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Flores+ Dev Scores

Language F1 Precision Recall
__label__ace_Arab 0.8769551616266945 0.9131378935939196 0.843530591775326
__label__ace_Latn 0.9740000000000001 0.9710867397806581 0.9769307923771314
__label__acm_Arab 0.001990049751243781 0.125 0.0010030090270812437
__label__acq_Arab 0.0 0.0 0.0
__label__aeb_Arab 0.056980056980056974 0.5357142857142857 0.03009027081243731
__label__afr_Latn 0.9848790322580645 0.9898682877406282 0.9799398194583752
__label__als_Latn 0.9984932194876946 1.0 0.9969909729187563
__label__amh_Ethi 0.996996996996997 0.995004995004995 0.9989969909729187
__label__apc_Arab 0.0815956482320943 0.42452830188679247 0.04513540621865597
__label__arb_Arab 0.2786632390745501 0.1680446465481604 0.8154463390170511
__label__ars_Arab 0.0 0.0 0.0
__label__ary_Arab 0.42615012106537525 0.5374045801526718 0.3530591775325978
__label__arz_Arab 0.23768115942028983 0.4281984334203655 0.16449348044132397
__label__asm_Beng 1.0 1.0 1.0
__label__ast_Latn 0.93608029582673 0.9888392857142857 0.8886659979939819
__label__awa_Deva 0.22990492653414002 0.83125 0.1334002006018054
__label__ayr_Latn 0.9924204143506822 1.0 0.9849548645937813
__label__azb_Arab 0.7385295743504697 0.8226600985221675 0.6700100300902708
__label__azj_Latn 0.9969818913480886 1.0 0.9939819458375125
__label__bak_Cyrl 0.9959718026183283 1.0 0.9919759277833501
__label__bam_Latn 0.5030525030525032 0.4232876712328767 0.6198595787362087
__label__ban_Latn 0.888157894736842 0.9794437726723095 0.8124373119358074
__label__bel_Cyrl 0.9994982438534872 1.0 0.9989969909729187
__label__bem_Latn 0.9615384615384615 0.9978425026968716 0.9277833500501504
__label__ben_Beng 0.9979899497487438 1.0 0.995987963891675
__label__bho_Deva 0.4394785847299814 0.5765472312703583 0.3550651955867603
__label__bjn_Arab 0.8843398157625385 0.9028213166144201 0.8665997993981945
__label__bjn_Latn 0.8906882591093117 0.898876404494382 0.8826479438314945
__label__bod_Tibt 0.8912319644839066 0.9975155279503105 0.8054162487462387
__label__bos_Latn 0.07969639468690703 0.7368421052631579 0.04212637913741224
__label__bug_Latn 0.9621957534955982 0.9946466809421841 0.9317953861584755
__label__bul_Cyrl 0.9885057471264369 0.9850597609561753 0.9919759277833501
__label__cat_Latn 0.9608040201005026 0.9627391742195368 0.958876629889669
__label__ceb_Latn 0.9409937888198758 0.9721925133689839 0.9117352056168505
__label__ces_Latn 0.9899193548387096 0.9949341438703141 0.9849548645937813
__label__cjk_Latn 0.27288428324697755 0.9813664596273292 0.1584754262788365
__label__ckb_Arab 1.0 1.0 1.0
__label__cmn_Hans 0.8920863309352518 0.9950617283950617 0.8084252758274825
__label__cmn_Hant 0.2700854700854701 0.9132947976878613 0.1584754262788365
__label__crh_Latn 0.9727225939269172 0.9989429175475687 0.9478435305917753
__label__cym_Latn 1.0 1.0 1.0
__label__dan_Latn 0.9060654857756307 0.9745958429561201 0.8465396188565697
__label__deu_Latn 0.9919517102615695 0.9949545913218971 0.9889669007021064
__label__dik_Latn 0.9904088844018172 0.9969512195121951 0.9839518555667001
__label__dyu_Latn 0.005357142857142857 0.024390243902439025 0.003009027081243731
__label__dzo_Tibt 0.9326424870466322 0.8792184724689165 0.9929789368104313
__label__ekk_Latn 0.9959798994974874 0.9979859013091642 0.9939819458375125
__label__ell_Grek 1.0 1.0 1.0
__label__eng_Latn 0.973305954825462 0.9968454258675079 0.950852557673019
__label__epo_Latn 0.994475138121547 0.9959758551307847 0.9929789368104313
__label__eus_Latn 0.9984962406015037 0.9979959919839679 0.9989969909729187
__label__ewe_Latn 0.9929435483870966 