metadata
language:
- en
license: apache-2.0
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- dense
- generated_from_trainer
- dataset_size:1627
- loss:MatryoshkaLoss
- loss:MultipleNegativesRankingLoss
base_model: google-bert/bert-base-uncased
widget:
- source_sentence: >-
On which specific context should the controller verify the identity of a
data subject?
sentences:
- >-
Where personal data are processed for the purposes of direct marketing,
the data subject should have the right to object to such processing,
including profiling to the extent that it is related to such direct
marketing, whether with regard to initial or further processing, at any
time and free of charge. That right should be explicitly brought to the
attention of the data subject and presented clearly and separately from
any other information. 4.5.2016 L 119/13 Official Journal of the
European Union EN
- >-
The controller should use all reasonable measures to verify the identity
of a data subject who requests access, in particular in the context of
online services and online identifiers. A controller should not retain
personal data for the sole purpose of being able to react to potential
requests.
- >
Any person who, in contravention of the provisions of this law or of the
provisions of lawfully ratified multilateral international conventions
on the protection of copyright, unlawfully makes a fixation of a work or
of copies, reproduces them directly or indirectly, temporarily or
permanently in any form, in whole or in part, translates, adapts, alters
or transforms them, or distributes them to the public by sale or other
means, or possesses with the intent of distributing them, rents,
performs in public, broadcasts by radio or television or any other
means, communicates to the public works or copies by any means, imports
copies of a work illegally produced abroad without the consent of the
author and, in general, exploits works, reproductions or copies being
the object of copyright or acts against the moral right of the author to
decide freely on the publication and the presentation of his work to the
public without additions or deletions, shall be liable to imprisonment
of no less than a year and to a fine from 2.900-15.000 Euro.
Without the permission of the performers: fixes their performance;
directly or indirectly, temporarily or permanently reproduces by any
means and form, in whole or in part, the fixation of their performance;
distributes to the public the fixation of their performance or possesses
them with the purpose of distribution; rents the fixation of their
performance; broadcasts by radio and television by any means, the live
performance, unless such broadcasting is rebroadcasting of a legitimate
broadcasting; communicates to the public the live performance made by
any means, except radio and television broadcasting; makes available to
the public, by wire or wireless means, in such a way that members of the
public may access them from a place and at a time individually chosen by
them, the fixation of their performance.
Without the permission of phonogram producers (producers of sound
recordings): directly or indirectly, temporarily or permanently
reproduces by any means and form, in whole or in part, their phonograms;
distributes to the public the above recordings, or possesses them with
the purpose of distribution; rents the said recordings; makes available
to the public, by wire or wireless means, in such a way that members of
the public may access them from a place and at a time individually
chosen by them, their phonograms; imports the said recordings produced
abroad without their consent.
Without the permission of producers of audiovisual works (producers of
visual or sound and visual recordings): directly or indirectly,
temporarily or permanently reproduces by any means and form, in whole or
in part, the original and the copies of their films; distributes to the
public the above recordings, including the copies thereof, or possesses
them with the purpose of distribution; rents the said recordings; makes
available to the public, by wire or wireless means, in such a way that
members of the public may access them from a place and at a time
individually chosen by them, the original and the copies of their films;
imports the said recordings produced abroad without their consent;
broadcasts by radio or television by any means including satellite
transmission and cable retransmission, as well as the communication to
the public.
Without the permission of radio and television organizations:
rebroadcasts their broadcasts by any means; presents their broadcasts to
the public in places accessible to the public against payment of an
entrance fee; fixes their broadcasts on sound or sound and visual
recordings, regardless of whether the broadcasts are transmitted by wire
or by the air, including by cable or satellite; directly or indirectly,
temporarily or permanently reproduces by any means and form, in whole or
in part, the fixation of their broadcasts; distributes to the public the
recordings containing the fixation or their broadcasts; rents the
recordings containing the fixation of their broadcasts; makes available
to the public, by wire or wireless means, in such a way that members of
the public may access them from a place and at a time individually
chosen by them, the fixation of their broadcasts.
