.442" EndTime="1355.402" Participant="me013">
Well, I think this is what you were explaining. The <Emphasis> noise </Emphasis> condition is the same -
</Segment>
<Segment StartTime="1355.402" EndTime="1357.863" Participant="me013">
It's the same uh Aurora noises
</Segment>
<Segment StartTime="1357.503" EndTime="1358.216" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="1357.767" EndTime="1358.362" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="1358.438" EndTime="1359.847" Participant="me013">
uh, in all these cases
</Segment>
<Segment StartTime="1359.844" EndTime="1360.481" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="1359.847" EndTime="1360.534" Participant="me013">
<Pause/> for the training.
</Segment>
<Segment StartTime="1361.167" EndTime="1364.285" Participant="me013">
So there's not a <Pause/> statistical - sta- a strong st-
</Segment>
<Segment StartTime="1364.285" EndTime="1365.766" Participant="me013">
<Pause/> statistically different
</Segment>
<Segment StartTime="1365.766" EndTime="1368.368" Participant="me013">
<Pause/> noise characteristic between
</Segment>
<Segment StartTime="1368.234" EndTime="1370.832" Participant="mn007">
No these are the s- s- s- same noises, yeah.
</Segment>
<Segment StartTime="1368.368" EndTime="1370.211" Participant="me013">
<Pause/> uh the training and test
</Segment>
<Segment StartTime="1370.211" EndTime="1372.687" Participant="me013">
<Pause/> and yet we're seeing <Emphasis> some </Emphasis> kind of effect -
</Segment>
<Segment StartTime="1370.832" EndTime="1373.073" Participant="mn007">
<Pause/> At least - at least for the first -
</Segment>
<Segment StartTime="1373.073" EndTime="1375.562" Participant="mn007">
<Pause/> for the well-matched, yeah.
</Segment>
<Segment StartTime="1374.224" EndTime="1375.808" Participant="me006">
Well matched condition.
</Segment>
<Segment StartTime="1375.440" EndTime="1375.857" Participant="me013">
Right.
</Segment>
<Segment StartTime="1375.857" EndTime="1381.621" Participant="me013">
<Pause/> So there's <Emphasis> some </Emphasis> kind of a - a - an effect from having these - uh this broader coverage
</Segment>
<Segment StartTime="1381.621" EndTime="1383.095" Participant="me013">
<Pause/> um
</Segment>
<Segment StartTime="1385.579" EndTime="1386.063" Participant="me013">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="1386.492" EndTime="1389.799" Participant="me013">
Now I <Emphasis> guess </Emphasis> what we should try doing with this is try <Pause/>
</Segment>
<Segment StartTime="1389.799" EndTime="1392.835" Participant="me013">
testing these on u- this same sort of thing on -
</Segment>
<Segment StartTime="1392.835" EndTime="1393.875" Participant="me013">
<Pause/> you probably <Emphasis> must </Emphasis> have this
</Segment>
<Segment StartTime="1393.875" EndTime="1395.700" Participant="me013">
<Pause/> <Emphasis> lined </Emphasis> up to <Emphasis> do. </Emphasis> To try the same t-
</Segment>
<Segment StartTime="1395.700" EndTime="1398.537" Participant="me013">
<Pause/> with the <Emphasis> exact </Emphasis> same <Emphasis> training, </Emphasis> do testing on <Pause/>
</Segment>
<Segment StartTime="1398.537" EndTime="1399.856" Participant="me013">
the other <Emphasis> languages. </Emphasis>
</Segment>
<Segment StartTime="1400.395" EndTime="1400.996" Participant="mn007">
Mmm.
</Segment>
<Segment StartTime="1400.904" EndTime="1402.765" Participant="me013">
On - on um -
</Segment>
<Segment StartTime="1404.174" EndTime="1405.429" Participant="me013">
So.
</Segment>
<Segment StartTime="1406.332" EndTime="1410.109" Participant="me013">
Um, oh I well, <Emphasis> wait </Emphasis> a minute. You <Emphasis> have </Emphasis> this <Emphasis> here, </Emphasis> for the <Emphasis> Italian. </Emphasis> <Emphasis> That's </Emphasis> right. <Pause/> O_K, so,
</Segment>
<Segment StartTime="1409.342" EndTime="1409.646" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="1409.646" EndTime="1417.885" Participant="mn007">
<Pause/> Yeah, so for the Italian the results are <VocalSound Description="outbreath"/> uh <Pause/> stranger um
</Segment>
<Segment StartTime="1410.109" EndTime="1411.247" Participant="me013">
<Pause/> So.
</Segment>
<Segment StartTime="1413.732" EndTime="1414.523" Participant="fn002">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="1417.885" EndTime="1420.342" Participant="mn007">
<Pause/> Mmm.
</Segment>
<Segment StartTime="1420.342" EndTime="1423.631" Participant="mn007">
<Pause/> So what appears is that perhaps Spanish is
</Segment>
<Segment StartTime="1423.631" EndTime="1425.583" Participant="mn007">
<Pause/> not very close to Italian
</Segment>
<Segment StartTime="1425.447" EndTime="1426.916" Participant="me013">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="1425.583" EndTime="1427.453" Participant="mn007">
<Pause/> because uh, well,
</Segment>
<Segment StartTime="1427.453" EndTime="1430.272" Participant="mn007">
<Pause/> when using the - the network trained only on Spanish it's -
</Segment>
<Segment StartTime="1430.272" EndTime="1432.278" Participant="mn007">
<Pause/> the error rate is
</Segment>
<Segment StartTime="1432.278" EndTime="1435.133" Participant="mn007">
<Pause/> almost uh twice
</Segment>
<Segment StartTime="1435.133" EndTime="1437.735" Participant="mn007">
<Pause/> the baseline error rate.
</Segment>
<Segment StartTime="1437.637" EndTime="1438.239" Participant="me013">
Mm-hmm.
</Segment>
<Segment StartTime="1438.250" EndTime="1442.233" Participant="mn007">
Mmm. <VocalSound Description="inbreath"/> Uh.
</Segment>
<Segment StartTime="1440.933" EndTime="1441.360" Participant="me013">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="1441.360" EndTime="1442.559" Participant="me013">
Well, I mean, let's see.
</Segment>
<Segment StartTime="1442.559" EndTime="1443.933" Participant="me013">
<Pause/> Is there any difference in -
</Segment>
<Segment StartTime="1443.933" EndTime="1446.806" Participant="me013">
<Pause/> So it's in <Pause/> the uh -
</Segment>
<Segment StartTime="1446.806" EndTime="1447.710" Participant="me013">
<Pause/> So you're saying that
</Segment>
<Segment StartTime="1447.710" EndTime="1449.511" Participant="me013">
<Pause/> when you <Emphasis> train </Emphasis> on English
</Segment>
<Segment StartTime="1449.511" EndTime="1454.137" Participant="me013">
<Pause/> and <Pause/> uh <Pause/> and - and <Emphasis> test </Emphasis> on -
</Segment>
<Segment StartTime="1449.561" EndTime="1450.439" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="1455.167" EndTime="1457.187" Participant="me013">
No, you <Emphasis> don't </Emphasis> have training on English testing - <Comment Description="correcting himself"/>
</Segment>
<Segment StartTime="1455.877" EndTime="1459.881" Participant="mn007">
There - there is - <Emphasis> another </Emphasis> difference, is that the noise - the noises are different. Well,
</Segment>
<Segment StartTime="1459.881" EndTime="1460.914" Participant="me013">
In - in <Emphasis> what? </Emphasis>
</Segment>
<Segment StartTime="1461.076" EndTime="1463.125" Participant="mn007">
For - for the Italian part I mean the
</Segment>
<Segment StartTime="1463.125" EndTime="1466.721" Participant="mn007">
<Pause/> uh <Pause/> the um
</Segment>
<Segment StartTime="1466.721" EndTime="1473.128" Participant="mn007">
<Pause/> networks are trained with noise from <Pause/> Aurora - T_I-<Emphasis> digits, </Emphasis> mmm.
</Segment>
<Segment StartTime="1471.238" EndTime="1472.482" Participant="fn002">
Aurora-two. <Comment Description="completing [mn007]'s point"/>
</Segment>
<Segment StartTime="1473.128" EndTime="1475.170" Participant="mn007">
<Pause/> <VocalSound Description="inbreath"/> Yeah.
</Segment>
<Segment StartTime="1474.849" EndTime="1476.940" Participant="me013">
And the noise is different <Uncertain> in th- </Uncertain>
</Segment>
<Segment StartTime="1475.170" EndTime="1476.850" Participant="mn007">
<Pause/> And perhaps the noise are
</Segment>
<Segment StartTime="1476.850" EndTime="1480.870" Participant="mn007">
<Pause/> quite different from the noises <Pause/> in the speech that <Uncertain> Italian </Uncertain>.
</Segment>
<Segment StartTime="1480.657" EndTime="1481.271" Participant="me013">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="1480.870" EndTime="1482.506" Participant="mn007">
<Pause/> And -
</Segment>
<Segment StartTime="1481.271" EndTime="1482.898" Participant="me013">
Do we have any um
</Segment>
<Segment StartTime="1482.898" EndTime="1484.486" Participant="me013">
<Pause/> test sets
</Segment>
<Segment StartTime="1484.486" EndTime="1489.582" Participant="me013">
<Pause/> uh in <Pause/> any other language that um
</Segment>
<Segment StartTime="1491.371" EndTime="1494.840" Participant="me013">
have the <Emphasis> same </Emphasis> noise as in <Pause/> the Aurora?
</Segment>
<Segment StartTime="1495.739" EndTime="1496.496" Participant="fn002">
Mmm, no.
</Segment>
<Segment StartTime="1497.472" EndTime="1498.110" Participant="mn007">
No.
</Segment>
<Segment StartTime="1500.974" EndTime="1502.149" Participant="me018">
Can I ask something real quick?
</Segment>
<Segment StartTime="1502.149" EndTime="1504.155" Participant="me018">
<Pause/> In - in the <Emphasis> upper </Emphasis> part -
</Segment>
<Segment StartTime="1504.155" EndTime="1506.300" Participant="me018">
<Pause/> in the <Emphasis> English </Emphasis> <Pause/> stuff,
</Segment>
<Segment StartTime="1506.300" EndTime="1509.661" Participant="me018">
<Pause/> it <Emphasis> looks </Emphasis> like the <Emphasis> very </Emphasis> <Emphasis> best </Emphasis> number is sixty point nine?
</Segment>
<Segment StartTime="1509.661" EndTime="1511.504" Participant="me018">
<Pause/> and that's in the uh -
</Segment>
<Segment StartTime="1511.504" EndTime="1515.660" Participant="me018">
<Pause/> the third <Pause/> section in the upper part under P_L_P J_RASTA,
</Segment>
<Segment StartTime="1515.660" EndTime="1516.907" Participant="me018">
<Pause/> sort of the middle column?
</Segment>
<Segment StartTime="1518.168" EndTime="1518.715" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="1519.018" EndTime="1521.356" Participant="me018">
I- is <Emphasis> that </Emphasis> <Pause/> a <Emphasis> noisy </Emphasis> condition?
</Segment>
<Segment StartTime="1521.610" EndTime="1522.217" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="1523.864" EndTime="1526.602" Participant="me018">
So that's <Emphasis> matched </Emphasis> training? Is <Emphasis> that </Emphasis> what that <Emphasis> is? </Emphasis>
</Segment>
<Segment StartTime="1526.864" EndTime="1530.954" Participant="mn007">
It's - no, the third part, so it's uh <Pause/> highly mismatched.
</Segment>
<Segment StartTime="1530.954" EndTime="1534.781" Participant="mn007">
<Pause/> So. Training and <Pause/> test noise are different.
</Segment>
<Segment StartTime="1532.288" EndTime="1534.813" Participant="me018">
So - why do you get your <Emphasis> best </Emphasis> <Emphasis> number </Emphasis>
</Segment>
<Segment StartTime="1535.811" EndTime="1536.630" Participant="me018">
in -
</Segment>
<Segment StartTime="1537.324" EndTime="1539.778" Participant="me018">
Wouldn't you get your <Emphasis> best </Emphasis> number in the <Emphasis> clean </Emphasis> case?
</Segment>
<Segment StartTime="1539.750" EndTime="1541.105" Participant="me034">
Well, it's relative to the
</Segment>
<Segment StartTime="1541.762" EndTime="1542.134" Participant="me034">
um
</Segment>
<Segment StartTime="1542.134" EndTime="1543.385" Participant="me034">
<Pause/> baseline mismatching
</Segment>
<Segment StartTime="1542.307" EndTime="1542.731" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="1543.385" EndTime="1545.369" Participant="me034">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="1543.773" EndTime="1545.382" Participant="me018">
Ah, O_K so these are not -
</Segment>
<Segment StartTime="1543.805" EndTime="1544.290" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="1545.382" EndTime="1547.529" Participant="me018">
<Pause/> O_K, <Pause/> alright, I see.
</Segment>
<Segment StartTime="1546.219" EndTime="1546.805" Participant="me034">
Yeah.
</Segment>
<Segment StartTime="1548.259" EndTime="1549.311" Participant="mn007">
Yeah. <VocalSound Description="breath-laugh"/>
</Segment>
<Segment StartTime="1548.818" EndTime="1549.313" Participant="me018">
O_K.
</Segment>
<Segment StartTime="1550.783" EndTime="1552.739" Participant="me018">
And then - so, in the - in the um -
</Segment>
<Segment StartTime="1552.739" EndTime="1556.190" Participant="me018">
<Pause/> in the <Pause/> <Emphasis> non-mismatched </Emphasis> <Emphasis> clean </Emphasis> case,
</Segment>
<Segment StartTime="1556.190" EndTime="1558.973" Participant="me018">
<Pause/> your best one was under M_F_C_C?
</Segment>
<Segment StartTime="1558.973" EndTime="1561.882" Participant="me018">
<Pause/> That sixty-one point four?
</Segment>
<Segment StartTime="1561.882" EndTime="1566.113" Participant="mn007">
Yeah. <Pause/> But it's not a <Emphasis> clean </Emphasis> case. It's <Pause/> a noisy case but
</Segment>
<Segment StartTime="1566.113" EndTime="1569.362" Participant="mn007">
<Pause/> uh training and test noises are the same.
</Segment>
<Segment StartTime="1570.549" EndTime="1572.193" Participant="me018">
Oh! So this upper third?
</Segment>
<Segment StartTime="1571.075" EndTime="1572.674" Participant="mn007">
So - Yeah.
</Segment>
<Segment StartTime="1573.024" EndTime="1574.849" Participant="me018">
Uh that's still noisy?
</Segment>
<Segment StartTime="1574.936" EndTime="1575.566" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="1575.466" EndTime="1576.422" Participant="me018">
Ah, O_K.
</Segment>
<Segment StartTime="1578.060" EndTime="1584.384" Participant="mn007">
So it's always noisy basically, <Pause/> and, <Pause/> well, the -
</Segment>
<Segment StartTime="1580.030" EndTime="1580.718" Participant="me018">
Mm-hmm.
</Segment>
<Segment StartTime="1583.148" EndTime="1584.016" Participant="me018">
I see.
</Segment>
<Segment StartTime="1584.872" EndTime="1585.770" Participant="mn007">
Mmm.
</Segment>
<Segment StartTime="1589.595" EndTime="1589.866" Participant="me013">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="1589.866" EndTime="1590.281" Participant="me013">
O_K?
</Segment>
<Segment StartTime="1590.054" EndTime="1595.155" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="1591.673" EndTime="1593.552" Participant="me013">
Um <Pause/>
</Segment>
<Segment StartTime="1593.552" EndTime="1598.522" Participant="me013">
So uh, I think this will take some <Pause/> looking at, thinking about. But,
</Segment>
<Segment StartTime="1598.522" EndTime="1600.017" Participant="me013">
<Pause/> what is uh -
</Segment>
<Segment StartTime="1599.690" EndTime="1601.649" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="1600.017" EndTime="1602.185" Participant="me013">
what is <Emphasis> currently </Emphasis> running, that's -
</Segment>
<Segment StartTime="1602.185" EndTime="1603.125" Participant="me013">
uh, i- that -
</Segment>
<Segment StartTime="1603.125" EndTime="1605.330" Participant="me013">
just filling in the holes here or - or - ? <Comment Description="leading question"/>
</Segment>
<Segment StartTime="1604.897" EndTime="1608.330" Participant="mn007">
Uh, no we don't plan to fill the holes but
</Segment>
<Segment StartTime="1605.330" EndTime="1606.627" Participant="me013">
<Pause/> pretty much?
</Segment>
<Segment StartTime="1607.801" EndTime="1608.545" Participant="me013">
O_K.
</Segment>
<Segment StartTime="1608.330" EndTime="1610.499" Participant="mn007">
<Pause/> actually there is something important,
</Segment>
<Segment StartTime="1610.499" EndTime="1616.697" Participant="mn007">
<Pause/> is that <Pause/> um we made a lot of assumption concerning the on-line normalization
</Segment>
<Segment StartTime="1616.697" EndTime="1619.642" Participant="mn007">
<Pause/> and we just noticed
</Segment>
<Segment StartTime="1619.642" EndTime="1621.757" Participant="mn007">
<Pause/> uh recently that
</Segment>
<Segment StartTime="1621.757" EndTime="1626.265" Participant="mn007">
<Pause/> uh the <Pause/> approach that we were using
</Segment>
<Segment StartTime="1626.265" EndTime="1628.235" Participant="mn007">
<Pause/> was not <Pause/> uh
</Segment>
<Segment StartTime="1628.235" EndTime="1630.692" Participant="mn007">
<Pause/> leading to very good results
</Segment>
<Segment StartTime="1630.692" EndTime="1633.547" Participant="mn007">
<Pause/> when we <Pause/> used the straight features to H_T_K.
</Segment>
<Segment StartTime="1635.612" EndTime="1637.855" Participant="mn007">
Um <Pause/>
</Segment>
<Segment StartTime="1637.438" EndTime="1638.409" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="1637.855" EndTime="1640.468" Participant="mn007">
<Pause/> Mmm. So basically d-
</Segment>
<Segment StartTime="1640.468" EndTime="1643.124" Participant="mn007">
<Pause/> if you look at the - at the left of the table,
</Segment>
<Segment StartTime="1643.124" EndTime="1646.341" Participant="mn007">
<Pause/> the first uh row,
</Segment>
<Segment StartTime="1646.341" EndTime="1649.756" Participant="mn007">
<Pause/> with eighty-six, one hundred, and forty-three and seventy-five,
</Segment>
<Segment StartTime="1651.225" EndTime="1653.999" Participant="mn007">
these are the results we obtained for Italian
</Segment>
<Segment StartTime="1653.999" EndTime="1660.259" Participant="mn007">
<Pause/> uh with <Pause/> straight <Pause/> mmm, P_L_P features
</Segment>
<Segment StartTime="1654.603" EndTime="1655.345" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="1660.259" EndTime="1663.183" Participant="mn007">
<Pause/> using on-line normalization.
</Segment>
<Segment StartTime="1661.850" EndTime="1665.980" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="1664.083" EndTime="1664.670" Participant="me013">
Mm-hmm.
</Segment>
<Segment StartTime="1665.419" EndTime="1666.647" Participant="mn007">
Mmm.