0.9979736575481256 0.9879638916750251
__label__fao_Latn 0.9787234042553191 0.9887410440122825 0.9689067201604814
__label__fij_Latn 0.9893992932862191 0.9959349593495935 0.9829488465396189
__label__fil_Latn 0.9839679358717435 0.982982982982983 0.9849548645937813
__label__fin_Latn 0.9954841946813848 0.9959839357429718 0.9949849548645938
__label__fon_Latn 0.9908906882591093 1.0 0.9819458375125376
__label__fra_Latn 0.9769585253456221 0.997907949790795 0.9568706118355065
__label__fur_Latn 0.9863152559553979 0.9969262295081968 0.9759277833500501
__label__fuv_Latn 0.7742331288343559 0.9968404423380727 0.6328986960882648
__label__gaz_Latn 0.9848024316109423 0.9948822927328557 0.9749247743229689
__label__gla_Latn 1.0 1.0 1.0
__label__gle_Latn 0.998995983935743 1.0 0.9979939819458375
__label__glg_Latn 0.9543823680164017 0.9758909853249476 0.9338014042126379
__label__gug_Latn 0.9790495656617273 0.9979166666666667 0.9608826479438315
__label__guj_Gujr 1.0 1.0 1.0
__label__hat_Latn 0.9905047476261869 0.9870517928286853 0.9939819458375125
__label__hau_Latn 0.9929929929929929 0.991008991008991 0.9949849548645938
__label__heb_Hebr 0.9994982438534872 1.0 0.9989969909729187
__label__hin_Deva 0.7279549718574109 0.6837004405286343 0.7783350050150452
__label__hne_Deva 0.3452380952380953 0.6685878962536023 0.23269809428284854
__label__hrv_Latn 0.5337487019730011 0.5532831001076426 0.5155466399197592
__label__hun_Latn 0.9964771011575239 1.0 0.9929789368104313
__label__hye_Armn 1.0 1.0 1.0
__label__ibo_Latn 0.9679089026915113 1.0 0.9378134403209629
__label__ilo_Latn 0.9969879518072289 0.9979899497487437 0.995987963891675
__label__ind_Latn 0.7509615384615386 0.7211449676823638 0.7833500501504513
__label__isl_Latn 0.9843828715365239 0.9888663967611336 0.9799398194583752
__label__ita_Latn 0.9775336994508238 0.9731610337972167 0.9819458375125376
__label__jav_Latn 0.883819628647215 0.9380630630630631 0.835506519558676
__label__jpn_Jpan 0.9950099800399202 0.9900695134061569 1.0
__label__kab_Latn 0.8644880174291938 0.7642526964560863 0.9949849548645938
__label__kac_Latn 0.9883307965499747 1.0 0.9769307923771314
__label__kam_Latn 0.48097412480974133 0.9968454258675079 0.316950852557673
__label__kan_Knda 1.0 1.0 1.0
__label__kas_Arab 0.9711042311661506 1.0 0.9438314944834504
__label__kas_Deva 0.5189873417721519 0.8682352941176471 0.37011033099297896
__label__kat_Geor 1.0 1.0 1.0
__label__kaz_Cyrl 0.998995983935743 1.0 0.9979939819458375
__label__kbp_Latn 1.0 1.0 1.0
__label__kea_Latn 0.8375072801397787 0.9986111111111111 0.7211634904714143
__label__khk_Cyrl 0.9969849246231156 0.998992950654582 0.9949849548645938
__label__khm_Khmr 1.0 1.0 1.0
__label__kik_Latn 0.9644076060458313 0.9383301707779886 0.9919759277833501
__label__kin_Latn 0.9004149377593361 0.9323308270676691 0.8706118355065195
__label__kir_Cyrl 0.9949748743718593 0.9969788519637462 0.9929789368104313
__label__kmb_Latn 0.6932635709614128 0.9962406015037594 0.5315947843530592
__label__kmr_Latn 0.9969818913480886 1.0 0.9939819458375125
__label__knc_Arab 0.6872942725477288 1.0 0.5235707121364093
__label__knc_Latn 0.9444738233738762 0.9988814317673378 0.8956870611835507
__label__kor_Hang 1.0 1.0 1.0
__label__ktu_Latn 0.9433562731604023 0.9988789237668162 0.8936810431293881
__label__lao_Laoo 1.0 1.0 1.0
__label__lij_Latn 0.9775967413441955 0.9927611168562565 0.9628886659979939
__label__lim_Latn 0.9236559139784946 0.9953650057937428 0.8615847542627884
__label__lin_Latn 0.9797365754812564 0.9897645854657113 0.9699097291875627
__label__lit_Latn 0.9979939819458375 0.9979939819458375 0.9979939819458375
__label__lmo_Latn 