If the financial gain sought or the damage caused by the perpetration of
an act listed in paragraphs (1) and (2), above, is particularly great,
the sanction shall be not less than two years imprisonment and a fine of
from 2 to 10 million drachmas. If the guilty party has perpetrated any
of the aforementioned acts by profession or at a commercial scale or if
the circumstances in connection with the perpetration of the act
indicate that the guilty party poses a serious threat to the protection
of copyright or related rights, the sanction shall be imprisonment of up
to ten (10) years and a fine of from 5 to 10 million drachmas, together
with the withdrawal of the trading license of the undertaking which has
served as the vehicle for the act. The act shall be likewise deemed to
have been perpetrated by way of standard practice if the guilty party
has on a previous occasion been convicted of a contravention pursuant to
the provisions of the Article or for a violation of the preceding
copyright legislation and sentenced to a non-redeemable period of
imprisonment. Any infringement of copyright and related rights in the
form of felony is tried by the competent Three-member Court of Appeal
for Felonies.
Any person who did not pay the remuneration provided for by Article 18,
paragraph (3) hereof to a collecting society is punished with the
sanction of paragraph (1), (2) and (3). The same sentence is imposed on
the debtor who, after the issuance of the decision of the one-member
first instance court, does not submit the declaration under the
provisions of article 18, par. 6, of this law.
The sanctions specified in paragraph (1), above, shall be applicable
likewise to any person who: uses or distributes, or possesses with the
intent to distribute, any system or means whose sole purpose is to
facilitate the unpermitted removal or neutralization of a technical
system used to protect a computer program; manufactures or imports or
distributes, or possesses with intent to distribute, equipment and other
materials utilizable for the reproduction of a work which do not conform
to the specifications determined pursuant to Article 59 of this Law;
manufactures or imports or distributes, or possesses with intent to
distribute, objects which can thwart the efficacy of the above-mentioned
specifications, or engages in an act which can have that result;
reproduces or uses a work without utilizing the equipment or without
applying the systems specified pursuant to Article 60 of this Law;
distributes, or possesses with intent to distribute, a phonogram or film
without the special mark or control label specified pursuant to Article
61 of this Law.
Where a sentence of imprisonment is imposed with the option of
redeemability, the sum payable for the redemption shall be 10 times the
sum specified as per the case in the Penal Code.
Where mitigating circumstances exist, the fine imposed shall not be less
than half of the minimum fine imposable as per the case under this Law.
Any person who proceeds to authorized temporary or permanent
reproduction of the database, translation, adaptation, arrangement and
any other alteration of the database, distribution to the public of the
database or of copies thereof, communication, display or performance of
the database to the public, is punished by imprisonment of at least one
(1) year and a fine of one (1) to five (5) million drachmas.
Any person who proceeds to extraction and/or re-utilization of the whole
or of a substantial part of the contents of the database without the
authorization of the author thereof, is punished by imprisonment of at
least one (1) year and a fine of one (1) to five (5) million drachmas
(article 12 of Directive 96/9).
When the object of the infringement refers to computer software, the
culpable character of the action, as described in paragraph 1 of article
65A and under the prerequisites provided there, is raised under the
condition that the infringer proceeds in the unreserved payment of the
administrative fee and the infringement concerns a quantity of up to 50
programs.
When the object of infringement concerns recordings of sound in which a
work protected by copyright law has been recorded, the unreserved
payment of an administrative fee according to the stipulation of par.2
of article 65A and under the prerequisites provided there, the culpable
character of the action is raised under the condition that the
infringement concerns a quantity of up to five hundred (500) illegal
sound recording carriers.
The payment of the administrative fee and the raising of the culpable
character of the action, do not relieve the infringers from the duty of
buying off the copyright and related rights or from the duty of
compensating and paying the rest expenses to the holders of these
rights, according to the provisions of the relevant laws.
In case of recidivism during the same financial year the administrative
fee provided for by article 65A doubles.
- source_sentence: What date was the regulation published?
sentences:
- >-
Court (Civil/Criminal):
Provisions:
Time of commission of the act:
Outcome (not guilty, guilty): ORDERS the defendant to pay the plaintiff
the amount of two thousand four hundred thirty-four euros and
eighty-three cents (€2,434.83) with legal interest from the service of
the lawsuit.