</Segment>
<Segment StartTime="1668.577" EndTime="1676.564" Participant="mn007">
And the, mmm - what's <Pause/> in the table, just <Pause/> at the left of the P_L_P twelve <Pause/> on-line normalization column,
</Segment>
<Segment StartTime="1676.564" EndTime="1680.975" Participant="mn007">
<Pause/> so, the numbers seventy-nine, fifty-four and <Pause/> uh forty-two
</Segment>
<Segment StartTime="1680.474" EndTime="1685.818" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="1680.975" EndTime="1688.347" Participant="mn007">
<Pause/> are the results obtained by uh Pratibha with <Pause/> uh his on-line normalization - uh <Emphasis> her </Emphasis> on-line normalization approach.
</Segment>
<Segment StartTime="1687.767" EndTime="1689.944" Participant="me018">
Where is that? seventy-nine, fifty
</Segment>
<Segment StartTime="1689.782" EndTime="1691.140" Participant="fn002">
Fifty-one? This - <Comment Description="whispered"/>
</Segment>
<Segment StartTime="1689.944" EndTime="1693.891" Participant="me013">
Uh, it's just sort of sitting right on the uh - the column line.
</Segment>
<Segment StartTime="1690.640" EndTime="1691.181" Participant="mn007">
So.
</Segment>
<Segment StartTime="1694.433" EndTime="1695.644" Participant="me013">
Uh. <Pause/>
</Segment>
<Segment StartTime="1694.803" EndTime="1696.256" Participant="me018">
Oh I see, O_K.
</Segment>
<Segment StartTime="1695.053" EndTime="1695.943" Participant="mn007">
Just - uh
</Segment>
<Segment StartTime="1695.644" EndTime="1696.256" Participant="me013">
Yeah.
</Segment>
<Segment StartTime="1696.256" EndTime="1696.750" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="1696.750" EndTime="1703.526" Participant="mn007">
<Pause/> So these are the results of <Pause/> O_G_I with <Pause/> on-line normalization and straight features to H_T_K.
</Segment>
<Segment StartTime="1703.526" EndTime="1706.251" Participant="mn007">
<Pause/> And the previous result, eighty-six and so on,
</Segment>
<Segment StartTime="1705.991" EndTime="1706.594" Participant="me013">
Yes.
</Segment>
<Segment StartTime="1706.251" EndTime="1710.118" Participant="mn007">
<Pause/> are with our <Pause/> features straight to H_T_K. So
</Segment>
<Segment StartTime="1708.511" EndTime="1709.141" Participant="me013">
Yes.
</Segment>
<Segment StartTime="1710.118" EndTime="1712.865" Participant="mn007">
<Pause/> what we see that - is - there is that um
</Segment>
<Segment StartTime="1712.865" EndTime="1717.744" Participant="mn007">
<Pause/> uh the way we were doing this was not correct, but <Pause/> still
</Segment>
<Segment StartTime="1717.744" EndTime="1720.270" Participant="mn007">
<Pause/> the networks <Pause/> are very good.
</Segment>
<Segment StartTime="1718.615" EndTime="1719.585" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="1720.270" EndTime="1722.131" Participant="mn007">
<Pause/> When we use the networks
</Segment>
<Segment StartTime="1722.131" EndTime="1724.534" Participant="mn007">
<Pause/> our number are better that
</Segment>
<Segment StartTime="1723.027" EndTime="1724.389" Participant="fn002">
We improve. <Comment Description="completing [mn007]'s point"/>
</Segment>
<Segment StartTime="1724.534" EndTime="1726.988" Participant="mn007">
<Pause/> uh Pratibha results.
</Segment>
<Segment StartTime="1725.294" EndTime="1728.013" Participant="me013">
So, do you know what was <Emphasis> wrong </Emphasis> with the on-line normalization, or - ? <Comment Description="leading question"/>
</Segment>
<Segment StartTime="1728.145" EndTime="1730.971" Participant="mn007">
Yeah. There were diff- there were different things and
</Segment>
<Segment StartTime="1730.971" EndTime="1734.730" Participant="mn007">
<Pause/> basically, <Pause/> the first thing is the mmm,
</Segment>
<Segment StartTime="1732.826" EndTime="1733.911" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="1734.730" EndTime="1743.552" Participant="mn007">
<Pause/> alpha uh <Pause/> value. So, the recursion <Pause/> uh <Pause/> part.
</Segment>
<Segment StartTime="1743.552" EndTime="1745.413" Participant="mn007">
<Pause/> um,
</Segment>
<Segment StartTime="1745.413" EndTime="1750.943" Participant="mn007">
<Pause/> I used point five percent, <Pause/> which was the default value in the -
</Segment>
<Segment StartTime="1750.943" EndTime="1752.713" Participant="mn007">
<Pause/> in the programs here.
</Segment>
<Segment StartTime="1752.713" EndTime="1755.731" Participant="mn007">
<Pause/> And Pratibha used <Emphasis> five </Emphasis> percent.
</Segment>
<Segment StartTime="1755.731" EndTime="1758.170" Participant="mn007">
So it adapts more <Pause/> quickly
</Segment>
<Segment StartTime="1755.731" EndTime="1757.788" Participant="me013">
Uh-huh. <VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="1757.788" EndTime="1758.948" Participant="me013">
Yes. Yeah.
</Segment>
<Segment StartTime="1758.170" EndTime="1763.212" Participant="mn007">
<Pause/> Um, but, yeah. I assume that this was not important because
</Segment>
<Segment StartTime="1763.212" EndTime="1767.892" Participant="mn007">
<Pause/> uh previous results from - from Dan and - show that basically
</Segment>
<Segment StartTime="1767.892" EndTime="1776.421" Participant="mn007">
<Pause/> the <Pause/> both - both values g- give the same - same <Pause/> uh results.
</Segment>
<Segment StartTime="1776.421" EndTime="1781.514" Participant="mn007">
<Pause/> It was true on uh <Pause/> T_I-digits but it's not true on Italian.
</Segment>
<Segment StartTime="1780.123" EndTime="1780.954" Participant="me013">
Mm-hmm.
</Segment>
<Segment StartTime="1781.514" EndTime="1787.534" Participant="mn007">
<Pause/> Uh, second thing is the initialization of the <Pause/> stuff. Actually,
</Segment>
<Segment StartTime="1787.534" EndTime="1794.481" Participant="mn007">
<Pause/> uh what we were doing is to start the recursion from the beginning of the <Pause/> utterance.
</Segment>
<Segment StartTime="1794.481" EndTime="1802.028" Participant="mn007">
<Pause/> And using initial values that are the global mean and variances <Pause/> measured across the <Uncertain> whole </Uncertain> database.
</Segment>
<Segment StartTime="1799.886" EndTime="1802.341" Participant="me013">
Right. <Pause/> Right.
</Segment>
<Segment StartTime="1802.028" EndTime="1808.967" Participant="mn007">
And Pratibha did something different is that he - uh she initialed the um values of the mean and variance
</Segment>
<Segment StartTime="1808.967" EndTime="1816.083" Participant="mn007">
<Pause/> by computing <Pause/> this on the <Pause/> twenty-five first frames of each utterance.
</Segment>
<Segment StartTime="1817.786" EndTime="1823.438" Participant="mn007">
Mmm. There were other minor differences, the fact that
</Segment>
<Segment StartTime="1823.438" EndTime="1827.288" Participant="mn007">
<Pause/> she used fifteen <Uncertain> dissities </Uncertain> instead s- instead of thirteen,
</Segment>
<Segment StartTime="1827.288" EndTime="1831.281" Participant="mn007">
<Pause/> and that she used C_zero instead of log energy.
</Segment>
<Segment StartTime="1831.710" EndTime="1835.205" Participant="mn007">
Uh, but the main differences concerns the recursion.
</Segment>
<Segment StartTime="1835.205" EndTime="1836.506" Participant="mn007">
<Pause/> So.
</Segment>
<Segment StartTime="1836.506" EndTime="1838.457" Participant="mn007">
<Pause/> Uh, I changed the code
</Segment>
<Segment StartTime="1838.457" EndTime="1843.842" Participant="mn007">
<Pause/> uh and now we have a baseline that's similar to the O_G_I baseline.
</Segment>
<Segment StartTime="1843.842" EndTime="1844.601" Participant="me013">
O_K.
</Segment>
<Segment StartTime="1844.956" EndTime="1847.933" Participant="mn007">
We - It - it's <Pronounce> slightly </Pronounce> <Pause/> uh different because
</Segment>
<Segment StartTime="1847.933" EndTime="1851.402" Participant="mn007">
<Pause/> I don't exactly initialize the same way she does.
</Segment>
<Segment StartTime="1851.402" EndTime="1853.246" Participant="mn007">
<Pause/> Actually I start,
</Segment>
<Segment StartTime="1853.246" EndTime="1857.818" Participant="mn007">
<Pause/> mmm, I don't wait to a fifteen - twenty-five - twenty-five frames
</Segment>
<Segment StartTime="1857.818" EndTime="1860.122" Participant="mn007">
<Pause/> before computing a mean and the variance
</Segment>
<Segment StartTime="1860.122" EndTime="1863.519" Participant="mn007">
<Pause/> to e- to - to start the recursion.
</Segment>
<Segment StartTime="1860.158" EndTime="1860.854" Participant="me034">
Mm-hmm.
</Segment>
<Segment StartTime="1862.455" EndTime="1863.136" Participant="me013">
Yeah.
</Segment>
<Segment StartTime="1863.519" EndTime="1866.175" Participant="mn007">
<Pause/> I - I use the on-line scheme
</Segment>
<Segment StartTime="1866.175" EndTime="1870.512" Participant="mn007">
<Pause/> and only start the re- recursion after the twenty-five - <Pause/> twenty-fifth frame.
</Segment>
<Segment StartTime="1870.512" EndTime="1872.104" Participant="mn007">
But, well it's similar.
</Segment>
<Segment StartTime="1872.104" EndTime="1873.893" Participant="mn007">
<Pause/> So
</Segment>
<Segment StartTime="1873.893" EndTime="1884.585" Participant="mn007">
<Pause/> uh I retrained <Pause/> the networks with <Pause/> these - well, the - the - the networks are retaining with these new <Pause/> features.
</Segment>
<Segment StartTime="1881.834" EndTime="1882.435" Participant="me013">
Mm-hmm.
</Segment>
<Segment StartTime="1884.585" EndTime="1886.988" Participant="mn007">
<Pause/> And, yeah.
</Segment>
<Segment StartTime="1889.138" EndTime="1889.745" Participant="me013">
O_K.
</Segment>
<Segment StartTime="1891.036" EndTime="1892.681" Participant="mn007">
So basically what I expect is that
</Segment>
<Segment StartTime="1892.681" EndTime="1895.548" Participant="mn007">
<Pause/> these numbers will a little bit go down but
</Segment>
<Segment StartTime="1895.548" EndTime="1897.408" Participant="mn007">
<Pause/> perhaps not - not so much
</Segment>
<Segment StartTime="1897.408" EndTime="1901.386" Participant="mn007">
<Pause/> because <Pause/> I think the neural networks learn perhaps
</Segment>
<Segment StartTime="1897.559" EndTime="1898.741" Participant="me013">
Right.
</Segment>
<Segment StartTime="1901.386" EndTime="1902.240" Participant="mn007">
<Pause/> to -
</Segment>
<Segment StartTime="1902.240" EndTime="1907.946" Participant="mn007">
<Pause/> even if the features are not <Pause/> normalized. It - it will learn how to normalize and - <VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="1902.903" EndTime="1903.564" Participant="me013">
Right.
</Segment>
<Segment StartTime="1908.162" EndTime="1909.409" Participant="me013">
O_K, but I think that
</Segment>
<Segment StartTime="1908.763" EndTime="1909.568" Participant="mn007">
Mmm.
</Segment>
<Segment StartTime="1909.409" EndTime="1911.610" Participant="me013">
<Pause/> given the pressure of time we probably want to draw -
</Segment>
<Segment StartTime="1911.610" EndTime="1915.802" Participant="me013">
because of <Emphasis> that </Emphasis> <Pause/> <Emphasis> especially, </Emphasis> we wanna draw some <Emphasis> conclusions </Emphasis> from this, do some <Emphasis> reductions </Emphasis>
</Segment>
<Segment StartTime="1915.802" EndTime="1917.555" Participant="me013">
<Pause/> in what we're <Emphasis> looking </Emphasis> at,
</Segment>
<Segment StartTime="1916.365" EndTime="1917.171" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="1917.555" EndTime="1922.289" Participant="me013">
<Pause/> and make some <Emphasis> strong </Emphasis> decisions for what we're gonna do <Emphasis> testing </Emphasis> on before next <Emphasis> week. </Emphasis>
</Segment>
<Segment StartTime="1922.289" EndTime="1923.930" Participant="me013">
So do you - are you - w-
</Segment>
<Segment StartTime="1922.289" EndTime="1923.781" Participant="mn007">
Yeah <VocalSound Description="inbreath"/> <Uncertain> I'd </Uncertain> -
</Segment>
<Segment StartTime="1923.930" EndTime="1928.741" Participant="me013">
did you have something going on, on the side, with uh multi-band <Pause/> or - on - on this, or - ? <Comment Description="leading question"/>
</Segment>
<Segment StartTime="1927.896" EndTime="1933.371" Participant="mn007">
No, I - we plan to start this uh so, act- actually we have discussed uh
</Segment>
<Segment StartTime="1933.371" EndTime="1935.951" Participant="mn007">
<Pause/> <Uncertain NumSyllables="1"> @@ </Uncertain> um, these -
</Segment>
<Segment StartTime="1935.951" EndTime="1937.473" Participant="mn007">
<Pause/> what we could do
</Segment>
<Segment StartTime="1937.473" EndTime="1940.220" Participant="mn007">
<Pause/> more as a - as a research and -
</Segment>
<Segment StartTime="1940.220" EndTime="1943.292" Participant="mn007">
<Pause/> and <Pause/> we were thinking perhaps that
</Segment>
<Segment StartTime="1943.292" EndTime="1946.870" Participant="mn007">
<Pause/> uh <Pause/> the way we use the tandem is not -
</Segment>
<Segment StartTime="1946.870" EndTime="1951.297" Participant="mn007">
<Pause/> Uh, well, there is basically perhaps a flaw in the - in the - the stuff because
</Segment>
<Segment StartTime="1951.297" EndTime="1954.080" Participant="mn007">
<Pause/> we <Pause/> trained the networks -
</Segment>
<Segment StartTime="1954.080" EndTime="1956.068" Participant="mn007">
If we trained the networks on the - on
</Segment>
<Segment StartTime="1956.068" EndTime="1960.088" Participant="mn007">
<Pause/> a language and a t- or a specific <Pause/> task,
</Segment>
<Segment StartTime="1957.069" EndTime="1958.163" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="1959.983" EndTime="1960.824" Participant="me013">
Mm-hmm.
</Segment>
<Segment StartTime="1960.088" EndTime="1967.333" Participant="mn007">
<Pause/> um, what we ask is - to the network - is to put the bound- the decision boundaries somewhere in the space.
</Segment>
<Segment StartTime="1967.333" EndTime="1974.189" Participant="mn007">
<Pause/> And uh <Pause/> mmm and ask the network to put one,
</Segment>
<Segment StartTime="1967.731" EndTime="1968.504" Participant="me013">
Mmm.
</Segment>
<Segment StartTime="1974.189" EndTime="1982.025" Participant="mn007">
<Pause/> at one side of the - for - for a particular phoneme at one side of the boundary - decision boundary and one for another phoneme at the other side.
</Segment>
<Segment StartTime="1982.025" EndTime="1988.928" Participant="mn007">
<Pause/> And <Pause/> so there is kind of reduction of the information there that's not correct because if we change task
</Segment>
<Segment StartTime="1988.928" EndTime="1992.460" Participant="mn007">
<Pause/> and if the phonemes are not in the same context in the new task,
</Segment>
<Segment StartTime="1992.460" EndTime="1996.399" Participant="mn007">
<Pause/> obviously the <Pause/> decision boundaries are not -
</Segment>
<Segment StartTime="1996.399" EndTime="2000.176" Participant="mn007">
<Pause/> should not be at the same <Pause/> place.
</Segment>
<Segment StartTime="2002.964" EndTime="2004.619" Participant="mn007">
But the way the feature gives -
</Segment>
<Segment StartTime="2002.993" EndTime="2003.411" Participant="me013">
I di-
</Segment>
<Segment StartTime="2004.619" EndTime="2008.305" Participant="mn007">
The - the way the network gives the features is that it reduce completely the -
</Segment>
<Segment StartTime="2008.305" EndTime="2010.474" Participant="mn007">
<Pause/> it removes completely the information -
</Segment>
<Segment StartTime="2010.474" EndTime="2013.293" Participant="mn007">
<Pause/> a lot of information from the - the features
</Segment>
<Segment StartTime="2013.293" EndTime="2015.403" Participant="mn007">
<Pause/> by uh
</Segment>
<Segment StartTime="2015.403" EndTime="2017.987" Participant="mn007">
<Pause/> uh
</Segment>
<Segment StartTime="2017.987" EndTime="2021.763" Participant="mn007">
<Pause/> placing the decision boundaries at <Pause/> optimal places for
</Segment>
<Segment StartTime="2021.763" EndTime="2023.639" Participant="mn007">
<Pause/> one kind of <Pause/> data <Pause/> but
</Segment>
<Segment StartTime="2023.639" EndTime="2025.902" Participant="mn007">
<Pause/> this is not the case for another kind of data.
</Segment>
<Segment StartTime="2025.902" EndTime="2028.214" Participant="me013">
<Emphasis> It's </Emphasis> a <Emphasis> trade-off, </Emphasis> right? <Emphasis> Any- </Emphasis> anyway <Emphasis> go </Emphasis> ahead.
</Segment>
<Segment StartTime="2026.129" EndTime="2026.562" Participant="mn007">
So -
</Segment>
<Segment StartTime="2027.217" EndTime="2030.769" Participant="mn007">
<Pause/> Yeah. So uh what we were thinking about is perhaps
</Segment>
<Segment StartTime="2030.769" EndTime="2033.137" Participant="mn007">
<Pause/> um one way
</Segment>
<Segment StartTime="2033.137" EndTime="2038.449" Participant="mn007">
<Pause/> to solve this problem is increase the number of <Pause/> outputs of the neural networks.
</Segment>
<Segment StartTime="2040.009" EndTime="2041.903" Participant="mn007">
Doing something like, um
</Segment>
<Segment StartTime="2041.903" EndTime="2046.218" Participant="mn007">
<Pause/> um phonemes within context and,
</Segment>
<Segment StartTime="2046.218" EndTime="2049.047" Participant="mn007">
well, basically context dependent phonemes.
</Segment>
<Segment StartTime="2052.976" EndTime="2054.826" Participant="me013">
Maybe. I mean, I - I think
</Segment>
<Segment StartTime="2054.826" EndTime="2057.130" Participant="me013">
<Pause/> you could make <Pause/> the same argument,
</Segment>
<Segment StartTime="2057.130" EndTime="2058.549" Participant="me013">
<Pause/> it'd be just as legitimate,
</Segment>
<Segment StartTime="2058.549" EndTime="2059.579" Participant="me013">
<Pause/> for hybrid systems
</Segment>
<Segment StartTime="2059.579" EndTime="2060.157" Participant="me013">
<Pause/> as well.
</Segment>
<Segment StartTime="2060.988" EndTime="2062.897" Participant="mn007">
Yeah but, we know that -
</Segment>
<Segment StartTime="2061.259" EndTime="2062.073" Participant="me013">
Right.
</Segment>
<Segment StartTime="2062.073" EndTime="2063.008" Participant="me013">
<Pause/> And in fact,
</Segment>
<Segment StartTime="2063.008" EndTime="2066.074" Participant="me013">
<Pause/> th- things get <Emphasis> better </Emphasis> with context <Emphasis> dependent </Emphasis> <Pause/> <Emphasis> versions. </Emphasis>
</Segment>
<Segment StartTime="2067.465" EndTime="2068.040" Participant="me013">
Right?