0.9145021645021645 0.9929494712103408 0.847542627883651
__label__ltg_Latn 0.988855116514691 0.9989764585465711 0.9789368104312939
__label__ltz_Latn 0.9811320754716981 0.9979253112033195 0.9648946840521565
__label__lua_Latn 0.8844221105527638 0.9974811083123426 0.794383149448345
__label__lug_Latn 0.9658685685175751 0.9813664596273292 0.950852557673019
__label__luo_Latn 0.9589183567342694 0.9956803455723542 0.9247743229689067
__label__lus_Latn 0.9695090439276487 1.0 0.9408224674022067
__label__lvs_Latn 0.9924812030075187 0.9919839679358717 0.9929789368104313
__label__mag_Deva 0.45280235988200596 0.8551532033426184 0.30792377131394183
__label__mai_Deva 0.7798377752027811 0.9231824417009602 0.675025075225677
__label__mal_Mlym 1.0 1.0 1.0
__label__mar_Deva 0.9704081632653062 0.9875389408099688 0.9538615847542627
__label__min_Latn 0.9590163934426229 0.9801047120418848 0.9388164493480441
__label__mkd_Cyrl 0.9793103448275863 0.9622458857696031 0.9969909729187563
__label__mlt_Latn 0.9979899497487438 1.0 0.995987963891675
__label__mni_Beng 0.9989969909729187 0.9989969909729187 0.9989969909729187
__label__mos_Latn 0.9256465517241379 1.0 0.8615847542627884
__label__mri_Latn 0.9979959919839679 0.996996996996997 0.9989969909729187
__label__mya_Mymr 1.0 1.0 1.0
__label__nld_Latn 0.9475232957332026 0.927063339731286 0.9689067201604814
__label__nno_Latn 0.8844056706652126 0.9689366786140979 0.8134403209628887
__label__nob_Latn 0.8450292397660819 0.8218009478672986 0.8696088264794383
__label__npi_Deva 0.8961284230406044 0.8465655664585192 0.9518555667001003
__label__nso_Latn 0.9711042311661506 1.0 0.9438314944834504
__label__nus_Latn 0.997491219267436 0.9979919678714859 0.9969909729187563
__label__nya_Latn 0.9432176656151419 0.9911602209944751 0.8996990972918756
__label__oci_Latn 0.9672088820036148 0.9968068121341139 0.9393179538615848
__label__ory_Orya 1.0 1.0 1.0
__label__pag_Latn 0.9679420889348501 0.9989327641408752 0.9388164493480441
__label__pan_Guru 1.0 1.0 1.0
__label__pap_Latn 0.9678407350689127 0.9854469854469855 0.950852557673019
__label__pbt_Arab 0.9964982491245622 0.9940119760479041 0.9989969909729187
__label__pes_Arab 0.126232741617357 0.183206106870229 0.09628886659979939
__label__plt_Latn 0.9565672422815281 1.0 0.9167502507522568
__label__pol_Latn 0.9826818406729343 0.9697265625 0.995987963891675
__label__por_Latn 0.9805097451274362 0.9770916334661355 0.9839518555667001
__label__prs_Arab 0.3546875 0.8021201413427562 0.22768304914744233
__label__quy_Latn 0.9964947421131698 0.995 0.9979939819458375
__label__ron_Latn 0.9984962406015037 0.9979959919839679 0.9989969909729187
__label__run_Latn 0.7776442307692307 0.9700149925037481 0.6489468405215647
__label__rus_Cyrl 0.9899091826437941 0.9959390862944163 0.9839518555667001
__label__sag_Latn 0.9653029518384258 0.9978586723768736 0.9348044132397192
__label__san_Deva 0.9400530503978779 0.9977477477477478 0.8886659979939819
__label__sat_Olck 1.0 1.0 1.0
__label__scn_Latn 0.9969879518072289 0.9979899497487437 0.995987963891675
__label__shn_Mymr 1.0 1.0 1.0
__label__sin_Sinh 1.0 1.0 1.0
__label__slk_Latn 0.9843196762771876 0.9928571428571429 0.9759277833500501
__label__slv_Latn 0.9659793814432989 0.9936373276776246 0.9398194583751254
__label__smo_Latn 0.9919191919191918 0.9989827060020345 0.9849548645937813
__label__sna_Latn 0.9873417721518987 0.9969325153374233 0.9779338014042126
__label__snd_Arab 0.9994982438534872 1.0 0.9989969909729187
__label__som_Latn 0.9940179461615154 0.9881070366699702 1.0
__label__sot_Latn 0.9117647058823528 0.9976162097735399 0.839518555667001
__label__spa_Latn 0.9505247376311844 