Reasoning: Law 4537/2018 introduces mandatory provisions in favor of
users, as according to Article 103, payment service providers are
prohibited from deviating from the provisions to the detriment of
payment service users, unless the possibility of deviation is expressly
provided, and they can decide to offer only more favorable terms to
payment service users. Under this law and its provisions, providers are
only liable when there are unusual and unforeseen circumstances beyond
the control of the party invoking them, and whose consequences could not
have been avoided despite efforts to the contrary. However, operational
risks and security risks of the system do not constitute unusual and
unforeseen circumstances, so any damage to users resulting from their
occurrence falls on the providers. Furthermore, the authenticity of the
disputed transaction, namely the payment act, is not proven, in the
sense that none of the beneficiaries of the contested joint account,
namely the plaintiff or her husband, had given their consent as
stipulated in Article 64 of Law 4537/2018. Burden of proof. The payment
service provider of the payer is liable to the payer for the proper
execution of the payment act, unless it proves to the payer that the
service provider of the beneficiary received the amount of the payment
act according to paragraph 1 of Article 83 of Law 4537/2018.
Facts:
- >-
1.Each supervisory authority shall ensure that the imposition of
administrative fines pursuant to this Article in respect of
infringements of this Regulation referred to in paragraphs 4, 5 and 6
shall in each individual case be effective, proportionate and
dissuasive.
2.Administrative fines shall, depending on the circumstances of each
individual case, be imposed in addition to, or instead of, measures
referred to in points (a) to (h) and (j) of Article 58(2). When deciding
whether to impose an administrative fine and deciding on the amount of
the administrative fine in each individual case due regard shall be
given to the following: (a) the nature, gravity and duration of the
infringement taking into account the nature scope or purpose of the
processing concerned as well as the number of data subjects affected and
the level of damage suffered by them; (b) the intentional or negligent
character of the infringement; (c) any action taken by the controller
or processor to mitigate the damage suffered by data subjects; (d) the
degree of responsibility of the controller or processor taking into
account technical and organisational measures implemented by them
pursuant to Articles 25 and 32; (e) any relevant previous infringements
by the controller or processor; (f) the degree of cooperation with the
supervisory authority, in order to remedy the infringement and mitigate
the possible adverse effects of the infringement; (g) the categories of
personal data affected by the infringement; (h) the manner in which the
infringement became known to the supervisory authority, in particular
whether, and if so to what extent, the controller or processor notified
the infringement; (i) where measures referred to in Article 58(2) have
previously been ordered against the controller or processor concerned
with regard to the same subject-matter, compliance with those measures;
(j) adherence to approved codes of conduct pursuant to Article 40 or
approved certification mechanisms pursuant to Article 42; and (k) any
other aggravating or mitigating factor applicable to the circumstances
of the case, such as financial benefits gained, or losses avoided,
directly or indirectly, from the infringement.
3.If a controller or processor intentionally or negligently, for the
same or linked processing operations, infringes several provisions of
this Regulation, the total amount of the administrative fine shall not
exceed the amount specified for the gravest infringement.
4.Infringements of the following provisions shall, in accordance with
paragraph 2, be subject to administrative fines up to 10 000 000 EUR, or
in the case of an undertaking, up to 2 % of the total worldwide annual
turnover of the preceding financial year, whichever is higher: (a) the
obligations of the controller and the processor pursuant to Articles 8,
11, 25 to 39 and 42 and 43; (b) the obligations of the certification
body pursuant to Articles 42 and 43; (c) the obligations of the
monitoring body pursuant to Article 41(4). 4.5.2016 L 119/82
5.Infringements of the following provisions shall, in accordance with
paragraph 2, be subject to administrative fines up to 20 000 000 EUR, or
in the case of an undertaking, up to 4 % of the total worldwide annual
turnover of the preceding financial year, whichever is higher: (a) the
basic principles for processing, including conditions for consent,
pursuant to Articles 5, 6, 7 and 9; (b) the data subjects' rights
pursuant to Articles 12 to 22; (c) the transfers of personal data to a
recipient in a third country or an international organisation pursuant
to Articles 44 to 49; (d) any obligations pursuant to Member State law
adopted under Chapter IX; (e) non-compliance with an order or a
temporary or definitive limitation on processing or the suspension of
data flows by the supervisory authority pursuant to Article 58(2) or
failure to provide access in violation of Article 58(1).