</Segment>
<Segment StartTime="2068.040" EndTime="2072.283" Participant="mn007">
Ye- yeah but here it's something different. We want to have features uh well,
</Segment>
<Segment StartTime="2071.560" EndTime="2072.347" Participant="me013">
Yeah.
</Segment>
<Segment StartTime="2072.283" EndTime="2074.484" Participant="mn007">
<Pause/> um.
</Segment>
<Segment StartTime="2074.556" EndTime="2075.796" Participant="me013">
<Emphasis> Yeah, </Emphasis> but it's <Emphasis> still </Emphasis> true
</Segment>
<Segment StartTime="2075.796" EndTime="2076.971" Participant="me013">
<Pause/> that what you're doing
</Segment>
<Segment StartTime="2076.971" EndTime="2079.428" Participant="me013">
<Pause/> is <Pause/> you're ignoring -
</Segment>
<Segment StartTime="2079.428" EndTime="2081.654" Participant="me013">
<Pause/> you're - you're coming up with something to represent,
</Segment>
<Segment StartTime="2081.654" EndTime="2083.009" Participant="me013">
<Pause/> whether it's a distribution,
</Segment>
<Segment StartTime="2083.009" EndTime="2084.863" Participant="me013">
<Pause/> probability distribution or <Emphasis> features, </Emphasis>
</Segment>
<Segment StartTime="2084.530" EndTime="2087.147" Participant="me034">
<VocalSound Description="sips coffee"/>
</Segment>
<Segment StartTime="2084.863" EndTime="2087.032" Participant="me013">
<Pause/> you're coming up with a set of variables
</Segment>
<Segment StartTime="2087.032" EndTime="2088.152" Participant="me013">
<Pause/> that are representing
</Segment>
<Segment StartTime="2088.152" EndTime="2089.543" Participant="me013">
<Pause/> uh,
</Segment>
<Segment StartTime="2089.543" EndTime="2091.862" Participant="me013">
<Pause/> things that vary w- over context.
</Segment>
<Segment StartTime="2091.558" EndTime="2092.284" Participant="mn007">
Mm-hmm.
</Segment>
<Segment StartTime="2092.690" EndTime="2094.776" Participant="me013">
Uh, and you're <Pause/> putting it all <Emphasis> together, </Emphasis>
</Segment>
<Segment StartTime="2094.776" EndTime="2096.709" Participant="me013">
<Pause/> <Emphasis> ignoring </Emphasis> the differences in context.
</Segment>
<Segment StartTime="2097.089" EndTime="2098.278" Participant="me013">
That - that's true
</Segment>
<Segment StartTime="2098.278" EndTime="2099.435" Participant="me013">
<Pause/> for the hybrid system,
</Segment>
<Segment StartTime="2099.435" EndTime="2100.801" Participant="me013">
<Pause/> it's true for a tandem system.
</Segment>
<Segment StartTime="2101.434" EndTime="2103.186" Participant="me013">
So, for that reason, when you - in -
</Segment>
<Segment StartTime="2103.186" EndTime="2104.325" Participant="me013">
in - in a <Emphasis> hybrid </Emphasis> system,
</Segment>
<Segment StartTime="2104.325" EndTime="2106.656" Participant="me013">
<Pause/> when you incorporate <Emphasis> context </Emphasis> one way or another,
</Segment>
<Segment StartTime="2106.656" EndTime="2108.170" Participant="me013">
<Pause/> you <Emphasis> do </Emphasis> get better <Emphasis> scores. </Emphasis>
</Segment>
<Segment StartTime="2108.903" EndTime="2109.416" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="2109.579" EndTime="2113.224" Participant="me013">
O_K? <Pause/> But I - it's - it's a big <Emphasis> deal </Emphasis>
</Segment>
<Segment StartTime="2113.224" EndTime="2114.597" Participant="me013">
<Pause/> to <Emphasis> get </Emphasis> that.
</Segment>
<Segment StartTime="2115.537" EndTime="2117.380" Participant="me013">
I - I'm - I'm sort of -
</Segment>
<Segment StartTime="2118.826" EndTime="2123.452" Participant="me013">
And <Emphasis> once </Emphasis> you - the other thing is that <Emphasis> once </Emphasis> you represent - start representing more and more <Emphasis> context </Emphasis>
</Segment>
<Segment StartTime="2123.452" EndTime="2125.797" Participant="me013">
<Pause/> it <Emphasis> is </Emphasis> <Pause/> uh
</Segment>
<Segment StartTime="2125.797" EndTime="2127.116" Participant="me013">
<Pause/> much more
</Segment>
<Segment StartTime="2127.116" EndTime="2129.488" Participant="me013">
<Pause/> um <Emphasis> specific </Emphasis>
</Segment>
<Segment StartTime="2129.488" EndTime="2131.977" Participant="me013">
<Pause/> to a particular task in <Emphasis> language. </Emphasis>
</Segment>
<Segment StartTime="2132.573" EndTime="2134.123" Participant="me013">
So um
</Segment>
<Segment StartTime="2135.680" EndTime="2137.304" Participant="me013">
Uh, the -
</Segment>
<Segment StartTime="2137.304" EndTime="2140.228" Participant="me013">
<Pause/> the <Emphasis> acoustics </Emphasis> <Emphasis> associated </Emphasis> with <Pause/> uh
</Segment>
<Segment StartTime="2138.487" EndTime="2140.106" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="2140.228" EndTime="2144.442" Participant="me013">
a particular context, for instance you may have some kinds of contexts that will <Emphasis> never </Emphasis> occur
</Segment>
<Segment StartTime="2144.442" EndTime="2149.583" Participant="me013">
<Pause/> in one language and will occur <Emphasis> frequently </Emphasis> in the <Emphasis> other, </Emphasis> so the qu- the issue of getting enough <Emphasis> training </Emphasis>
</Segment>
<Segment StartTime="2149.583" EndTime="2152.637" Participant="me013">
<Pause/> for a particular kind of <Emphasis> context </Emphasis> becomes harder.
</Segment>
<Segment StartTime="2153.430" EndTime="2156.195" Participant="me013">
We already actually don't have a huge amount of training data
</Segment>
<Segment StartTime="2156.195" EndTime="2158.815" Participant="me013">
<Pause/> um
</Segment>
<Segment StartTime="2158.815" EndTime="2159.480" Participant="me013">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="2159.282" EndTime="2160.298" Participant="mn007">
Yeah, but -
</Segment>
<Segment StartTime="2162.817" EndTime="2163.840" Participant="mn007">
mmm,
</Segment>
<Segment StartTime="2165.040" EndTime="2170.303" Participant="mn007">
I mean, <Pause/> the - the way we - we do it now is that we have a neural network and
</Segment>
<Segment StartTime="2166.017" EndTime="2167.191" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="2170.303" EndTime="2171.423" Participant="mn007">
<Pause/> basically
</Segment>
<Segment StartTime="2171.423" EndTime="2175.893" Participant="mn007">
<Pause/> the net- network is trained almost to give binary decisions.
</Segment>
<Segment StartTime="2176.563" EndTime="2177.132" Participant="me013">
Right.
</Segment>
<Segment StartTime="2177.700" EndTime="2180.139" Participant="mn007">
And <Pause/> uh -
</Segment>
<Segment StartTime="2180.139" EndTime="2182.484" Participant="mn007">
binary decisions about <Emphasis> phonemes. </Emphasis> Nnn -
</Segment>
<Segment StartTime="2183.870" EndTime="2188.280" Participant="me018">
<VocalSound Description="yawn"/>
</Segment>
<Segment StartTime="2184.706" EndTime="2185.577" Participant="mn007">
Uh
</Segment>
<Segment StartTime="2184.979" EndTime="2185.785" Participant="me013">
<Emphasis> Almost. </Emphasis>
</Segment>
<Segment StartTime="2185.785" EndTime="2188.542" Participant="me013">
But I mean it - it - it <Emphasis> does </Emphasis> give a <Emphasis> distribution. </Emphasis>
</Segment>
<Segment StartTime="2186.082" EndTime="2186.697" Participant="mn007">
It's -
</Segment>
<Segment StartTime="2188.970" EndTime="2189.366" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="2189.544" EndTime="2190.560" Participant="me013">
It's - and -
</Segment>
<Segment StartTime="2190.560" EndTime="2194.798" Participant="me013">
and <Pause/> it <Emphasis> is </Emphasis> true that if there's two phones that are very <Emphasis> similar, </Emphasis>
</Segment>
<Segment StartTime="2194.798" EndTime="2197.198" Participant="me013">
<Pause/> that <Pause/> uh <Pause/> the -
</Segment>
<Segment StartTime="2197.198" EndTime="2199.185" Participant="me013">
<Pause/> i- it may prefer one but it will
</Segment>
<Segment StartTime="2199.185" EndTime="2201.787" Participant="me013">
<Pause/> give a reasonably high value to the other, too.
</Segment>
<Segment StartTime="2200.991" EndTime="2201.552" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="2202.560" EndTime="2207.330" Participant="mn007">
Yeah, sure but <VocalSound Description="inbreath"/> uh
</Segment>
<Segment StartTime="2203.062" EndTime="2204.519" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="2207.330" EndTime="2210.836" Participant="mn007">
<Pause/> So basically it's almost binary decisions and
</Segment>
<Segment StartTime="2210.836" EndTime="2215.109" Participant="mn007">
<Pause/> um the idea of using more <Pause/> classes is
</Segment>
<Segment StartTime="2215.109" EndTime="2220.508" Participant="mn007">
<Pause/> to <Pause/> get something that's <Pause/> less binary decisions.
</Segment>
<Segment StartTime="2219.920" EndTime="2222.380" Participant="me013">
Oh no, but it would <Emphasis> still </Emphasis> be even <Emphasis> more </Emphasis> of a binary decision.
</Segment>
<Segment StartTime="2222.380" EndTime="2223.531" Participant="me013">
<Pause/> It - it'd be even <Emphasis> more </Emphasis> of one.
</Segment>
<Segment StartTime="2223.531" EndTime="2224.869" Participant="me013">
<Pause/> Because then you would say
</Segment>
<Segment StartTime="2224.441" EndTime="2225.814" Participant="mn007">
But - yeah, but -
</Segment>
<Segment StartTime="2224.869" EndTime="2228.356" Participant="me013">
<Pause/> that in - that this phone in <Emphasis> this </Emphasis> context is a <Emphasis> one, </Emphasis>
</Segment>
<Segment StartTime="2228.356" EndTime="2231.518" Participant="me013">
<Pause/> but the <Emphasis> same </Emphasis> phone in a slightly <Emphasis> different </Emphasis> context is a <Emphasis> zero. </Emphasis>
</Segment>
<Segment StartTime="2232.210" EndTime="2235.108" Participant="me013">
That would be even - even <Emphasis> more </Emphasis> distinct of a binary decision.
</Segment>
<Segment StartTime="2235.108" EndTime="2238.216" Participant="me013">
<Emphasis> I </Emphasis> actually would have thought you'd wanna go the <Emphasis> other </Emphasis> way and have <Emphasis> fewer </Emphasis> classes.
</Segment>
<Segment StartTime="2235.363" EndTime="2236.182" Participant="mn007">
Yeah, but if -
</Segment>
<Segment StartTime="2238.980" EndTime="2240.558" Participant="me013">
Uh, I mean for instance,
</Segment>
<Segment StartTime="2240.558" EndTime="2242.329" Participant="me013">
the - the thing I was arguing for <Emphasis> before, </Emphasis> but
</Segment>
<Segment StartTime="2241.071" EndTime="2241.804" Participant="mn007">
Mmm.
</Segment>
<Segment StartTime="2242.329" EndTime="2244.010" Participant="me013">
again which I don't think we have time to <Emphasis> try, </Emphasis>
</Segment>
<Segment StartTime="2244.010" EndTime="2249.792" Participant="me013">
<Pause/> is something in which you would modify the code so you could train to have several outputs on and use articulatory features
</Segment>
<Segment StartTime="2249.643" EndTime="2250.569" Participant="mn007">
Mm-hmm.
</Segment>
<Segment StartTime="2249.792" EndTime="2251.690" Participant="me013">
<Pause/> cuz then that would - that would go -
</Segment>
<Segment StartTime="2251.690" EndTime="2254.654" Participant="me013">
<Pause/> that would be much <Emphasis> broader </Emphasis> and cover many different <Emphasis> situations. </Emphasis>
</Segment>
<Segment StartTime="2254.654" EndTime="2258.413" Participant="me013">
<Pause/> But if you go to <Emphasis> very </Emphasis> very <Emphasis> fine </Emphasis> categories, it's <Emphasis> very </Emphasis> <Pause/> binary.
</Segment>
<Segment StartTime="2254.785" EndTime="2257.739" Participant="mn007">
Mmm. <Pause/> Yeah, but I think -
</Segment>
<Segment StartTime="2258.680" EndTime="2264.332" Participant="mn007">
Yeah, perhaps you're right, but you have more classes so <Pause/> you - you have more information in your features. So,
</Segment>
<Segment StartTime="2264.332" EndTime="2264.750" Participant="mn007">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="2265.166" EndTime="2265.771" Participant="me013">
Mm-hmm.
</Segment>
<Segment StartTime="2266.740" EndTime="2269.980" Participant="mn007">
Um <Pause/> You have more information in the
</Segment>
<Segment StartTime="2267.168" EndTime="2267.866" Participant="me013">
True.
</Segment>
<Segment StartTime="2269.980" EndTime="2272.256" Participant="mn007">
<Pause/> uh posteriors vector
</Segment>
<Segment StartTime="2272.256" EndTime="2273.991" Participant="mn007">
<Pause/> um
</Segment>
<Segment StartTime="2273.991" EndTime="2275.382" Participant="mn007">
<Pause/> which means that -
</Segment>
<Segment StartTime="2276.590" EndTime="2281.804" Participant="mn007">
But still the information is relevant because it's - it's information that helps to discriminate,
</Segment>
<Segment StartTime="2277.396" EndTime="2278.183" Participant="me013">
Mm-hmm.
</Segment>
<Segment StartTime="2281.804" EndTime="2283.846" Participant="mn007">
<Pause/> if it's possible to be able to discriminate
</Segment>
<Segment StartTime="2282.078" EndTime="2282.671" Participant="me013">
Mm-hmm.
</Segment>
<Segment StartTime="2283.846" EndTime="2286.828" Participant="mn007">
<Pause/> among the phonemes in context.
</Segment>
<Segment StartTime="2287.071" EndTime="2288.209" Participant="me013">
Well it's - it's -
</Segment>
<Segment StartTime="2287.476" EndTime="2288.330" Participant="mn007">
But the -
</Segment>
<Segment StartTime="2288.209" EndTime="2291.639" Participant="me013">
<Pause/> it's an interesting thought. I mean we - we could disagree about it at length
</Segment>
<Segment StartTime="2289.670" EndTime="2290.534" Participant="mn007">
Mmm.
</Segment>
<Segment StartTime="2291.314" EndTime="2292.013" Participant="mn007">
Mmm.
</Segment>
<Segment StartTime="2291.639" EndTime="2294.724" Participant="me013">
but the - the <Emphasis> real </Emphasis> thing is if you're interested in it you'll probably try it and -
</Segment>
<Segment StartTime="2294.724" EndTime="2295.903" Participant="me013">
<Pause/> and <Pause/> we'll see.
</Segment>
<Segment StartTime="2294.742" EndTime="2295.448" Participant="mn007">
<VocalSound Description="sniff"/>
</Segment>
<Segment StartTime="2295.448" EndTime="2296.075" Participant="mn007">
<VocalSound Description="clear throat"/>
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<Segment StartTime="2295.903" EndTime="2300.886" Participant="me013">
<Pause/> But - but what I'm <Emphasis> more </Emphasis> concerned with now, as an operational level, is
</Segment>
<Segment StartTime="2298.749" EndTime="2299.437" Participant="mn007">
Mmm.
</Segment>
<Segment StartTime="2300.886" EndTime="2303.522" Participant="me013">
<Pause/> uh, you know, what do we do in four or five days?
</Segment>
<Segment StartTime="2303.503" EndTime="2304.243" Participant="mn007">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="2303.522" EndTime="2305.383" Participant="me013">
<Pause/> Uh, and -
</Segment>
<Segment StartTime="2305.383" EndTime="2308.760" Participant="me013">
<Pause/> so we have <Pause/> to be concerned <Pause/> with
</Segment>
<Segment StartTime="2308.760" EndTime="2314.217" Participant="me013">
<Pause/> Are we gonna look at any combinations of things, you know once the nets get retrained so you have this problem out of it.
</Segment>
<Segment StartTime="2312.826" EndTime="2313.578" Participant="mn007">
Mmm.
</Segment>
<Segment StartTime="2314.217" EndTime="2319.567" Participant="me013">
<Pause/> Um, are we going to look at <Pause/> multi-band? Are we gonna look at combinations of things?
</Segment>
<Segment StartTime="2319.567" EndTime="2322.114" Participant="me013">
<Pause/> Uh, what <Emphasis> questions </Emphasis> are we gonna ask,
</Segment>
<Segment StartTime="2322.114" EndTime="2323.451" Participant="me013">
<Pause/> uh now that, I mean,
</Segment>
<Segment StartTime="2323.451" EndTime="2325.760" Participant="me013">
<Pause/> we should probably turn shortly to this O_G_<Emphasis> I </Emphasis> note.
</Segment>
<Segment StartTime="2325.760" EndTime="2328.521" Participant="me013">
<Pause/> Um, how are we going to <Pause/> combine
</Segment>
<Segment StartTime="2328.521" EndTime="2330.325" Participant="me013">
<Pause/> with what <Emphasis> they've </Emphasis> been focusing on?
</Segment>
<Segment StartTime="2330.325" EndTime="2331.755" Participant="me013">
<Pause/> Uh, <Pause/>
</Segment>
<Segment StartTime="2331.755" EndTime="2334.809" Participant="me013">
Uh we haven't been doing any of the L_D_<Emphasis> A </Emphasis> RASTA sort of thing.
</Segment>
<Segment StartTime="2333.189" EndTime="2333.812" Participant="mn007">
Mm-hmm.
</Segment>
<Segment StartTime="2334.809" EndTime="2338.208" Participant="me013">
<Pause/> And they, although they don't <Emphasis> talk </Emphasis> about it in this <Emphasis> note, </Emphasis> um,
</Segment>
<Segment StartTime="2338.208" EndTime="2341.554" Participant="me013">
<Pause/> there's um, <Pause/> the issue of the
</Segment>
<Segment StartTime="2341.554" EndTime="2348.219" Participant="me013">
<Pause/> um <Uncertain> Mu law </Uncertain> <Pause/> business <Pause/> uh <Pause/> versus the logarithm,
</Segment>
<Segment StartTime="2348.219" EndTime="2350.530" Participant="me013">
<Pause/> um, <Pause/> so.
</Segment>
<Segment StartTime="2348.476" EndTime="2349.180" Participant="mn007">
Mm-hmm.
</Segment>
<Segment StartTime="2351.001" EndTime="2353.916" Participant="me013">
So what i- what is going on right <Emphasis> now? </Emphasis> What's right - you've got
</Segment>
<Segment StartTime="2352.596" EndTime="2354.088" Participant="mn007">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="2353.916" EndTime="2355.154" Participant="me013">
<Pause/> nets retraining,
</Segment>
<Segment StartTime="2355.154" EndTime="2359.220" Participant="me013">
<Pause/> Are there - is there - are there any H_T_<Emphasis> K </Emphasis> <Pause/> trainings - testings going on?