0.9472111553784861 0.9538615847542627
__label__srd_Latn 0.985256736146416 0.9989690721649485 0.9719157472417251
__label__srp_Cyrl 0.9919436052366566 0.9959555106167847 0.9879638916750251
__label__ssw_Latn 0.9143167028199566 0.9952774498229043 0.8455366098294884
__label__sun_Latn 0.9154855643044619 0.960352422907489 0.8746238716148446
__label__swe_Latn 0.9806320081549439 0.9968911917098445 0.9648946840521565
__label__swh_Latn 0.9519607843137255 0.9309683604985618 0.9739217652958877
__label__szl_Latn 0.8847874720357941 1.0 0.7933801404212638
__label__tam_Taml 1.0 1.0 1.0
__label__taq_Latn 0.7184092366901861 0.99644128113879 0.5616850551654965
__label__taq_Tfng 0.9875559980089597 0.9802371541501976 0.9949849548645938
__label__tat_Cyrl 0.993963782696177 0.9969727547931383 0.9909729187562688
__label__tel_Telu 1.0 1.0 1.0
__label__tgk_Cyrl 0.9994982438534872 1.0 0.9989969909729187
__label__tha_Thai 1.0 1.0 1.0
__label__tir_Ethi 0.9954659949622167 1.0 0.9909729187562688
__label__tpi_Latn 0.9657676348547718 1.0 0.9338014042126379
__label__tsn_Latn 0.9588353413654619 0.9597989949748744 0.9578736208625878
__label__tso_Latn 0.9758850692662905 0.9989495798319328 0.9538615847542627
__label__tuk_Latn 1.0 1.0 1.0
__label__tum_Latn 0.972193614830072 0.9989417989417989 0.9468405215646941
__label__tur_Latn 0.9860973187686196 0.976401179941003 0.995987963891675
__label__twi_Latn 0.9698064516129032 0.998936735778841 0.9423269809428285
__label__uig_Arab 1.0 1.0 1.0
__label__ukr_Cyrl 0.9969879518072289 0.9979899497487437 0.995987963891675
__label__umb_Latn 0.5148809523809524 0.9971181556195965 0.34704112337011034
__label__urd_Arab 0.9595765158806545 0.9222941720629048 1.0
__label__uzn_Latn 0.9969818913480886 1.0 0.9939819458375125
__label__vec_Latn 0.9648033126293996 0.9967914438502674 0.9348044132397192
__label__vie_Latn 1.0 1.0 1.0
__label__war_Latn 0.9712820512820514 0.993704092339979 0.9498495486459378
__label__wol_Latn 0.9847405900305188 0.9989680082559339 0.970912738214644
__label__xho_Latn 0.8428019856591284 0.9362745098039216 0.7662988966900702
__label__ydd_Hebr 0.998997995991984 0.997997997997998 1.0
__label__yor_Latn 0.9790495656617273 0.9979166666666667 0.9608826479438315
__label__yue_Hant 0.7140255009107468 0.5606407322654462 0.9829488465396189
__label__zgh_Tfng 0.9534275248560963 0.9967177242888403 0.9137412236710131
__label__zsm_Latn 0.7494529540481399 0.8243080625752106 0.6870611835506519
__label__zul_Latn 0.8820074746396157 0.9429223744292238 0.8284854563691073

Aggregate Score By Augmentation Set

Augmentation Set F1 Precision Recall
dev/add 0.48092660669092796 0.9532911503647069 0.321580505061984
dev/addemojis 0.8164461067968222 0.9401100846557441 0.7215340603090058
dev/antspeak 0.3958294014614974 0.599971895451078 0.29533921962933135
dev/cyrillic 0.49392381648850364 0.8997609936395575 0.34039063001813324
dev/floresplus 0.8948674469581042 0.9383270180460013 0.855255421436724
dev/delete 0.8363836107596407 0.9357556930753614 0.7560909328972139
dev/hashtag 0.3529956505826176 0.2692705249270213 0.5122806844177854
dev/html 0.8703417919550287 0.939206473654994 0.8108858595490906
dev/leetspeak 0.6230435479177496 0.9209519022579647 0.47076203981402337
dev/ngrams 0.7675099779363054 0.8604978056041495 0.6926592585638689
dev/short 0.4104477458869283 0.35089079048888266 0.49435498614068807
dev/spongebob 0.7551688789282452 0.9311096624655947 0.6351517607008217
dev/swap 0.7649188681775513 0.9328810859625545 0.6482106417775494
dev/url 0.8403715149884999 0.9452810966009076 0.7564219752854623
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