6.Non-compliance with an order by the supervisory authority as referred
to in Article 58(2) shall, in accordance with paragraph 2 of this
Article, be subject to administrative fines up to 20 000 000 EUR, or in
the case of an undertaking, up to 4 % of the total worldwide annual
turnover of the preceding financial year, whichever is higher.
7.Without prejudice to the corrective powers of supervisory authorities
pursuant to Article 58(2), each Member State may lay down the rules on
whether and to what extent administrative fines may be imposed on public
authorities and bodies established in that Member State.
8.The exercise by the supervisory authority of its powers under this
Article shall be subject to appropriate procedural safeguards in
accordance with Union and Member State law, including effective judicial
remedy and due process.
9.Where the legal system of the Member State does not provide for
administrative fines, this Article may be applied in such a manner that
the fine is initiated by the competent supervisory authority and imposed
by competent national courts, while ensuring that those legal remedies
are effective and have an equivalent effect to the administrative fines
imposed by supervisory authorities. In any event, the fines imposed
shall be effective, proportionate and dissuasive. Those Member States
shall notify to the Commission the provisions of their laws which they
adopt pursuant to this paragraph by 25 May 2018 and, without delay, any
subsequent amendment law or amendment affecting them.
- >-
Court (Civil/Criminal): Criminal
Provisions:
Time of commission of the act:
Result (not guilty, guilty): Guilty
Reasoning: DECLARES the defendant guilty of: In Athens, between the
period from July 25, 2005, to July 26, 2005, for profit and with the
intent to conceal the true origin and to assist a person involved in
criminal activity, intentionally concealed any property and became the
beneficiary of it, which originated from the aforementioned activity,
specifically from fraud by means of computer data manipulation, causing
particularly significant damage, with the perpetrator committing fraud
professionally, and the circumstances under which this act was committed
indicating that he is particularly dangerous. He engages in money
laundering activities professionally and is considered particularly
dangerous.
Factual circumstances: An unknown individual, using social engineering
techniques and information that had been intercepted (password, passport
details, etc.), pretended over the phone to be the legitimate
beneficiary of a bank account and managed to change the registered phone
number, gain access to the account, and illegally transfer the amount of
$427,620 to an account in Greece. The transfer was carried out via
email, using the online banking system. The actual pair of beneficiaries
of the account never requested a money transfer, a change of phone
number, or a change of access codes. The person who received the money
and his company, while being aware of the criminal origin of the funds,
proceeded to conceal them by hiding them in the corporate account.
Furthermore, the unknown individual attempted other similar money
transfers (e.g., $125,000 to Texas, $321,650 to Japan), demonstrating
repeated, organized, and professional activity. The court considered his
actions to be particularly dangerous and antisocial, with evidence
indicating a consistent tendency towards committing similar crimes.
There was also previous infrastructure for committing the fraud, such as
an account in a company in the Seychelles, the use of a false address,
orders via fax, and correspondence with fictitious details.
Legal characterization: Professional and continuous fraud, Use of
forged/intercepted identification documents, Money laundering,
Assistance in criminal activity with the aim of obtaining property
benefits.
- source_sentence: What Regulation does not impose additional obligations on certain persons?
sentences:
- >-
In order to promote the consistent application of this Regulation, the
Board should be set up as an independent body of the Union. To fulfil
its objectives, the Board should have legal personality. The Board
should be represented by its Chair. It should replace the Working Party
on the Protection of Individuals with Regard to the Processing of
Personal Data established by Directive 95/46/EC. It should consist of
the head of a supervisory authority of each Member State and the
European Data Protection Supervisor or their respective representatives.
The Commission should participate in the Board's activities without
voting rights and the European Data Protection Supervisor should have
specific voting rights. The Board should contribute to the consistent
application of this Regulation throughout the Union, including by
advising the Commission, in particular on the level of protection in
third countries or international organisations, and promoting
cooperation of the supervisory authorities throughout the Union. The
Board should act independently when performing its tasks.
- >-
1.The Board shall ensure the consistent application of this Regulation.