</Segment>
<Segment StartTime="2355.826" EndTime="2356.431" Participant="mn007">
N-
</Segment>
<Segment StartTime="2358.127" EndTime="2362.582" Participant="fn002">
I - I - I'm trying the H_T_K with eh,
</Segment>
<Segment StartTime="2362.582" EndTime="2368.852" Participant="fn002">
<Pause/> P_L_P twelve on-line delta-delta and <Pronounce Pronunciation="&quot;M_S_..G&quot;"> M_S_G </Pronounce> filter <Pause/> together.
</Segment>
<Segment StartTime="2368.852" EndTime="2369.972" Participant="me013">
The combination, I see.
</Segment>
<Segment StartTime="2369.648" EndTime="2373.251" Participant="fn002">
The combination, yeah. But I haven't result <VocalSound Description="laugh"/> at this moment.
</Segment>
<Segment StartTime="2373.413" EndTime="2375.200" Participant="me013">
M_S_G and - and P_L_P.
</Segment>
<Segment StartTime="2375.076" EndTime="2375.347" Participant="fn002">
Yeah.
</Segment>
<Segment StartTime="2375.200" EndTime="2379.320" Participant="me013">
<Pause/> And is this with the revised <Pause/> on-line normalization?
</Segment>
<Segment StartTime="2379.160" EndTime="2381.673" Participant="fn002">
Ye- Uh, with the old <Pause/> <Uncertain> older </Uncertain>, yeah.
</Segment>
<Segment StartTime="2379.872" EndTime="2380.517" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="2380.748" EndTime="2381.420" Participant="me013">
<Emphasis> Old </Emphasis> one.
</Segment>
<Segment StartTime="2381.420" EndTime="2384.937" Participant="me013">
<Pause/> So it's using all the nets for that but again we have the hope that it -
</Segment>
<Segment StartTime="2383.119" EndTime="2385.070" Participant="fn002">
Yeah. <Pause/> But <Pause/> We can
</Segment>
<Segment StartTime="2384.252" EndTime="2384.877" Participant="mn007">
<VocalSound Description="sniff"/>
</Segment>
<Segment StartTime="2384.937" EndTime="2386.570" Participant="me013">
<Pause/> We have the hope that it -
</Segment>
<Segment StartTime="2385.757" EndTime="2386.606" Participant="fn002">
know soon.
</Segment>
<Segment StartTime="2386.570" EndTime="2388.125" Participant="me013">
<Pause/> maybe it's not making too much difference,
</Segment>
<Segment StartTime="2387.636" EndTime="2388.503" Participant="fn002">
Maybe. <VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="2387.974" EndTime="2388.887" Participant="mn007">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="2388.125" EndTime="2388.902" Participant="me013">
<Pause/> but - but yeah.
</Segment>
<Segment StartTime="2388.706" EndTime="2389.273" Participant="fn002">
I don't know.
</Segment>
<Segment StartTime="2389.540" EndTime="2389.799" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="2390.510" EndTime="2391.271" Participant="me013">
Uh, O_K.
</Segment>
<Segment StartTime="2391.280" EndTime="2395.415" Participant="mn007">
Uh so there is this combination, yeah. Working on combination obviously.
</Segment>
<Segment StartTime="2395.415" EndTime="2399.225" Participant="mn007">
<Pause/> Um, I will start work on multi-band.
</Segment>
<Segment StartTime="2395.605" EndTime="2396.115" Participant="fn002">
Mm-hmm.
</Segment>
<Segment StartTime="2399.225" EndTime="2403.128" Participant="mn007">
<Pause/> And <Pause/> we
</Segment>
<Segment StartTime="2403.128" EndTime="2407.154" Participant="mn007">
<Pause/> plan to work also on the idea of using both
</Segment>
<Segment StartTime="2407.154" EndTime="2410.009" Participant="mn007">
<Pause/> features <Pause/> and net outputs.
</Segment>
<Segment StartTime="2410.490" EndTime="2410.841" Participant="fn002">
Yep.
</Segment>
<Segment StartTime="2411.180" EndTime="2412.672" Participant="mn007">
Um.
</Segment>
<Segment StartTime="2413.550" EndTime="2415.868" Participant="mn007">
And <Pause/> we think that
</Segment>
<Segment StartTime="2415.868" EndTime="2417.874" Participant="mn007">
<Pause/> with this approach perhaps
</Segment>
<Segment StartTime="2417.874" EndTime="2421.334" Participant="mn007">
<Pause/> we could reduce the number of outputs of the neural network.
</Segment>
<Segment StartTime="2421.334" EndTime="2423.270" Participant="mn007">
<Pause/> Um,
</Segment>
<Segment StartTime="2423.270" EndTime="2425.102" Participant="mn007">
So, get simpler networks,
</Segment>
<Segment StartTime="2425.102" EndTime="2426.692" Participant="mn007">
<Pause/> because we still have the features.
</Segment>
<Segment StartTime="2426.692" EndTime="2429.276" Participant="mn007">
<Pause/> So we have um
</Segment>
<Segment StartTime="2429.276" EndTime="2431.805" Participant="mn007">
<Pause/> come up with um
</Segment>
<Segment StartTime="2431.805" EndTime="2437.051" Participant="mn007">
<Pause/> different kind of <Pause/> broad phonetic categories.
</Segment>
<Segment StartTime="2437.925" EndTime="2438.827" Participant="mn007">
And we have -
</Segment>
<Segment StartTime="2438.827" EndTime="2442.278" Participant="mn007">
Basically we have three <Pause/> types of broad phonetic classes.
</Segment>
<Segment StartTime="2442.278" EndTime="2450.334" Participant="mn007">
<Pause/> Well, something using place of articulation which - which leads to <Pause/> nine, I think, <Pause/> broad classes.
</Segment>
<Segment StartTime="2450.334" EndTime="2455.917" Participant="mn007">
<Pause/> Uh, another which is based on manner, which is - is also something like nine classes.
</Segment>
<Segment StartTime="2455.917" EndTime="2458.754" Participant="mn007">
<Pause/> And then, <Pause/> something that combine both,
</Segment>
<Segment StartTime="2458.754" EndTime="2461.526" Participant="mn007">
<Pause/> and we have <Pause/> twenty f- <Pause/> twenty-five?
</Segment>
<Segment StartTime="2461.823" EndTime="2462.710" Participant="me006">
Twenty-seven.
</Segment>
<Segment StartTime="2462.710" EndTime="2464.559" Participant="mn007">
Twenty-seven broad classes.
</Segment>
<Segment StartTime="2465.832" EndTime="2467.946" Participant="mn007">
So like, uh, <Pause/> oh, I don't know,
</Segment>
<Segment StartTime="2467.946" EndTime="2470.403" Participant="mn007">
<Pause/> like back vowels, front vowels.
</Segment>
<Segment StartTime="2470.176" EndTime="2470.468" Participant="me013">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="2470.468" EndTime="2471.454" Participant="me013">
So what you do -
</Segment>
<Segment StartTime="2471.057" EndTime="2471.965" Participant="mn007">
Um
</Segment>
<Segment StartTime="2471.454" EndTime="2472.652" Participant="me013">
<Pause/> um I just wanna understand so
</Segment>
<Segment StartTime="2472.652" EndTime="2475.379" Participant="me013">
<Pause/> You have <Emphasis> two </Emphasis> net or <Emphasis> three </Emphasis> nets? <Uncertain> Was this? </Uncertain>
</Segment>
<Segment StartTime="2475.959" EndTime="2477.487" Participant="me013">
How many - how many nets do you have?
</Segment>
<Segment StartTime="2477.890" EndTime="2479.804" Participant="mn007">
For the moments we do not - don't have nets, I mean,
</Segment>
<Segment StartTime="2479.448" EndTime="2480.580" Participant="me013">
No nets.
</Segment>
<Segment StartTime="2479.804" EndTime="2481.460" Participant="mn007">
<Pause/> It's just -
</Segment>
<Segment StartTime="2481.460" EndTime="2483.054" Participant="fn002">
Begin to work in this.
</Segment>
<Segment StartTime="2481.460" EndTime="2485.390" Participant="mn007">
Were we just changing <Pause/> the labels to retrain nets <Pause/> with fewer out- outputs.
</Segment>
<Segment StartTime="2483.896" EndTime="2484.949" Participant="fn002">
<Uncertain> We are </Uncertain> <Uncertain NumSyllables="2"> @@ </Uncertain>. <Comment Description="whispered"/>
</Segment>
<Segment StartTime="2485.920" EndTime="2486.200" Participant="me013">
Right.
</Segment>
<Segment StartTime="2486.750" EndTime="2488.680" Participant="me013">
But - but I didn't understand -
</Segment>
<Segment StartTime="2486.750" EndTime="2487.686" Participant="mn007">
And then -
</Segment>
<Segment StartTime="2488.499" EndTime="2489.134" Participant="mn007">
Mm-hmm.
</Segment>
<Segment StartTime="2490.050" EndTime="2490.820" Participant="me013">
Uh.
</Segment>
<Segment StartTime="2490.820" EndTime="2495.904" Participant="me013">
<Pause/> the software currently just has - uh a - allows for I think, the one - one hot
</Segment>
<Segment StartTime="2494.932" EndTime="2495.185" Participant="mn007">
<VocalSound Description="sniff"/>
</Segment>
<Segment StartTime="2496.485" EndTime="2499.680" Participant="me013">
output. So you're having multiple nets and combining them, <Pause/> or - ? <Comment Description="leading question"/>
</Segment>
<Segment StartTime="2501.060" EndTime="2502.855" Participant="me013">
Uh, how are you - how are you coming up with -
</Segment>
<Segment StartTime="2503.282" EndTime="2510.442" Participant="me013">
If you say <Pause/> uh <Pause/> If you have a <Emphasis> place </Emphasis> <Pause/> characteristic and a <Emphasis> manner </Emphasis> characteristic, how do you -
</Segment>
<Segment StartTime="2509.163" EndTime="2509.808" Participant="mn007">
<VocalSound Description="sniff"/>
</Segment>
<Segment StartTime="2510.272" EndTime="2510.715" Participant="mn007">
It-
</Segment>
<Segment StartTime="2511.650" EndTime="2513.779" Participant="me018">
I think they have one output.
</Segment>
<Segment StartTime="2511.650" EndTime="2513.247" Participant="mn007">
It's the single net, yeah.
</Segment>
<Segment StartTime="2513.737" EndTime="2514.820" Participant="me013">
Oh, it's just one net.
</Segment>
<Segment StartTime="2514.341" EndTime="2515.437" Participant="me006">
mm-hmm
</Segment>
<Segment StartTime="2514.433" EndTime="2515.025" Participant="fn002">
Yeah.
</Segment>
<Segment StartTime="2514.658" EndTime="2516.194" Participant="mn007">
It's one net with
</Segment>
<Segment StartTime="2516.194" EndTime="2520.784" Participant="mn007">
<Pause/> um <Pause/> twenty-seven outputs if we have twenty-seven classes, yeah.
</Segment>
<Segment StartTime="2519.830" EndTime="2520.690" Participant="me013">
I see.
</Segment>
<Segment StartTime="2521.050" EndTime="2522.025" Participant="me013">
I see, O_K.
</Segment>
<Segment StartTime="2522.045" EndTime="2526.529" Participant="mn007">
So it's - Well, it's basically a standard net with fewer <Pause/> classes.
</Segment>
<Segment StartTime="2527.200" EndTime="2530.725" Participant="me013">
So you're sort of going the <Emphasis> other </Emphasis> way of what you were saying a bit ago instead of - yeah.
</Segment>
<Segment StartTime="2530.051" EndTime="2531.425" Participant="mn007">
Yeah, but I think - Yeah.
</Segment>
<Segment StartTime="2531.303" EndTime="2532.904" Participant="me006">
But <Emphasis> including </Emphasis> the <Emphasis> features. </Emphasis>
</Segment>
<Segment StartTime="2531.733" EndTime="2532.261" Participant="mn007">
B- b-
</Segment>
<Segment StartTime="2531.944" EndTime="2533.103" Participant="fn002">
Yeah. <VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="2532.261" EndTime="2533.611" Participant="mn007">
<Emphasis> including </Emphasis> the features, yeah.
</Segment>
<Segment StartTime="2533.611" EndTime="2536.058" Participant="mn007">
I don't think this <Pause/> will work <Pause/> alone.
</Segment>
<Segment StartTime="2536.058" EndTime="2537.684" Participant="mn007">
I think it will get worse because
</Segment>
<Segment StartTime="2538.493" EndTime="2539.239" Participant="me013">
Uh-huh.
</Segment>
<Segment StartTime="2538.600" EndTime="2541.420" Participant="mn007">
Well, I believe the effect that - of - of too
</Segment>
<Segment StartTime="2542.440" EndTime="2544.263" Participant="mn007">
reducing too much the information is
</Segment>
<Segment StartTime="2544.263" EndTime="2547.534" Participant="mn007">
<Pause/> basically - basically what happens and -
</Segment>
<Segment StartTime="2547.534" EndTime="2548.596" Participant="mn007">
<Pause/> but -
</Segment>
<Segment StartTime="2547.644" EndTime="2548.019" Participant="me013">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="2548.019" EndTime="2549.203" Participant="me013">
But you think if you include that
</Segment>
<Segment StartTime="2549.203" EndTime="2550.672" Participant="me013">
<Pause/> <Emphasis> plus </Emphasis> the other features, <Comment Description="providing lead-in"/>
</Segment>
<Segment StartTime="2550.042" EndTime="2553.486" Participant="mn007">
Yeah, because <Pause/> there is perhaps one important thing that the net
</Segment>
<Segment StartTime="2553.486" EndTime="2556.034" Participant="mn007">
<Pause/> brings, and O_G_I <Emphasis> show- </Emphasis> <Emphasis> showed </Emphasis> that, is
</Segment>
<Segment StartTime="2556.034" EndTime="2559.500" Participant="mn007">
<Pause/> the distinction between <Pause/> sp- speech and <Emphasis> silence </Emphasis>
</Segment>
<Segment StartTime="2560.070" EndTime="2565.918" Participant="mn007">
Because these nets are trained on well-controlled condition. I mean the labels are obtained on clean speech, and we add noise after.
</Segment>
<Segment StartTime="2565.918" EndTime="2567.417" Participant="mn007">
<Pause/> So this is one thing
</Segment>
<Segment StartTime="2567.417" EndTime="2569.320" Participant="mn007">
<Pause/> And
</Segment>
<Segment StartTime="2570.140" EndTime="2573.339" Participant="mn007">
But perhaps, something intermediary using also
</Segment>
<Segment StartTime="2573.339" EndTime="2576.628" Participant="mn007">
<Pause/> some broad classes could - could bring so much more information.
</Segment>
<Segment StartTime="2576.628" EndTime="2578.489" Participant="mn007">
<Pause/> Uh.
</Segment>
<Segment StartTime="2578.830" EndTime="2581.898" Participant="me013">
<VocalSound Description="inbreath"/> So - so again then we have these broad classes
</Segment>
<Segment StartTime="2581.898" EndTime="2582.444" Participant="me013">
<Pause/> and -
</Segment>
<Segment StartTime="2582.444" EndTime="2585.130" Participant="me013">
well, <Emphasis> somewhat </Emphasis> broad. I mean, it's twenty-seven instead of sixty-four,
</Segment>
<Segment StartTime="2585.130" EndTime="2585.752" Participant="me013">
<Pause/> basically.
</Segment>
<Segment StartTime="2585.984" EndTime="2586.462" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="2586.469" EndTime="2588.737" Participant="me013">
And you have the <Emphasis> original </Emphasis> features.
</Segment>
<Segment StartTime="2589.060" EndTime="2589.536" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="2589.090" EndTime="2590.189" Participant="me013">
Which are P_L_P, or something.
</Segment>
<Segment StartTime="2590.175" EndTime="2590.753" Participant="mn007">
Mm-hmm.
</Segment>
<Segment StartTime="2590.590" EndTime="2594.063" Participant="me013">
And then uh, just to remind me, all of that goes <Pause/> into -
</Segment>
<Segment StartTime="2594.583" EndTime="2599.760" Participant="me013">
uh, that all of that is transformed by uh, uh, K_- K_L or something, or - ? <Comment Description="leading question"/>
</Segment>
<Segment StartTime="2599.499" EndTime="2604.672" Participant="mn007">
There will probably be, yeah, one single K_L to transform everything or
</Segment>
<Segment StartTime="2600.151" EndTime="2600.743" Participant="fn002">
Mu.
</Segment>
<Segment StartTime="2600.426" EndTime="2600.912" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="2603.746" EndTime="2606.985" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="2604.534" EndTime="2605.047" Participant="me013">
Right.
</Segment>
<Segment StartTime="2604.672" EndTime="2605.332" Participant="mn007">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="2605.332" EndTime="2607.111" Participant="mn007">
<Pause/> uh, per-
</Segment>
<Segment StartTime="2605.940" EndTime="2608.714" Participant="fn002">
No transform the P_L_P and only
</Segment>
<Segment StartTime="2609.099" EndTime="2610.276" Participant="fn002">
transform the other
</Segment>
<Segment StartTime="2609.698" EndTime="2612.168" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="2611.414" EndTime="2612.261" Participant="fn002">
I'm not sure.
</Segment>
<Segment StartTime="2612.478" EndTime="2612.822" Participant="me013">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="2612.660" EndTime="2615.782" Participant="mn007">
This is <Pause/> still something <Pause/> that yeah, we <Pause/> don't know -
</Segment>
<Segment StartTime="2612.822" EndTime="2613.513" Participant="me013">
Well no, I think -
</Segment>
<Segment StartTime="2614.576" EndTime="2615.127" Participant="me013">
<Emphasis> I </Emphasis> see.
</Segment>
<Segment StartTime="2614.638" EndTime="2616.379" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="2615.082" EndTime="2615.949" Participant="fn002">
Two e-
</Segment>
<Segment StartTime="2615.127" EndTime="2616.830" Participant="me013">
So there's a question of whether you would -
</Segment>
<Segment StartTime="2615.782" EndTime="2616.640" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="2616.830" EndTime="2617.451" Participant="me013">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="2618.247" EndTime="2618.896" Participant="me013">
Right.
</Segment>
<Segment StartTime="2619.390" EndTime="2621.430" Participant="me013">
Whether you would transform <Emphasis> together </Emphasis> or just <Emphasis> one. </Emphasis>
</Segment>
<Segment StartTime="2621.241" EndTime="2622.306" Participant="fn002">
<Uncertain NumSyllables="1"> @@ </Uncertain> it's one.
</Segment>
<Segment StartTime="2621.430" EndTime="2621.817" Participant="me013">
Yeah.
</Segment>
<Segment StartTime="2621.817" EndTime="2623.537" Participant="me013">
<Pause/> Might wanna try it both ways.
</Segment>
<Segment StartTime="2623.537" EndTime="2624.347" Participant="me013">
But that's <Emphasis> interesting. </Emphasis>
</Segment>
<Segment StartTime="2624.638" EndTime="2626.703" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="2626.480" EndTime="2629.606" Participant="me013">
So that's something that you're - you <Emphasis> haven't </Emphasis> trained yet but are <Emphasis> preparing </Emphasis> to train, and -
</Segment>
<Segment StartTime="2629.749" EndTime="2630.052" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="2630.471" EndTime="2630.989" Participant="me013">
Yeah.
</Segment>
<Segment StartTime="2631.964" EndTime="2632.663" Participant="mn007">
<VocalSound Description="sniff"/>
</Segment>
<Segment StartTime="2632.780" EndTime="2633.153" Participant="me013">
Um <Pause/>
</Segment>
<Segment StartTime="2633.129" EndTime="2633.879" Participant="mn007">
Mmm.
</Segment>
<Segment StartTime="2633.153" EndTime="2634.856" Participant="me013">
<Pause/> Yeah, so I think Hynek will be here Monday.
</Segment>
<Segment StartTime="2634.856" EndTime="2638.374" Participant="me013">
<Pause/> Monday or Tuesday. So <VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="2635.592" EndTime="2635.957" Participant="mn007">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="2636.795" EndTime="2637.679" Participant="fn002">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="2638.277" EndTime="2639.577" Participant="mn007">
Uh, yeah.
</Segment>
<Segment StartTime="2638.374" EndTime="2639.999" Participant="me013">
<Pause/> <VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="2641.096" EndTime="2642.194" Participant="me013">
So I think, you know, we need to
</Segment>
<Segment StartTime="2642.194" EndTime="2644.217" Participant="me013">
<Pause/> choose the - choose the experiments carefully,
</Segment>
<Segment StartTime="2644.217" EndTime="2646.568" Participant="me013">
<Pause/> so we can get uh key -
</Segment>
<Segment StartTime="2644.517" EndTime="2647.796" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="2646.568" EndTime="2647.985" Participant="me013">
<Pause/> key questions answered
</Segment>
<Segment StartTime="2647.637" EndTime="2647.863" Participant="mn007">
<VocalSound Description="sniff"/>
</Segment>
<Segment StartTime="2647.863" EndTime="2648.455" Participant="mn007">
Mm-hmm.
</Segment>
<Segment StartTime="2647.985" EndTime="2649.429" Participant="me013">
<Pause/> uh <Emphasis> before </Emphasis> then and
</Segment>
<Segment StartTime="2649.429" EndTime="2652.108" Participant="me013">
<Pause/> leave other ones <Emphasis> aside </Emphasis> even if it
</Segment>
<Segment StartTime="2651.925" EndTime="2652.436" Participant="mn007">
<VocalSound Description="sniff"/>
</Segment>
<Segment StartTime="2652.108" EndTime="2656.024" Participant="me013">
<Pause/> leaves incomplete <Pause/> tables <VocalSound Description="laugh"/> <Pause/> someplace, uh
</Segment>
<Segment StartTime="2654.153" EndTime="2656.623" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="2656.024" EndTime="2658.280" Participant="me013">
<Pause/> uh, it's - it's really time to -
</Segment>
<Segment StartTime="2658.280" EndTime="2659.688" Participant="me013">
<Pause/> time to choose.
</Segment>
<Segment StartTime="2658.327" EndTime="2658.954" Participant="mn007">
Mm-hmm.
</Segment>
<Segment StartTime="2660.470" EndTime="2661.853" Participant="me013">
Um, let me pass this out,
</Segment>
<Segment StartTime="2661.853" EndTime="2662.562" Participant="me013">
<Pause/> by the way.
</Segment>
<Segment StartTime="2662.562" EndTime="2663.348" Participant="me013">
<Pause/> Um
</Segment>
<Segment StartTime="2665.120" EndTime="2665.691" Participant="me013">
These are -
</Segment>
<Segment StartTime="2665.368" EndTime="2665.696" Participant="mn007">
<VocalSound Description="sniff"/>
</Segment>
<Segment StartTime="2665.696" EndTime="2666.144" Participant="mn007">
<VocalSound Description="sniff"/>
</Segment>
<Segment StartTime="2666.659" EndTime="2667.169" Participant="me013">
Did - did -
</Segment>
<Segment StartTime="2667.169" EndTime="2669.701" Participant="me013">
<Pause/> did I interrupt you? Were there other things that you wanted to -
</Segment>
<Segment StartTime="2667.241" EndTime="2669.207" Participant="fn002">
Yeah, I have one. <Comment Description="whispered"/>
</Segment>
<Segment StartTime="2669.133" EndTime="2670.064" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="2670.106" EndTime="2671.726" Participant="mn007">
Uh, no. I don't think so.
</Segment>
<Segment StartTime="2673.761" EndTime="2676.745" Participant="fn002">
<Uncertain NumSyllables="4"> @@ </Uncertain> <Comment Description="whispered"/>
</Segment>
<Segment StartTime="2679.333" EndTime="2680.249" Participant="mn007">
Yeah, I have one. <Comment Description="whispered"/>
</Segment>
<Segment StartTime="2680.121" EndTime="2682.362" Participant="me026">
Oh, thanks.
</Segment>
<Segment StartTime="2681.531" EndTime="2682.583" Participant="me013">
Ah! <Pause/> O_K.
</Segment>
<Segment StartTime="2681.562" EndTime="2690.833" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="2681.907" EndTime="2684.166" Participant="fn002">
We have one. <Uncertain NumSyllables="3"> @@ </Uncertain> <VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="2682.583" EndTime="2684.078" Participant="me013">
<Pause/> O_K, we have <Pause/> lots of them.
</Segment>
<Segment StartTime="2684.078" EndTime="2688.045" Participant="me013">
<Pause/> O_K, so <VocalSound Description="swallow"/> um,
</Segment>
<Segment StartTime="2688.045" EndTime="2688.678" Participant="me013">
Something I asked -
</Segment>
<Segment StartTime="2688.678" EndTime="2691.651" Participant="me013">
So they're - they're doing <Pause/> the - the V_A_D <Pause/> I guess they mean
</Segment>
<Segment StartTime="2691.651" EndTime="2693.084" Participant="me013">
voice <Emphasis> activity </Emphasis> detection
</Segment>
<Segment StartTime="2693.350" EndTime="2694.730" Participant="me013">
So again, it's the silence -
</Segment>
<Segment StartTime="2694.730" EndTime="2696.310" Participant="me013">
So they've just trained up a net
</Segment>
<Segment StartTime="2696.310" EndTime="2699.031" Participant="me013">
<Pause/> which has two outputs, I believe.
</Segment>
<Segment StartTime="2699.031" EndTime="2699.692" Participant="me013">
<Pause/> Um
</Segment>
<Segment StartTime="2699.692" EndTime="2700.630" Participant="me013">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="2700.502" EndTime="2701.242" Participant="mn007">
<VocalSound Description="sniff"/>
</Segment>
<Segment StartTime="2700.630" EndTime="2702.896" Participant="me013">
I asked uh <Pause/> Hynek whether -
</Segment>
<Segment StartTime="2702.896" EndTime="2705.083" Participant="me013">
<Pause/> I haven't talked to Sunil - I asked Hynek whether
</Segment>
<Segment StartTime="2705.083" EndTime="2707.365" Participant="me013">
<Pause/> they compared that to
</Segment>
<Segment StartTime="2707.365" EndTime="2711.615" Participant="me013">
<Pause/> just taking the nets we already <Emphasis> had </Emphasis> <Pause/> and summing up the probabilities.
</Segment>
<Segment StartTime="2710.887" EndTime="2711.411" Participant="mn007">
Mm-hmm.
</Segment>
<Segment StartTime="2712.230" EndTime="2713.360" Participant="me013">
Uh. <Pause/>
</Segment>
<Segment StartTime="2713.360" EndTime="2714.395" Participant="me013">
To get the speech -
</Segment>
<Segment StartTime="2714.395" EndTime="2716.729" Participant="me013">
voice activity detection, or else just using the silence,
</Segment>
<Segment StartTime="2716.729" EndTime="2718.313" Participant="me013">
<Pause/> if there's only <Emphasis> one </Emphasis> <Pause/> silence output.
</Segment>
<Segment StartTime="2718.313" EndTime="2722.445" Participant="me013">
<Pause/> Um <Pause/> And, he didn't think they <Emphasis> had, </Emphasis> um.
</Segment>
<Segment StartTime="2723.420" EndTime="2726.027" Participant="me013">
But on the other hand, maybe they can get by with a smaller net
</Segment>
<Segment StartTime="2726.027" EndTime="2731.131" Participant="me013">
<Pause/> and <Pause/> maybe <Pause/> sometimes you don't <Emphasis> run </Emphasis> the other, maybe there's a <Emphasis> computational </Emphasis> advantage to having a separate net, anyway.
</Segment>
<Segment StartTime="2729.881" EndTime="2730.465" Participant="mn007">
Mm-hmm.
</Segment>
<Segment StartTime="2732.220" EndTime="2733.774" Participant="me013">
<VocalSound Description="inbreath"/> So um
</Segment>
<Segment StartTime="2734.621" EndTime="2735.407" Participant="me013">
Their uh -
</Segment>
<Segment StartTime="2735.407" EndTime="2736.720" Participant="me013">
<Pause/> the <Emphasis> results </Emphasis> look pretty <Emphasis> good. </Emphasis>
</Segment>
<Segment StartTime="2738.505" EndTime="2739.674" Participant="mn007">
Yeah. <VocalSound Description="outbreath"/>
</Segment>
<Segment StartTime="2738.620" EndTime="2740.634" Participant="me013">
Um, <Pause/> I mean, not <Emphasis> uniformly. </Emphasis>
</Segment>
<Segment StartTime="2740.634" EndTime="2745.526" Participant="me013">
<Pause/> I mean, there's a - an example or two <Pause/> that you can find, where it made it slightly worse, but
</Segment>
<Segment StartTime="2745.526" EndTime="2747.635" Participant="me013">
<Pause/> uh in - in <Emphasis> all </Emphasis> but a <Emphasis> couple </Emphasis>
</Segment>
<Segment StartTime="2746.566" EndTime="2747.219" Participant="mn007">
Mmm.
</Segment>
<Segment StartTime="2747.635" EndTime="2749.416" Participant="me013">
<Pause/> examples.
</Segment>
<Segment StartTime="2749.234" EndTime="2750.250" Participant="fn002">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="2749.416" EndTime="2750.738" Participant="me013">
<Pause/> Uh.
</Segment>
<Segment StartTime="2750.250" EndTime="2757.890" Participant="fn002">
But they have a question of the result. Um how are <Uncertain> trained </Uncertain> the - the L_D_A filter?
</Segment>
<Segment StartTime="2750.577" EndTime="2751.027" Participant="mn007">
<VocalSound Description="sniff"/>
</Segment>
<Segment StartTime="2760.257" EndTime="2763.000" Participant="fn002">
How <Uncertain> obtained </Uncertain> the L_D_A filter?
</Segment>
<Segment StartTime="2760.855" EndTime="2761.472" Participant="mn007">
Mmm.
</Segment>
<Segment StartTime="2761.924" EndTime="2762.374" Participant="mn007">
<VocalSound Description="sniff"/>
</Segment>
<Segment StartTime="2763.000" EndTime="2764.665" Participant="me013">
I- I'm sorry. I don't understand your question.
</Segment>
<Segment StartTime="2763.687" EndTime="2766.423" Participant="fn002">
Yes, um the L_D_A filter
</Segment>
<Segment StartTime="2766.423" EndTime="2769.386" Participant="fn002">
<Pause/> needs some <Pause/> training set
</Segment>
<Segment StartTime="2769.386" EndTime="2771.247" Participant="fn002">
<Pause/> to obtain the filter.
</Segment>
<Segment StartTime="2771.247" EndTime="2771.820" Participant="fn002">
<Pause/> Maybe
</Segment>
<Segment StartTime="2772.580" EndTime="2775.720" Participant="fn002">
I don't know exactly <Emphasis> how </Emphasis> <Pause/> they are obtained.
</Segment>
<Segment StartTime="2774.517" EndTime="2776.091" Participant="me013">
It's on <Pause/> <Emphasis> training. </Emphasis>
</Segment>
<Segment StartTime="2776.000" EndTime="2778.240" Participant="fn002">
Training, with the training test of each -
</Segment>
<Segment StartTime="2779.778" EndTime="2780.263" Participant="me013">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="2781.024" EndTime="2782.067" Participant="fn002">
You understand me?
</Segment>
<Segment StartTime="2782.691" EndTime="2783.507" Participant="me013">
No.
</Segment>
<Segment StartTime="2783.240" EndTime="2785.316" Participant="fn002">
Yeah, uh for example,
</Segment>
<Segment StartTime="2785.316" EndTime="2786.780" Participant="fn002">
<Pause/> L_D_A filter
</Segment>
<Segment StartTime="2786.780" EndTime="2790.158" Participant="fn002">
<Pause/> need a set of -
</Segment>
<Segment StartTime="2790.158" EndTime="2792.452" Participant="fn002">
<Pause/> a set of training <Pause/> to obtain the filter.
</Segment>
<Segment StartTime="2792.452" EndTime="2805.183" Participant="fn002">
<Pause/> And maybe <Pause/> for the Italian, for the <Uncertain> T_D </Uncertain> <Pause/> <Uncertain> T_E </Uncertain> on for Finnish, these filter are - are obtained with their own training set.
</Segment>
<Segment StartTime="2792.737" EndTime="2793.456" Participant="me013">
Yes.
</Segment>
<Segment StartTime="2806.410" EndTime="2807.371" Participant="me013">
Yes, I don't know.
</Segment>
<Segment StartTime="2807.800" EndTime="2808.773" Participant="me013">
That's - that's - so that's a -
</Segment>
<Segment StartTime="2808.773" EndTime="2810.078" Participant="me013">
that's a very good question, then -
</Segment>
<Segment StartTime="2810.078" EndTime="2810.432" Participant="me013">
now that it -
</Segment>
<Segment StartTime="2810.432" EndTime="2811.426" Participant="me013">
<Pause/> I understand it. It's
</Segment>
<Segment StartTime="2811.426" EndTime="2813.690" Participant="me013">
<Pause/> "yeah, where does the L_D_A come from?" In the -
</Segment>
<Segment StartTime="2813.690" EndTime="2816.601" Participant="me013">
In <Pause/> <Emphasis> earlier </Emphasis> experiments, they had taken L_D_A
</Segment>
<Segment StartTime="2816.601" EndTime="2819.323" Participant="me013">
<Pause/> from a <Emphasis> completely </Emphasis> different <Emphasis> database, </Emphasis> right?
</Segment>
<Segment StartTime="2818.260" EndTime="2819.047" Participant="fn002">
Yeah.
</Segment>
<Segment StartTime="2819.336" EndTime="2824.410" Participant="fn002">
Yeah, because maybe it the same situation that the neural network training with their own
</Segment>
<Segment StartTime="2824.090" EndTime="2824.811" Participant="mn007">
Mmm.
</Segment>
<Segment StartTime="2825.640" EndTime="2826.117" Participant="fn002">
set.
</Segment>
<Segment StartTime="2826.371" EndTime="2828.790" Participant="me013">
<Pause/> So that's a good question. <Pause/> <Emphasis> Where </Emphasis> does it come from? <Pause/>
</Segment>
<Segment StartTime="2828.790" EndTime="2830.269" Participant="me013">
Yeah, I don't know.
</Segment>
<Segment StartTime="2830.269" EndTime="2830.865" Participant="me013">
Um, <Pause/>
</Segment>
<Segment StartTime="2830.865" EndTime="2838.544" Participant="me013">
but uh to tell you the <Pause/> truth, I wasn't actually looking at the L_D_A so much when I - I was looking at it I was <Pause/> mostly thinking about the - <Pause/> the V_A_D.
</Segment>
<Segment StartTime="2839.273" EndTime="2840.628" Participant="me013">
And um, it ap-
</Segment>
<Segment StartTime="2840.628" EndTime="2841.328" Participant="me013">
<Pause/> it ap-
</Segment>
<Segment StartTime="2841.328" EndTime="2843.841" Participant="me013">
<Pause/> Oh what does - what does A_S_P?
</Segment>
<Segment StartTime="2845.400" EndTime="2845.900" Participant="me013">
Oh that's -
</Segment>
<Segment StartTime="2845.900" EndTime="2847.855" Participant="mn007">
The features, yeah.
</Segment>
<Segment StartTime="2848.635" EndTime="2849.055" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="2848.810" EndTime="2851.134" Participant="fn002">
I don't understand also what is -
</Segment>
<Segment StartTime="2849.525" EndTime="2851.306" Participant="me013">
It says "baseline A_S_P".
</Segment>
<Segment StartTime="2851.134" EndTime="2855.323" Participant="fn002">
<Pause/> what is the <Emphasis> difference </Emphasis> between A_S_P and uh baseline <Uncertain> over </Uncertain>?
</Segment>
<Segment StartTime="2855.253" EndTime="2856.314" Participant="mn007">
Yeah, I don't know.
</Segment>
<Segment StartTime="2855.720" EndTime="2856.566" Participant="me034">
A_S_P.
</Segment>
<Segment StartTime="2857.890" EndTime="2858.483" Participant="fn002">
This is -
</Segment>
<Segment StartTime="2858.741" EndTime="2859.330" Participant="me034">
Oh.
</Segment>
<Segment StartTime="2859.110" EndTime="2860.442" Participant="me013">
Anybody know <Pause/> <Uncertain> any </Uncertain> -
</Segment>
<Segment StartTime="2859.510" EndTime="2860.081" Participant="me034">
<Emphasis> There </Emphasis> it is.
</Segment>
<Segment StartTime="2865.990" EndTime="2866.490" Participant="me013">
Um
</Segment>
<Segment StartTime="2867.221" EndTime="2869.710" Participant="me013">
Cuz there's "baseline <Emphasis> Aurora </Emphasis>" <Pause/> <Emphasis> above </Emphasis> it.
</Segment>
<Segment StartTime="2868.864" EndTime="2869.957" Participant="me034">
<VocalSound Description="laugh"/> Mm-hmm.
</Segment>
<Segment StartTime="2870.550" EndTime="2871.740" Participant="me013">
And it's -
</Segment>
<Segment StartTime="2872.080" EndTime="2876.616" Participant="me013">
This is <Emphasis> mostly </Emphasis> better than baseline, although in some cases it's a little worse, in a couple cases.
</Segment>
<Segment StartTime="2875.858" EndTime="2878.141" Participant="me034">
Well, it says baseline A_S_P is twenty-three mill
</Segment>
<Segment StartTime="2876.402" EndTime="2877.112" Participant="fn002">
Yeah.
</Segment>
<Segment StartTime="2878.141" EndTime="2879.100" Participant="me034">
<Pause/> minus thirteen.
</Segment>
<Segment StartTime="2879.135" EndTime="2882.052" Participant="me013">
Yeah, it <Emphasis> says </Emphasis> what it <Emphasis> is. </Emphasis> But I don't how that's different <Pause/> from -
</Segment>
<Segment StartTime="2882.220" EndTime="2883.440" Participant="me034">
From the baseline. <Comment Description="completing [me013]'s question"/> O_K.
</Segment>
<Segment StartTime="2883.770" EndTime="2884.607" Participant="me013">
I think this was -
</Segment>
<Segment StartTime="2884.273" EndTime="2884.823" Participant="fn002">
Yeah. <Comment Description="whispered"/>
</Segment>
<Segment StartTime="2884.607" EndTime="2886.413" Participant="me013">
<Pause/> I think this is the same point we were at
</Segment>
<Segment StartTime="2885.124" EndTime="2886.745" Participant="mn007">
I think - <Pause/>
</Segment>
<Segment StartTime="2886.413" EndTime="2887.692" Participant="me013">
when - when we were up in Oregon.
</Segment>
<Segment StartTime="2886.745" EndTime="2891.867" Participant="mn007">
I think it's the C_zero - using C_zero instead of log energy. Yeah, it's <Emphasis> this. </Emphasis>
</Segment>
<Segment StartTime="2889.965" EndTime="2891.800" Participant="fn002">
Ah, O_K, mm-hmm.
</Segment>
<Segment StartTime="2892.370" EndTime="2893.135" Participant="fn002">
<VocalSound Description="inbreath"/> yeah.
</Segment>
<Segment StartTime="2893.270" EndTime="2893.660" Participant="me013">
Oh.
</Segment>
<Segment StartTime="2894.050" EndTime="2894.779" Participant="me013">
O_K.
</Segment>
<Segment StartTime="2894.050" EndTime="2895.238" Participant="mn007">
It should be that, yeah.
</Segment>
<Segment StartTime="2895.979" EndTime="2896.503" Participant="mn007">
Because -
</Segment>
<Segment StartTime="2896.000" EndTime="2896.867" Participant="me013">
Shouldn't it be -
</Segment>
<Segment StartTime="2896.108" EndTime="2896.426" Participant="me018">
They s-
</Segment>
<Segment StartTime="2896.589" EndTime="2901.522" Participant="me018">
they say in here that the V_A_D is <Emphasis> not </Emphasis> used as an additional feature. Does - does anybody know <Emphasis> how </Emphasis> they're using it?
</Segment>
<Segment StartTime="2901.800" EndTime="2904.054" Participant="me013">
<Emphasis> Yeah. </Emphasis> So - so what they're doing here is,
</Segment>
<Segment StartTime="2902.177" EndTime="2902.759" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="2904.054" EndTime="2905.698" Participant="me013">
<Pause/> i- if you look down at the block diagram,
</Segment>
<Segment StartTime="2905.698" EndTime="2907.599" Participant="me013">
<Pause/> um, <Pause/>
</Segment>
<Segment StartTime="2907.599" EndTime="2909.238" Participant="me013">
they estimate - they get a -
</Segment>
<Segment StartTime="2907.645" EndTime="2908.171" Participant="me018">
But that -
</Segment>
<Segment StartTime="2909.238" EndTime="2911.960" Participant="me013">
<Pause/> they get an estimate <Pause/> of whether it's speech or silence,
</Segment>
<Segment StartTime="2911.960" EndTime="2913.680" Participant="me013">
<Pause/> and then they have a median <Emphasis> filter </Emphasis> of it.
</Segment>
<Segment StartTime="2913.718" EndTime="2914.240" Participant="me018">
Mm-hmm.
</Segment>
<Segment StartTime="2914.560" EndTime="2915.908" Participant="me013">
And so um,
</Segment>
<Segment StartTime="2915.908" EndTime="2918.129" Participant="me013">
<Pause/> basically they're trying to find <Emphasis> stretches. </Emphasis>
</Segment>
<Segment StartTime="2918.129" EndTime="2921.818" Participant="me013">
<Pause/> The median filter is enforcing a - i- it having some <Emphasis> continuity. </Emphasis>
</Segment>
<Segment StartTime="2921.775" EndTime="2922.549" Participant="me018">
Mm-hmm.
</Segment>
<Segment StartTime="2921.818" EndTime="2927.051" Participant="me013">
<Pause/> You find <Emphasis> stretches </Emphasis> where the <Pause/> combination of the <Pause/> frame wise V_A_D and the -
</Segment>
<Segment StartTime="2927.051" EndTime="2929.851" Participant="me013">
<Pause/> the median <Emphasis> filter </Emphasis> say that there's a stretch of <Emphasis> silence. </Emphasis>
</Segment>
<Segment StartTime="2929.851" EndTime="2932.608" Participant="me013">
<Pause/> And then it's going through and just throwing the <Emphasis> data </Emphasis> away.
</Segment>
<Segment StartTime="2933.337" EndTime="2933.938" Participant="me034">
Hmm.
</Segment>
<Segment StartTime="2934.801" EndTime="2935.989" Participant="me013">
Right?
</Segment>
<Segment StartTime="2935.989" EndTime="2937.068" Participant="me013">
So um -
</Segment>
<Segment StartTime="2936.735" EndTime="2938.310" Participant="me018">
So it's - it's -
</Segment>
<Segment StartTime="2939.350" EndTime="2942.090" Participant="me018">
I don't understand. You mean it's throwing out frames?
</Segment>
<Segment StartTime="2942.360" EndTime="2943.950" Participant="me013">
It's throwing out chunks of frames, yeah.
</Segment>
<Segment StartTime="2942.360" EndTime="2943.017" Participant="me018">
Before -
</Segment>
<Segment StartTime="2943.950" EndTime="2949.199" Participant="me013">
There's - the - the median filter is enforcing that it's <Emphasis> not </Emphasis> gonna be single cases of frames, or isolated frames.
</Segment>
<Segment StartTime="2947.633" EndTime="2948.350" Participant="me018">
Yeah.
</Segment>
<Segment StartTime="2949.199" EndTime="2950.623" Participant="me013">
<Pause/> So it's throwing out frames
</Segment>
<Segment StartTime="2950.623" EndTime="2952.509" Participant="me013">
<Pause/> and the thing is <Pause/> um,
</Segment>
<Segment StartTime="2952.509" EndTime="2956.242" Participant="me013">
<Pause/> what I don't understand is how they're doing this with H_T_<Emphasis> K. </Emphasis>
</Segment>
<Segment StartTime="2956.242" EndTime="2956.942" Participant="me013">
<Pause/> This is -
</Segment>
<Segment StartTime="2956.490" EndTime="2959.350" Participant="me018">
Yeah, that's what I was just gonna ask. How can you just throw out frames?
</Segment>
<Segment StartTime="2957.892" EndTime="2958.359" Participant="me013">
Yeah.
</Segment>
<Segment StartTime="2959.266" EndTime="2959.850" Participant="me013">
Well,
</Segment>
<Segment StartTime="2959.707" EndTime="2960.337" Participant="mn007">
i-
</Segment>
<Segment StartTime="2959.850" EndTime="2962.348" Participant="me013">
you - you <Emphasis> can, </Emphasis> right? I mean y- you - you -
</Segment>
<Segment StartTime="2961.498" EndTime="2964.396" Participant="me034">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="2962.348" EndTime="2962.910" Participant="me013">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="2962.910" EndTime="2968.520" Participant="me013">
<Pause/> it <Emphasis> stretches </Emphasis> again. For single frames I think it would be pretty <Emphasis> hard. </Emphasis> But if you say speech starts here, speech ends there. <Pause/> Right?
</Segment>
<Segment StartTime="2962.945" EndTime="2963.320" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="2965.650" EndTime="2966.257" Participant="me018">
Yeah.
</Segment>
<Segment StartTime="2967.957" EndTime="2968.520" Participant="me018">
Mm-hmm.
</Segment>
<Segment StartTime="2969.789" EndTime="2970.236" Participant="me034">
Huh.
</Segment>
<Segment StartTime="2970.244" EndTime="2970.704" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="2970.507" EndTime="2971.564" Participant="me013">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="2971.754" EndTime="2975.766" Participant="mn007">
Yeah, you can basically remove the - the frames from the feature - feature files. And.
</Segment>
<Segment StartTime="2974.422" EndTime="2975.093" Participant="me013">
Yeah.
</Segment>
<Segment StartTime="2976.240" EndTime="2980.827" Participant="me013">
Yeah, so I mean in the - i- i- in the - in the <Emphasis> decoding, </Emphasis> you're saying that we're gonna decode from here to here.
</Segment>
<Segment StartTime="2976.687" EndTime="2977.211" Participant="mn007">
I t-
</Segment>
<Segment StartTime="2981.190" EndTime="2981.580" Participant="me018">
Mm-hmm.
</Segment>
<Segment StartTime="2981.734" EndTime="2983.246" Participant="me013">
I think they're - they're - they're treating it,
</Segment>
<Segment StartTime="2983.246" EndTime="2984.819" Participant="me013">
<Pause/> you know, like uh -
</Segment>
<Segment StartTime="2984.819" EndTime="2987.980" Participant="me013">
<Pause/> well, it's not isolated word, but - but connected, you know, the - the -
</Segment>
<Segment StartTime="2988.540" EndTime="2993.540" Participant="me018">
In the text they say that this - this is a <Emphasis> tentative </Emphasis> block diagram of a <Emphasis> possible </Emphasis> configuration we could <Emphasis> think </Emphasis> of.
</Segment>
<Segment StartTime="2993.991" EndTime="2995.408" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="2994.925" EndTime="2996.990" Participant="me018">
So that sort of sounds like they're not <Emphasis> doing </Emphasis> that yet.
</Segment>
<Segment StartTime="2998.294" EndTime="3003.929" Participant="me013">
Well. <Pause/> No they - they have <Emphasis> numbers </Emphasis> though, right? <Pause/> So I think they're - they're doing something like that. I think that they're - they're -
</Segment>
<Segment StartTime="3000.773" EndTime="3001.304" Participant="mn007">
<VocalSound Description="breath-laugh"/>
</Segment>
<Segment StartTime="3004.820" EndTime="3010.946" Participant="me013">
I think what I mean by tha- that is they're trying to come up with a block diagram that's plausible for the standard.
</Segment>
<Segment StartTime="3011.375" EndTime="3012.597" Participant="me013">
In other words, it's - uh -
</Segment>
<Segment StartTime="3012.597" EndTime="3019.837" Participant="me013">
<Pause/> I mean from the point of view of - of uh reducing the number of bits you have to transmit it's not a bad idea to detect silence <Emphasis> anyway. </Emphasis>
</Segment>
<Segment StartTime="3018.706" EndTime="3019.350" Participant="me018">
Yeah.
</Segment>
<Segment StartTime="3019.610" EndTime="3020.350" Participant="me018">
Yeah.
</Segment>
<Segment StartTime="3020.680" EndTime="3025.250" Participant="me018">
I'm just wondering what exactly <Emphasis> did </Emphasis> they do up in <Emphasis> this </Emphasis> table if it wasn't this.
</Segment>
<Segment StartTime="3020.680" EndTime="3021.284" Participant="me013">
Um.
</Segment>
<Segment StartTime="3027.070" EndTime="3030.695" Participant="me013">
But it's - the thing is it's that - that - that's - that's I - I -
</Segment>
<Segment StartTime="3031.304" EndTime="3034.542" Participant="me013">
Certainly it would be tricky about it intrans- in transmitting <Emphasis> voice, </Emphasis>
</Segment>
<Segment StartTime="3034.542" EndTime="3038.424" Participant="me013">
<Pause/> uh uh for <Emphasis> listening </Emphasis> to, is that these kinds of things
</Segment>
<Segment StartTime="3038.424" EndTime="3041.590" Participant="me013">
<Pause/> uh cut <Pause/> speech <Emphasis> off </Emphasis> a lot. Right?
</Segment>
<Segment StartTime="3041.590" EndTime="3043.369" Participant="me013">
<Pause/> And so <Pause/> um
</Segment>
<Segment StartTime="3041.590" EndTime="3042.212" Participant="me018">
Mm-hmm.
</Segment>
<Segment StartTime="3044.360" EndTime="3045.860" Participant="me018">
Plus it's gonna introduce delays.
</Segment>
<Segment StartTime="3047.030" EndTime="3050.836" Participant="me013">
It <Emphasis> does </Emphasis> introduce delays but they're claiming that it's - it's within the -
</Segment>
<Segment StartTime="3050.836" EndTime="3051.873" Participant="me013">
<Pause/> the boundaries of it.
</Segment>
<Segment StartTime="3051.560" EndTime="3052.030" Participant="me018">
Mmm.
</Segment>
<Segment StartTime="3052.427" EndTime="3058.718" Participant="me013">
<Pause/> And the L_D_A introduces delays, and b- <Pause/> what he's suggesting this here is a parallel path so that it doesn't introduce
</Segment>
<Segment StartTime="3058.718" EndTime="3060.833" Participant="me013">
<Pause/> uh, any more delay.
</Segment>
<Segment StartTime="3061.220" EndTime="3066.850" Participant="me013">
<Pause/> I- it introduces two hundred milliseconds of delay but at the same <Pause/> time the L_D_A <Pause/> down here -
</Segment>
<Segment StartTime="3067.432" EndTime="3070.228" Participant="me013">
I <Uncertain> don't know - </Uncertain> Wh- what's the difference between <Emphasis> T_L_D_A </Emphasis> and <Emphasis> S_L_D_A </Emphasis>?
</Segment>
<Segment StartTime="3069.788" EndTime="3070.934" Participant="me034">
Temporal and spectral.
</Segment>
<Segment StartTime="3071.100" EndTime="3073.106" Participant="me013">
Ah, thank you. <VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="3071.989" EndTime="3073.999" Participant="me034">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="3072.358" EndTime="3073.860" Participant="fn002">
<Emphasis> Temporal </Emphasis> L_D_A.
</Segment>
<Segment StartTime="3073.106" EndTime="3075.880" Participant="me013">
<Pause/> Yeah, you <Emphasis> would </Emphasis> know that. <VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="3073.999" EndTime="3075.278" Participant="me034">
Yeah <VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="3075.880" EndTime="3077.040" Participant="me013">
So um.
</Segment>
<Segment StartTime="3078.294" EndTime="3081.477" Participant="me013">
The <Emphasis> temporal </Emphasis> L_D_A does in fact include the same -
</Segment>
<Segment StartTime="3081.477" EndTime="3082.574" Participant="me013">
<Pause/> so that - I think
</Segment>
<Segment StartTime="3082.317" EndTime="3083.410" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="3082.574" EndTime="3083.594" Participant="me013">
he - well, by -
</Segment>
<Segment StartTime="3083.594" EndTime="3087.371" Participant="me013">
by saying this is a b- a tentative block di- diagram I think means
</Segment>
<Segment StartTime="3087.371" EndTime="3092.176" Participant="me013">
<Pause/> if you construct it this way, this - this delay would work in that way and then it'd be O_K.
</Segment>
<Segment StartTime="3090.899" EndTime="3092.150" Participant="me018">
<VocalSound Description="mouth"/> Ah.
</Segment>
<Segment StartTime="3092.176" EndTime="3097.072" Participant="me013">
<Pause/> They - they clearly <Emphasis> did </Emphasis> actually <Emphasis> remove </Emphasis> <Pause/> <Emphasis> silent </Emphasis> sections in order - because they
</Segment>
<Segment StartTime="3097.072" EndTime="3100.340" Participant="me013">
<Pause/> got these <Pause/> <Emphasis> word </Emphasis> error rate <Pause/> results.
</Segment>
<Segment StartTime="3101.346" EndTime="3102.844" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="3101.685" EndTime="3103.217" Participant="me013">
So um
</Segment>
<Segment StartTime="3104.180" EndTime="3108.959" Participant="me013">
I think that it's - it's <Emphasis> nice </Emphasis> to do that in this because in fact, it's gonna give a better word error result
</Segment>
<Segment StartTime="3108.026" EndTime="3109.200" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="3108.959" EndTime="3111.331" Participant="me013">
<Pause/> and therefore will help within an evaluation.
</Segment>
<Segment StartTime="3111.331" EndTime="3114.753" Participant="me013">
<Pause/> Whereas to whether this would actually be in a final standard, I don't know.
</Segment>
<Segment StartTime="3114.753" EndTime="3115.809" Participant="me013">
<Pause/> Um.
</Segment>
<Segment StartTime="3116.440" EndTime="3121.314" Participant="me013">
Uh, as you know, <Emphasis> part </Emphasis> of the problem with evaluation right now is that the <Pause/> word models are pretty bad and nobody wants -
</Segment>
<Segment StartTime="3121.314" EndTime="3123.207" Participant="me013">
<Pause/> has - has approached improving them.
</Segment>
<Segment StartTime="3123.207" EndTime="3126.249" Participant="me013">
<Pause/> So <Pause/> it's possible that a lot of the problems
</Segment>
<Segment StartTime="3126.249" EndTime="3130.227" Participant="me013">
<Pause/> with so many insertions and so forth would go away if they were better word models <Pause/> to begin with.
</Segment>
<Segment StartTime="3130.227" EndTime="3130.574" Participant="me013">
<Pause/> So
</Segment>
<Segment StartTime="3130.574" EndTime="3132.914" Participant="me013">
<Pause/> this might just be a temporary thing. But -
</Segment>
<Segment StartTime="3133.890" EndTime="3136.544" Participant="me013">
But, on the <Emphasis> other </Emphasis> hand, and maybe - maybe it's a decent idea.
</Segment>
<Segment StartTime="3136.544" EndTime="3138.622" Participant="me013">
<Pause/> So um
</Segment>
<Segment StartTime="3140.100" EndTime="3145.579" Participant="me013">
The question we're gonna wanna go <Pause/> through next week when Hynek shows up I guess is given that we've been -
</Segment>
<Segment StartTime="3145.579" EndTime="3147.045" Participant="me013">
<Pause/> if you look at what we've been trying,
</Segment>
<Segment StartTime="3147.045" EndTime="3149.430" Participant="me013">
<Pause/> we're uh looking at
</Segment>
<Segment StartTime="3149.430" EndTime="3151.790" Participant="me013">
<Pause/> uh, by <Emphasis> then </Emphasis> I guess,
</Segment>
<Segment StartTime="3151.790" EndTime="3154.091" Participant="me013">
combinations of features and multi-band
</Segment>
<Segment StartTime="3154.930" EndTime="3160.588" Participant="me013">
Uh, and we've been looking at <Pause/> cross-language, cross <Pause/> task <Pause/> issues.
</Segment>
<Segment StartTime="3160.588" EndTime="3163.536" Participant="me013">
<Pause/> And they've been not so much looking at
</Segment>
<Segment StartTime="3162.844" EndTime="3164.382" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="3163.536" EndTime="3167.183" Participant="me013">
<Pause/> the cross task uh multiple language issues.
</Segment>
<Segment StartTime="3166.974" EndTime="3168.067" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="3167.183" EndTime="3170.599" Participant="me013">
<Pause/> But they've been looking at uh - <Pause/> at these issues. At the
</Segment>
<Segment StartTime="3170.599" EndTime="3173.568" Participant="me013">
on-line normalization and the uh
</Segment>
<Segment StartTime="3173.568" EndTime="3175.357" Participant="me013">
<Pause/> voice activity detection.
</Segment>
<Segment StartTime="3175.357" EndTime="3178.875" Participant="me013">
<Pause/> And I guess when he comes here we're gonna have to start deciding about
</Segment>
<Segment StartTime="3178.875" EndTime="3180.422" Participant="me013">
<Pause/> um what do we choose
</Segment>
<Segment StartTime="3180.422" EndTime="3181.900" Participant="me013">
<Pause/> from what we've looked at
</Segment>
<Segment StartTime="3181.900" EndTime="3186.556" Participant="me013">
<Pause/> to um blend with <Pause/> some group of things in what they've looked at
</Segment>
<Segment StartTime="3186.556" EndTime="3188.194" Participant="me013">
<Pause/> And once we <Emphasis> choose </Emphasis> that,
</Segment>
<Segment StartTime="3188.194" EndTime="3190.225" Participant="me013">
<Pause/> how do we split up the <Pause/> effort?
</Segment>
<Segment StartTime="3190.930" EndTime="3193.408" Participant="me013">
Uh, because we still have - even once we <Emphasis> choose, </Emphasis>
</Segment>
<Segment StartTime="3193.408" EndTime="3196.018" Participant="me013">
<Pause/> we've still got <Pause/> uh another
</Segment>
<Segment StartTime="3196.018" EndTime="3199.052" Participant="me013">
<Pause/> month or so, I mean there's holidays in the way,
</Segment>
<Segment StartTime="3199.052" EndTime="3200.176" Participant="me013">
but - but uh
</Segment>
<Segment StartTime="3200.176" EndTime="3204.999" Participant="me013">
<Pause/> I <Emphasis> think </Emphasis> the evaluation data comes January thirty-<Emphasis> first </Emphasis> so there's still a fair amount of time
</Segment>
<Segment StartTime="3204.999" EndTime="3210.268" Participant="me013">
<Pause/> to <Emphasis> do </Emphasis> things together it's just that they probably should be somewhat more <Emphasis> coherent </Emphasis> between the two <Emphasis> sites </Emphasis>
</Segment>
<Segment StartTime="3210.268" EndTime="3212.170" Participant="me013">
<Pause/> in that - that amount of time.
</Segment>
<Segment StartTime="3212.740" EndTime="3220.050" Participant="me018">
When they removed the silence frames, did they insert some kind of a marker so that the recognizer knows it's - <Pause/> knows when it's time to back trace or something?
</Segment>
<Segment StartTime="3220.050" EndTime="3220.370" Participant="me013">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="3220.370" EndTime="3222.662" Participant="me013">
Well, see they, I - I think they're
</Segment>
<Segment StartTime="3223.720" EndTime="3224.464" Participant="me013">
Um.
</Segment>
<Segment StartTime="3224.627" EndTime="3225.864" Participant="me013">
I don't know the -
</Segment>
<Segment StartTime="3225.864" EndTime="3228.837" Participant="me013">
<Pause/> the specifics of how they're doing it. They're -
</Segment>
<Segment StartTime="3228.837" EndTime="3233.520" Participant="me013">
<Pause/> they're getting around the way the recognizer works because they're not allowed to
</Segment>
<Segment StartTime="3233.520" EndTime="3236.216" Participant="me013">
<Pause/> um, <Emphasis> change </Emphasis> the <Emphasis> scripts </Emphasis>
</Segment>
<Segment StartTime="3235.984" EndTime="3237.229" Participant="me018">
Oh, right.
</Segment>
<Segment StartTime="3236.216" EndTime="3237.867" Participant="me013">
<Pause/> for the <Emphasis> recognizer, </Emphasis>
</Segment>
<Segment StartTime="3237.867" EndTime="3239.751" Participant="me013">
<Pause/> I believe. So. Uh.
</Segment>
<Segment StartTime="3238.844" EndTime="3241.350" Participant="me018">
Maybe they're just inserting some nummy frames or something?
</Segment>
<Segment StartTime="3241.980" EndTime="3243.791" Participant="me013">
Uh, you know <Emphasis> that's </Emphasis> what <Emphasis> I </Emphasis> had thought.
</Segment>
<Segment StartTime="3244.050" EndTime="3245.549" Participant="me013">
But I don't - I don't think they <Emphasis> are. </Emphasis>
</Segment>
<Segment StartTime="3245.549" EndTime="3250.848" Participant="me013">
<Pause/> I mean that's - sort of what - the way <Emphasis> I </Emphasis> had imagined would <Emphasis> happen </Emphasis> is that on the other side, yeah you
</Segment>
<Segment StartTime="3245.551" EndTime="3246.229" Participant="me018">
Hmm.
</Segment>
<Segment StartTime="3250.848" EndTime="3253.005" Participant="me013">
p- put some low level noise or something.
</Segment>
<Segment StartTime="3253.500" EndTime="3256.183" Participant="me013">
Probably don't want all zeros. Most recognizers don't like zeros but
</Segment>
<Segment StartTime="3254.665" EndTime="3255.226" Participant="me018">
Hmm.
</Segment>
<Segment StartTime="3256.183" EndTime="3257.851" Participant="me013">
<VocalSound Description="laugh"/> but <Pause/> you know,
</Segment>
<Segment StartTime="3256.243" EndTime="3257.475" Participant="me034">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="3256.972" EndTime="3257.661" Participant="me018">
Yeah.
</Segment>
<Segment StartTime="3257.851" EndTime="3261.593" Participant="me013">
<Pause/> put some epsilon in or some rand- sorry epsilon random variable
</Segment>
<Segment StartTime="3261.593" EndTime="3262.472" Participant="me013">
<Pause/> in or something.
</Segment>
<Segment StartTime="3262.236" EndTime="3263.770" Participant="me018">
Some constant vector.
</Segment>
<Segment StartTime="3263.899" EndTime="3268.246" Participant="me013">
<Pause/> Maybe not a constant but it doesn't, uh - don't like to divide by the variance of that,
</Segment>
<Segment StartTime="3264.442" EndTime="3265.900" Participant="me018">
I mean i- w-
</Segment>
<Segment StartTime="3266.002" EndTime="3271.063" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="3266.345" EndTime="3267.351" Participant="me018">
Or something -
</Segment>
<Segment StartTime="3268.246" EndTime="3271.950" Participant="me013">
but I mean it's <VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="3268.936" EndTime="3276.270" Participant="me018">
<VocalSound Description="laugh"/> That's right. But something that - what I mean is something that is <Pause/> very distinguishable from <Pause/> speech.
</Segment>
<Segment StartTime="3275.108" EndTime="3275.732" Participant="me013">
Mm-hmm.
</Segment>
<Segment StartTime="3276.270" EndTime="3280.272" Participant="me018">
So that the - the <Emphasis> silence </Emphasis> model in H_T_K will always pick it up.
</Segment>
<Segment StartTime="3279.648" EndTime="3282.766" Participant="me013">
<Pause/> Yeah. So I - I - that's what I thought they would do.
</Segment>
<Segment StartTime="3282.766" EndTime="3288.310" Participant="me013">
<Pause/> or else, uh <Pause/> uh maybe there <Emphasis> is </Emphasis> some indicator to tell it to start and stop, I don't know.
</Segment>
<Segment StartTime="3288.530" EndTime="3289.017" Participant="me018">
Hmm.
</Segment>
<Segment StartTime="3288.530" EndTime="3292.628" Participant="me013">
But <Emphasis> whatever </Emphasis> they did, I mean they have to play within the rules of this specific evaluation.
</Segment>
<Segment StartTime="3291.446" EndTime="3292.220" Participant="me018">
Yeah.
</Segment>
<Segment StartTime="3293.567" EndTime="3295.175" Participant="me013">
<Pause/> We c- we can find out.
</Segment>
<Segment StartTime="3295.670" EndTime="3299.616" Participant="me018">
Cuz you gotta do <Emphasis> something. </Emphasis> <Emphasis> Otherwise, </Emphasis> if it's just a bunch of <Emphasis> speech, </Emphasis> <Emphasis> stuck </Emphasis> <Emphasis> together </Emphasis> -
</Segment>
<Segment StartTime="3297.642" EndTime="3299.302" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="3299.781" EndTime="3300.400" Participant="me013">
<Emphasis> No </Emphasis> they're -
</Segment>
<Segment StartTime="3301.320" EndTime="3301.570" Participant="me018">
Yeah.
</Segment>
<Segment StartTime="3302.410" EndTime="3305.553" Participant="me013">
It would do <Emphasis> badly </Emphasis> and it didn't so <Emphasis> badly, </Emphasis> right? So <Emphasis> they </Emphasis> did <Emphasis> something. </Emphasis> <VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="3303.277" EndTime="3304.326" Participant="me018">
Yeah, right. <Comment Description="while laughing"/>
</Segment>
<Segment StartTime="3304.948" EndTime="3305.980" Participant="me018">
Yeah, yeah.
</Segment>
<Segment StartTime="3306.542" EndTime="3307.220" Participant="me013">
Yeah.
</Segment>
<Segment StartTime="3307.804" EndTime="3310.962" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="3308.543" EndTime="3309.497" Participant="me013">
Uh.
</Segment>
<Segment StartTime="3310.322" EndTime="3311.830" Participant="me013">
So, O_K, So I think
</Segment>
<Segment StartTime="3311.830" EndTime="3313.911" Participant="me013">
<Pause/> this brings <Emphasis> me </Emphasis> up to date a bit.
</Segment>
<Segment StartTime="3313.911" EndTime="3316.200" Participant="me013">
<Pause/> It hopefully brings other <Pause/> people up to date a bit.
</Segment>
<Segment StartTime="3316.200" EndTime="3317.829" Participant="me013">
<Pause/> And um
</Segment>
<Segment StartTime="3318.747" EndTime="3320.668" Participant="me013">
Um <Pause/> I think -
</Segment>
<Segment StartTime="3321.190" EndTime="3327.115" Participant="me013">
Uh, I wanna look at these numbers off-line a little bit and think about it and - <Pause/> and talk with everybody uh, <Pause/> outside of this meeting.
</Segment>
<Segment StartTime="3327.893" EndTime="3329.749" Participant="me013">
Um, but uh
</Segment>
<Segment StartTime="3331.940" EndTime="3332.999" Participant="me013">
No I mean it sounds like - I mean
</Segment>
<Segment StartTime="3332.999" EndTime="3335.495" Participant="me013">
<Pause/> there - there - there are the usual number of - of
</Segment>
<Segment StartTime="3335.495" EndTime="3339.315" Participant="me013">
<Pause/> little - little problems and bugs and so forth but it sounds like they're getting ironed out.
</Segment>
<Segment StartTime="3339.315" EndTime="3340.096" Participant="me013">
<Pause/> And now we're
</Segment>
<Segment StartTime="3340.096" EndTime="3343.614" Participant="me013">
<Pause/> seem to be kind of in a position to actually <Pause/> uh,
</Segment>
<Segment StartTime="3343.614" EndTime="3346.283" Participant="me013">
<Pause/> <Emphasis> look </Emphasis> at stuff and - and - and <Emphasis> compare </Emphasis> things.
</Segment>
<Segment StartTime="3346.283" EndTime="3347.897" Participant="me013">
<Pause/> So I think that's - that's pretty good.
</Segment>
<Segment StartTime="3348.930" EndTime="3349.280" Participant="me013">
Um
</Segment>
<Segment StartTime="3349.280" EndTime="3350.618" Participant="me013">
<Pause/> I don't know what the -
</Segment>
<Segment StartTime="3350.618" EndTime="3352.537" Participant="me013">
<Pause/> One of the things I wonder about,
</Segment>
<Segment StartTime="3352.537" EndTime="3355.830" Participant="me013">
<Pause/> coming back to the first results you talked about, is - is
</Segment>
<Segment StartTime="3355.830" EndTime="3358.985" Participant="me013">
<Pause/> how much, <Pause/> uh <Pause/> things could be helped
</Segment>
<Segment StartTime="3358.985" EndTime="3361.915" Participant="me013">
<Pause/> by more parameters.
</Segment>
<Segment StartTime="3361.915" EndTime="3363.981" Participant="me013">
<Pause/> And uh -
</Segment>
<Segment StartTime="3363.981" EndTime="3368.489" Participant="me013">
<Pause/> And uh how many more parameters we can afford to <Emphasis> have, </Emphasis> <VocalSound Description="breath-laugh"/>
</Segment>
<Segment StartTime="3366.144" EndTime="3373.665" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="3368.489" EndTime="3370.838" Participant="me013">
<Pause/> in terms of the uh computational limits.
</Segment>
<Segment StartTime="3370.838" EndTime="3373.350" Participant="me013">
<Pause/> Because <Uncertain> anyway </Uncertain> when we go to
</Segment>
<Segment StartTime="3373.350" EndTime="3375.513" Participant="me013">
<Pause/> <Emphasis> twice </Emphasis> as much <Emphasis> data </Emphasis>
</Segment>
<Segment StartTime="3375.513" EndTime="3378.320" Participant="me013">
<Pause/> and have the <Emphasis> same </Emphasis> number of <Emphasis> parameters, </Emphasis>
</Segment>
<Segment StartTime="3378.320" EndTime="3381.846" Participant="me013">
<Pause/> particularly when it's twice as much data <Emphasis> and </Emphasis> it's quite <Emphasis> diverse, </Emphasis>
</Segment>
<Segment StartTime="3381.846" EndTime="3385.415" Participant="me013">
<Pause/> um, I wonder if having twice as many parameters would <Emphasis> help. </Emphasis>
</Segment>
<Segment StartTime="3385.415" EndTime="3389.121" Participant="me013">
<Pause/> Uh, just have a bigger hidden <Emphasis> layer. </Emphasis>
</Segment>
<Segment StartTime="3386.200" EndTime="3387.030" Participant="mn007">
Mm-hmm.
</Segment>
<Segment StartTime="3386.782" EndTime="3387.706" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="3387.118" EndTime="3387.604" Participant="me034">
<VocalSound Description="breath-laugh"/>
</Segment>
<Segment StartTime="3390.804" EndTime="3391.470" Participant="me013">
Uh
</Segment>
<Segment StartTime="3390.871" EndTime="3392.491" Participant="me006">
<NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="3392.430" EndTime="3392.990" Participant="me013">
But -
</Segment>
<Segment StartTime="3392.990" EndTime="3393.270" Participant="me034">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="3395.342" EndTime="3397.919" Participant="me013">
I <Emphasis> doubt </Emphasis> it would <Pause/> help by forty per <Emphasis> cent. </Emphasis>
</Segment>
<Segment StartTime="3398.170" EndTime="3400.183" Participant="me013">
But <VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="3398.701" EndTime="3399.370" Participant="mn007">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="3399.370" EndTime="3400.113" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="3400.183" EndTime="3401.599" Participant="me013">
<Pause/> but uh
</Segment>
<Segment StartTime="3402.802" EndTime="3403.708" Participant="me013">
<Uncertain> Just </Uncertain> curious.
</Segment>
<Segment StartTime="3403.708" EndTime="3405.840" Participant="me013">
<Pause/> How are we doing on the
</Segment>
<Segment StartTime="3405.840" EndTime="3408.732" Participant="me013">
<Pause/> resources? Disk, and -
</Segment>
<Segment StartTime="3409.986" EndTime="3414.589" Participant="mn007">
I think we're alright, um, <Pause/> not much problems with that.
</Segment>
<Segment StartTime="3411.787" EndTime="3412.260" Participant="me013">
O_K.
</Segment>
<Segment StartTime="3414.589" EndTime="3415.384" Participant="mn007">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="3415.760" EndTime="3416.666" Participant="me013">
Computation?
</Segment>
<Segment StartTime="3417.610" EndTime="3418.395" Participant="mn007">
It's O_K. <VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="3418.145" EndTime="3419.031" Participant="fn002">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="3418.395" EndTime="3422.521" Participant="mn007">
<Pause/> Well this table took uh <Pause/> more than five days to <Emphasis> get </Emphasis> <Uncertain> back </Uncertain>.
</Segment>
<Segment StartTime="3418.523" EndTime="3419.448" Participant="me013">
<VocalSound Description="inbreath"/> We -
</Segment>
<Segment StartTime="3420.823" EndTime="3421.287" Participant="me013">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="3422.005" EndTime="3423.811" Participant="me013">
Yeah. Yeah, well.
</Segment>
<Segment StartTime="3422.509" EndTime="3423.616" Participant="me034">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="3422.770" EndTime="3423.082" Participant="mn007">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="3424.057" EndTime="3425.141" Participant="mn007">
But - <Pause/> Yeah.
</Segment>
<Segment StartTime="3425.141" EndTime="3425.965" Participant="mn007">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="3426.167" EndTime="3430.130" Participant="me013">
Are - were you folks using Gin? <Comment Description="machine name"/> That's a - that just died, you know?
</Segment>
<Segment StartTime="3430.699" EndTime="3433.580" Participant="mn007">
Mmm, no. You were using Gin <Comment Description="machine name"/> perhaps, yeah? <Pause/> No.
</Segment>
<Segment StartTime="3433.382" EndTime="3434.774" Participant="fn002">
No.
</Segment>
<Segment StartTime="3433.989" EndTime="3438.361" Participant="me006">
<VocalSound Description="laugh"/> It just died. <Comment Description="while laughing"/>
</Segment>
<Segment StartTime="3434.021" EndTime="3436.373" Participant="me013">
No? Oh, that's good. O_K. <Pause/>
</Segment>
<Segment StartTime="3435.677" EndTime="3437.050" Participant="fn002">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="3436.373" EndTime="3436.788" Participant="me013">
Yeah,
</Segment>
<Segment StartTime="3436.788" EndTime="3438.454" Participant="me013">
<Pause/> we're gonna get a replacement
</Segment>
<Segment StartTime="3437.050" EndTime="3438.264" Participant="fn002">
Yes.
</Segment>
<Segment StartTime="3438.454" EndTime="3440.286" Participant="me013">
<Pause/> server that'll be a faster server,
</Segment>
<Segment StartTime="3440.286" EndTime="3441.615" Participant="me013">
<Pause/> actually. That'll be - It's a
</Segment>
<Segment StartTime="3440.592" EndTime="3441.209" Participant="mn007">
Hmm. <Comment Description="surprised"/>
</Segment>
<Segment StartTime="3441.615" EndTime="3444.666" Participant="me013">
<Pause/> seven hundred fifty megahertz uh SUN
</Segment>
<Segment StartTime="3444.455" EndTime="3445.220" Participant="me034">
Tonic.
</Segment>
<Segment StartTime="3444.666" EndTime="3445.553" Participant="me013">
<Pause/> uh
</Segment>
<Segment StartTime="3446.377" EndTime="3449.492" Participant="me013">
<Pause/> But it won't be installed for <Pause/> a little while.
</Segment>
<Segment StartTime="3446.851" EndTime="3447.657" Participant="me034">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="3450.172" EndTime="3450.701" Participant="mn007">
Mm-hmm.
</Segment>
<Segment StartTime="3451.978" EndTime="3452.650" Participant="me013">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="3452.650" EndTime="3452.959" Participant="me013">
U-
</Segment>
<Segment StartTime="3452.650" EndTime="3453.590" Participant="me026">
Do we -
</Segment>
<Segment StartTime="3453.208" EndTime="3453.590" Participant="me013">
Go ahead.
</Segment>
<Segment StartTime="3453.590" EndTime="3456.980" Participant="me026">
Do we have that big new I_B_M machine the, I think in th-
</Segment>
<Segment StartTime="3456.408" EndTime="3456.871" Participant="me013">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="3458.140" EndTime="3460.814" Participant="me013">
We have the <Pause/> little tiny I_B_M machine
</Segment>
<Segment StartTime="3458.206" EndTime="3459.738" Participant="me034">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="3460.814" EndTime="3461.601" Participant="me013">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="3461.601" EndTime="3464.680" Participant="me013">
<Pause/> that might someday grow up to be a big <Pause/> I_B_M machine.
</Segment>
<Segment StartTime="3464.680" EndTime="3466.145" Participant="me013">
It's got s- slots for eight,
</Segment>
<Segment StartTime="3466.145" EndTime="3471.026" Participant="me013">
<Pause/> uh I_B_M was donating <Emphasis> five, </Emphasis> I think we only got <Emphasis> two </Emphasis> so far,
</Segment>
<Segment StartTime="3467.349" EndTime="3469.536" Participant="me006">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="3471.026" EndTime="3472.900" Participant="me013">
<Pause/> processors.
</Segment>
<Segment StartTime="3472.900" EndTime="3477.410" Participant="me013">
<Pause/> We had originally hoped we were getting eight hundred megahertz processors. They ended up being five fifty.
</Segment>
<Segment StartTime="3477.410" EndTime="3483.690" Participant="me013">
So instead of having eight processors that were eight hundred megahertz, we ended up with two <Pause/> that are five hundred and fifty megahertz.
</Segment>
<Segment StartTime="3483.690" EndTime="3487.683" Participant="me013">
And more are supposed to come soon and there's only a moderate amount of dat- of memory. So I don't think
</Segment>
<Segment StartTime="3487.683" EndTime="3492.514" Participant="me013">
<Pause/> anybody has been sufficiently excited by it to
</Segment>
<Segment StartTime="3492.514" EndTime="3494.163" Participant="me013">
<Pause/> spend much time
</Segment>
<Segment StartTime="3494.163" EndTime="3497.482" Participant="me013">
<Pause/> uh <Pause/> with it, but uh
</Segment>
<Segment StartTime="3495.164" EndTime="3495.762" Participant="me006">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="3497.740" EndTime="3498.434" Participant="me013">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="3498.434" EndTime="3499.940" Participant="me013">
Hopefully, <Pause/> they'll get us some more
</Segment>
<Segment StartTime="3499.940" EndTime="3503.416" Participant="me013">
<Pause/> parts, soon and -
</Segment>
<Segment StartTime="3504.390" EndTime="3506.285" Participant="me013">
Uh, yeah, I think that'll be - once we get it populated,
</Segment>
<Segment StartTime="3506.285" EndTime="3509.768" Participant="me013">
<Pause/> that'll be a nice <Emphasis> machine. </Emphasis> I mean we <Emphasis> will </Emphasis> ultimately get eight processors in there.
</Segment>
<Segment StartTime="3510.528" EndTime="3516.235" Participant="me013">
And uh - and uh a nice amount of memory. Uh so it'll be a pr- pretty fast Linux machine.
</Segment>
<Segment StartTime="3516.677" EndTime="3521.092" Participant="me026">
And if we can do things on Linux, <Pause/> some of the machines we have going already, like Swede?
</Segment>
<Segment StartTime="3521.040" EndTime="3521.950" Participant="me013">
Mm-hmm.
</Segment>
<Segment StartTime="3521.950" EndTime="3522.250" Participant="me026">
Um
</Segment>
<Segment StartTime="3522.680" EndTime="3524.010" Participant="me026">
It seems pretty fast.
</Segment>
<Segment StartTime="3524.150" EndTime="3524.764" Participant="me013">
Mm-hmm.
</Segment>
<Segment StartTime="3524.699" EndTime="3525.150" Participant="me026">
But -
</Segment>
<Segment StartTime="3525.150" EndTime="3526.739" Participant="me026">
I think Fudge is pretty fast too.
</Segment>
<Segment StartTime="3527.960" EndTime="3531.535" Participant="me013">
Yeah, I mean you can <Emphasis> check </Emphasis> with uh <Pause/> Dave <Emphasis> Johnson. </Emphasis> I mean, it - it's -
</Segment>
<Segment StartTime="3531.535" EndTime="3533.328" Participant="me013">
<Pause/> I <Emphasis> think </Emphasis> the machine is just <Emphasis> sitting </Emphasis> there.
</Segment>
<Segment StartTime="3533.328" EndTime="3535.821" Participant="me013">
And it <Emphasis> does </Emphasis> have two <Emphasis> processors, </Emphasis> you know and -
</Segment>
<Segment StartTime="3535.821" EndTime="3537.263" Participant="me013">
<Pause/> Somebody could do -
</Segment>
<Segment StartTime="3537.263" EndTime="3539.285" Participant="me013">
<Pause/> you know, uh, check out
</Segment>
<Segment StartTime="3539.285" EndTime="3542.137" Participant="me013">
<Pause/> uh the multi-threading <Pause/> libraries. And
</Segment>
<Segment StartTime="3542.137" EndTime="3543.906" Participant="me013">
<Pause/> I mean i- it's possible that the -
</Segment>
<Segment StartTime="3543.906" EndTime="3548.246" Participant="me013">
<Pause/> I mean, I guess the <Emphasis> prudent </Emphasis> thing to do would be for somebody to do the work on -
</Segment>
<Segment StartTime="3548.246" EndTime="3550.686" Participant="me013">
<Pause/> on getting our code running
</Segment>
<Segment StartTime="3550.686" EndTime="3554.172" Participant="me013">
<Pause/> on that machine with <Emphasis> two </Emphasis> processors <Pause/> even though there <Emphasis> aren't </Emphasis> five or eight.
</Segment>
<Segment StartTime="3554.172" EndTime="3556.964" Participant="me013">
There's - there's - there's gonna be <Emphasis> debugging </Emphasis> hassles
</Segment>
<Segment StartTime="3556.964" EndTime="3561.171" Participant="me013">
<Pause/> and then we'd be set for when we <Emphasis> did </Emphasis> have five or eight, to have it really be useful.
</Segment>
<Segment StartTime="3562.098" EndTime="3562.690" Participant="me013">
But.
</Segment>
<Segment StartTime="3562.690" EndTime="3565.250" Participant="me013">
<Pause/> Notice how I said somebody and
</Segment>
<Segment StartTime="3565.141" EndTime="3567.523" Participant="me034">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="3565.250" EndTime="3566.476" Participant="me013">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="3566.476" EndTime="3569.597" Participant="me013">
turned my head your direction. That's one thing you don't get in these recordings. You don't get the -
</Segment>
<Segment StartTime="3568.935" EndTime="3570.593" Participant="me018">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="3569.442" EndTime="3570.255" Participant="me026">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="3569.597" EndTime="3571.249" Participant="me013">
<Pause/> don't get the visuals but -
</Segment>
<Segment StartTime="3571.887" EndTime="3580.636" Participant="me026">
I- is it um <Pause/> mostly um the neural network trainings that are <Pause/> um slowing us down or the H_T_K runs that are slowing us down?
</Segment>
<Segment StartTime="3571.948" EndTime="3574.419" Participant="me006">
<VocalSound Description="laugh"/> <NonVocalSound Description="mike noise"/>
</Segment>
<Segment StartTime="3572.475" EndTime="3574.182" Participant="me034">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="3581.150" EndTime="3582.485" Participant="me013">
Uh, I think yes.
</Segment>
<Segment StartTime="3582.485" EndTime="3584.640" Participant="me013">
<Pause/> Uh, <VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="3582.948" EndTime="3583.959" Participant="me018">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="3583.102" EndTime="3584.640" Participant="me034">
<VocalSound Description="laugh"/>
</Segment>
<Segment StartTime="3585.024" EndTime="3587.823" Participant="me013">
Isn't that right? I mean I think you're - you're sort of held up by both, right?
</Segment>
<Segment StartTime="3587.823" EndTime="3590.722" Participant="me013">
<Pause/> If the - if the neural net trainings were a hundred times faster
</Segment>
<Segment StartTime="3590.722" EndTime="3592.969" Participant="me013">
<Pause/> you still wouldn't <Pause/> be anything -
</Segment>
<Segment StartTime="3592.969" EndTime="3595.094" Participant="me013">
<Pause/> running through these a hundred times faster because you'd
</Segment>
<Segment StartTime="3595.094" EndTime="3597.480" Participant="me013">
<Pause/> be stuck by the H_T_K trainings, right?
</Segment>
<Segment StartTime="3595.386" EndTime="3596.066" Participant="mn007">
Mmm.
</Segment>
<Segment StartTime="3597.084" EndTime="3597.400" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="3597.480" EndTime="3599.940" Participant="me013">
<Pause/> But if the H_T_K - I mean I think they're both -
</Segment>
<Segment StartTime="3599.940" EndTime="3601.330" Participant="me013">
It sounded like they were roughly equal?
</Segment>
<Segment StartTime="3601.590" EndTime="3602.262" Participant="me013">
Is that about right?
</Segment>
<Segment StartTime="3602.785" EndTime="3603.317" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="3603.526" EndTime="3603.988" Participant="me013">
Yeah.
</Segment>
<Segment StartTime="3605.207" EndTime="3611.980" Participant="me026">
Because, um <Pause/> I <Emphasis> think </Emphasis> that'll be running Linux, and Sw- Swede and Fudge are already running Linux so, <Pause/> um I could try to
</Segment>
<Segment StartTime="3612.250" EndTime="3619.475" Participant="me026">
get <Pause/> um the train- the neural network trainings or the H_T_K stuff running under Linux, and to start with I'm <Pause/> wondering which one I should pick first.
</Segment>
<Segment StartTime="3619.544" EndTime="3620.142" Participant="me013">
<VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="3620.142" EndTime="3622.724" Participant="me013">
Uh, probably the neural net cuz it's probably - it - it's -
</Segment>
<Segment StartTime="3622.724" EndTime="3624.250" Participant="me013">
<Pause/> it's um -
</Segment>
<Segment StartTime="3624.250" EndTime="3625.470" Participant="me013">
<Pause/> Well, I - I don't know.
</Segment>
<Segment StartTime="3625.470" EndTime="3626.359" Participant="me013">
<Pause/> They both -
</Segment>
<Segment StartTime="3626.359" EndTime="3629.747" Participant="me013">
<Pause/> H_T_K we use for
</Segment>
<Segment StartTime="3629.747" EndTime="3630.535" Participant="me013">
<Pause/> um
</Segment>
<Segment StartTime="3630.535" EndTime="3632.187" Participant="me013">
<Pause/> this Aurora stuff
</Segment>
<Segment StartTime="3632.187" EndTime="3633.044" Participant="me013">
<Pause/> Um
</Segment>
<Segment StartTime="3633.696" EndTime="3635.190" Participant="me013">
<Pause/> Um, I think
</Segment>
<Segment StartTime="3635.190" EndTime="3637.670" Participant="me013">
<Pause/> It's not <Emphasis> clear </Emphasis> yet what we're gonna use
</Segment>
<Segment StartTime="3637.670" EndTime="3640.267" Participant="me013">
<Pause/> for trainings uh -
</Segment>
<Segment StartTime="3640.267" EndTime="3642.404" Participant="me013">
<Pause/> Well,
</Segment>
<Segment StartTime="3642.404" EndTime="3645.494" Participant="me013">
<Pause/> there's the trainings uh - is it the <Emphasis> training </Emphasis> that takes the time, or the <Emphasis> decoding? </Emphasis>
</Segment>
<Segment StartTime="3645.494" EndTime="3648.051" Participant="me013">
<Pause/> Uh, is it about equal <Pause/> between the two?
</Segment>
<Segment StartTime="3648.051" EndTime="3649.830" Participant="me013">
<Pause/> For - for Aurora?
</Segment>
<Segment StartTime="3649.130" EndTime="3649.994" Participant="mn007">
For H_T_K?
</Segment>
<Segment StartTime="3650.445" EndTime="3651.962" Participant="me013">
<Pause/> For - Yeah. For the Aurora?
</Segment>
<Segment StartTime="3652.720" EndTime="3653.320" Participant="mn007">
Uh
</Segment>
<Segment StartTime="3653.670" EndTime="3655.369" Participant="mn007">
<Emphasis> Training </Emphasis> is longer. <Pause/>
</Segment>
<Segment StartTime="3655.108" EndTime="3655.630" Participant="me013">
O_K.
</Segment>
<Segment StartTime="3655.369" EndTime="3655.865" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="3657.240" EndTime="3657.855" Participant="me013">
O_K.
</Segment>
<Segment StartTime="3658.880" EndTime="3660.475" Participant="me013">
Well, I don't know how we can -
</Segment>
<Segment StartTime="3660.475" EndTime="3661.997" Participant="me013">
<Pause/> I don't know how to -
</Segment>
<Segment StartTime="3661.997" EndTime="3664.294" Participant="me013">
<Pause/> Do we have H_T_K source? Is that -
</Segment>
<Segment StartTime="3664.716" EndTime="3665.590" Participant="mn007">
Mmm.
</Segment>
<Segment StartTime="3665.451" EndTime="3666.010" Participant="me013">
Yeah.
</Segment>
<Segment StartTime="3668.080" EndTime="3669.975" Participant="me013">
You would <Emphasis> think </Emphasis> that would fairly trivially -
</Segment>
<Segment StartTime="3669.975" EndTime="3673.038" Participant="me013">
<Pause/> the <Emphasis> training </Emphasis> would, <Emphasis> anyway, </Emphasis> th- the <Emphasis> testing </Emphasis>
</Segment>
<Segment StartTime="3673.038" EndTime="3674.248" Participant="me013">
<Pause/> uh I don't - I don't
</Segment>
<Segment StartTime="3674.248" EndTime="3675.668" Participant="me013">
<Pause/> think would
</Segment>
<Segment StartTime="3675.668" EndTime="3677.215" Participant="me013">
<Pause/> parallelize all that well.
</Segment>
<Segment StartTime="3677.215" EndTime="3678.797" Participant="me013">
<Pause/> But I think <Pause/> that <Pause/> you could
</Segment>
<Segment StartTime="3678.797" EndTime="3680.750" Participant="me013">
<Pause/> certainly do d- um,
</Segment>
<Segment StartTime="3680.750" EndTime="3684.231" Participant="me013">
<Pause/> distributed, sort of - <Pause/> Ah, no, it's the -
</Segment>
<Segment StartTime="3684.231" EndTime="3685.210" Participant="me013">
<Pause/> each individual
</Segment>
<Segment StartTime="3685.210" EndTime="3686.316" Participant="me013">
<Pause/> sentence
</Segment>
<Segment StartTime="3686.316" EndTime="3689.134" Participant="me013">
<Pause/> is pretty tricky to parallelize.
</Segment>
<Segment StartTime="3689.134" EndTime="3691.879" Participant="me013">
<Pause/> But you could split up the sentences in a test set.
</Segment>
<Segment StartTime="3690.923" EndTime="3695.170" Participant="me018">
They <Emphasis> have </Emphasis> a - they have a thing for <Emphasis> doing </Emphasis> that and th- they have for <Emphasis> awhile, </Emphasis> in H_T_<Emphasis> K. </Emphasis>
</Segment>
<Segment StartTime="3695.483" EndTime="3695.807" Participant="me013">
Yeah?
</Segment>
<Segment StartTime="3695.550" EndTime="3697.890" Participant="me018">
And you can parallelize the training.
</Segment>
<Segment StartTime="3698.450" EndTime="3701.345" Participant="me018">
And run it on several machines and it just basically keeps counts.
</Segment>
<Segment StartTime="3698.587" EndTime="3698.990" Participant="me013">
Aha!
</Segment>
<Segment StartTime="3701.345" EndTime="3702.235" Participant="me018">
And there's something -
</Segment>
<Segment StartTime="3702.235" EndTime="3705.684" Participant="me018">
<Pause/> a final <Pause/> thing that you run and it accumulates all the counts together.
</Segment>
<Segment StartTime="3705.628" EndTime="3706.403" Participant="me013">
I see.
</Segment>
<Segment StartTime="3705.664" EndTime="3706.316" Participant="mn007">
Mmm.
</Segment>
<Segment StartTime="3706.640" EndTime="3710.320" Participant="me018">
I don't what their scripts are <Pause/> set up to do for the <Emphasis> Aurora </Emphasis> stuff, but -
</Segment>
<Segment StartTime="3709.838" EndTime="3710.453" Participant="mn007">
Yeah.
</Segment>
<Segment StartTime="3710.940" EndTime="3713.535" Participant="me013">
Something that we haven't really settled on yet is other than
</Segment>
<Segment StartTime="3713.535" EndTime="3717.009" Participant="me013">
<Pause/> this <Emphasis> Aurora </Emphasis> stuff, <Pause/> uh what do we do, large vocabulary
</Segment>
<Segment StartTime="3717.009" EndTime="3719.233" Participant="me013">
<Pause/> training slash testing
</Segment>
<Segment StartTime="3719.233" EndTime="3721.930" Participant="me013">
<Pause/> for uh tandem systems.
</Segment>
<Segment StartTime="3721.930" EndTime="3724.670" Participant="me013">
<Pause/> Cuz we hadn't really <Emphasis> done </Emphasis> much with tandem systems for larger stuff.
</Segment>
<Segment StartTime="3724.670" EndTime="3727.669" Participant="me013">
<Pause/> Cuz we had this one collaboration with C_M_U and we used SPHINX.
</Segment>
<Segment StartTime="3727.669" EndTime="3731.617" Participant="me013">
<Pause/> Uh, we're also gonna be collaborating with S_R_I and we have their - have <Emphasis> theirs. </Emphasis>
</Segment>
<Segment StartTime="3731.617" EndTime="3733.743" Participant="me013">
<Pause/> Um <Pause/> So
</Segment>
<Segment StartTime="3733.743" EndTime="3735.351" Participant="me013">
<Pause/> I don't know
</Segment>
<Segment StartTime="3736.222" EndTime="3736.905" Participant="me013">
Um.
</Segment>
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So I - I think the - the advantage of going with the neural net thing is that we're gonna use the neural net trainings,
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no matter what,
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O_K.
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for a lot of the things we're doing,
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whereas, w- exactly which
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H_M_M - Gaussian-mixture-based H_M_M thing we use is gonna depend
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uh
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<VocalSound Description="inbreath"/>
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So with that,
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maybe we should uh <VocalSound Description="breath"/>
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go to our
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And, it's about eleven fifty.
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Uh, I can - I can start over here.
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three <Comment Description="Digits"/>
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four <Comment Description="Digits"/>
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five <Comment Description="Digits"/>
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seven one nine O_ O_ <Comment Description="Digits"/>
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eight one O_ <Comment Description="Digits"/>
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nine eight zero seven six zero eight <Comment Description="Digits"/>
</Segment>
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O_ five one <Comment Description="Digits"/>
</Segment>
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zero <Comment Description="Digits"/>
</Segment>
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one <Comment Description="Digits"/>
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two <Comment Description="Digits"/>
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four one <Comment Description="Digits"/>
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five two nine zero four <Comment Description="Digits"/>
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six <Comment Description="Digits"/>
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seven eight three six <Comment Description="Digits"/>
</Segment>
<Segment StartTime="4109.017" EndTime="4112.490" Participant="me013">
Great, uh, could you give Adam a call. Tell him to
</Segment>
<Segment StartTime="4112.504" EndTime="4117.786" Participant="me006">
Oh. <Comment Description="removes microphone"/>
</Segment>
<Segment StartTime="4112.820" EndTime="4114.170" Participant="me013">
He's at two nine seven seven.
</Segment>
<Segment StartTime="4115.220" EndTime="4118.940" Participant="me013">
<Uncertain> O_K. </Uncertain> I think we can <VocalSound Description="inbreath"/>
</Segment>
<Segment StartTime="4119.340" EndTime="4121.060" Participant="me013">
<Uncertain NumSyllables="1"> @@ </Uncertain> You know Herve's coming tomorrow, right?
</Segment>
<Segment StartTime="4124.170" EndTime="4127.250" Participant="me013">
Herve will be giving a talk, yeah, talk at eleven.
</Segment>
<Segment StartTime="4127.033" EndTime="4128.462" Participant="me006" CloseMic="false">
Hello, is Adam there?
</Segment>
<Segment StartTime="4128.462" EndTime="4129.697" Participant="me006" CloseMic="false">
Hey Adam, this is Barry.
</Segment>
<Segment StartTime="4129.697" EndTime="4131.584" Participant="me006" CloseMic="false">
Yeah we're all done.
</Segment>
<Segment StartTime="4131.584" EndTime="4134.133" Participant="me006" CloseMic="false">
O_K, thanks. Bye bye. <NonVocalSound Description="phone hangs up"/>
</Segment>
<Segment StartTime="4134.287" EndTime="4136.430" Participant="me013">
Did uh, did everybody sign these consent
</Segment>
<Segment StartTime="4136.970" EndTime="4137.990" Participant="me013">
Er everybody
</Segment>
<Segment StartTime="4138.802" EndTime="4143.330" Participant="me013">
Has everyone signed a consent form before, on previous meetings? You don't have to do it again each time
</Segment>
<Segment StartTime="4145.070" EndTime="4145.950" Participant="me013">
Yes.
</Segment>
<Segment StartTime="4147.040" EndTime="4148.250" Participant="me013">
<Uncertain> microphones off </Uncertain>
</Segment>
</Transcript>
</Meeting>