To that end, the Board shall, on its own initiative or, where relevant,
at the request of the Commission, in particular: (a) monitor and ensure
the correct application of this Regulation in the cases provided for in
Articles 64 and 65 without prejudice to the tasks of national
supervisory authorities; 4.5.2016 L 119/76 (b) advise the Commission
on any issue related to the protection of personal data in the Union,
including on any proposed amendment of this Regulation; (c) advise the
Commission on the format and procedures for the exchange of information
between controllers, processors and supervisory authorities for binding
corporate rules; (d) issue guidelines, recommendations, and best
practices on procedures for erasing links, copies or replications of
personal data from publicly available communication services as referred
to in Article 17(2); (e) examine, on its own initiative, on request of
one of its members or on request of the Commission, any question
covering the application of this Regulation and issue guidelines,
recommendations and best practices in order to encourage consistent
application of this Regulation; (f) issue guidelines, recommendations
and best practices in accordance with point (e) of this paragraph for
further specifying the criteria and conditions for decisions based on
profiling pursuant to Article 22(2); (g) issue guidelines,
recommendations and best practices in accordance with point (e) of this
paragraph for establishing the personal data breaches and determining
the undue delay referred to in Article 33(1) and (2) and for the
particular circumstances in which a controller or a processor is
required to notify the personal data breach; (h) issue guidelines,
recommendations and best practices in accordance with point (e) of this
paragraph as to the circumstances in which a personal data breach is
likely to result in a high risk to the rights and freedoms of the
natural persons referred to in Article 34(1). (i) issue guidelines,
recommendations and best practices in accordance with point (e) of this
paragraph for the purpose of further specifying the criteria and
requirements for personal data transfers based on binding corporate
rules adhered to by controllers and binding corporate rules adhered to
by processors and on further necessary requirements to ensure the
protection of personal data of the data subjects concerned referred to
in Article 47; (j) issue guidelines, recommendations and best practices
in accordance with point (e) of this paragraph for the purpose of
further specifying the criteria and requirements for the personal data
transfers on the basis of Article 49(1); (k) draw up guidelines for
supervisory authorities concerning the application of measures referred
to in Article 58(1), (2) and (3) and the setting of administrative fines
pursuant to Article 83; (l) review the practical application of the
guidelines, recommendations and best practices referred to in points (e)
and (f); (m) issue guidelines, recommendations and best practices in
accordance with point (e) of this paragraph for establishing common
procedures for reporting by natural persons of infringements of this
Regulation pursuant to Article 54(2); (n) encourage the drawing-up of
codes of conduct and the establishment of data protection certification
mechanisms and data protection seals and marks pursuant to Articles 40
and 42; (o) carry out the accreditation of certification bodies and its
periodic review pursuant to Article 43 and maintain a public register of
accredited bodies pursuant to Article 43(6) and of the accredited
controllers or processors established in third countries pursuant to
Article 42(7); (p) specify the requirements referred to in Article
43(3) with a view to the accreditation of certification bodies under
Article 42; (q) provide the Commission with an opinion on the
certification requirements referred to in Article 43(8); (r) provide
the Commission with an opinion on the icons referred to in Article
12(7); (s) provide the Commission with an opinion for the assessment of
the adequacy of the level of protection in a third country or
international organisation, including for the assessment whether a third
country, a territory or one or more specified sectors within that third
country, or an international organisation no longer ensures an adequate
level of protection. To that end, the Commission shall provide the Board
with all necessary documentation, including correspondence with the
government of the third country, with regard to that third country,
territory or specified sector, or with the international organisation.
4.5.2016 L 119/77 (t) issue opinions on draft decisions of
supervisory authorities pursuant to the consistency mechanism referred
to in Article 64(1), on matters submitted pursuant to Article 64(2) and
to issue binding decisions pursuant to Article 65, including in cases
referred to in Article 66; (u) promote the cooperation and the
effective bilateral and multilateral exchange of information and best
practices between the supervisory authorities; (v) promote common
training programmes and facilitate personnel exchanges between the
supervisory authorities and, where appropriate, with the supervisory
authorities of third countries or with international organisations; (w)
promote the exchange of knowledge and documentation on data protection
legislation and practice with data protection supervisory authorities
worldwide. (x) issue opinions on codes of conduct drawn up at Union
level pursuant to Article 40(9); and (y) maintain a publicly accessible
electronic register of decisions taken by supervisory authorities and
courts on issues handled in the consistency mechanism.
2.Where the Commission requests advice from the Board, it may indicate a
time limit, taking into account the urgency of the matter.
3.The Board shall forward its opinions, guidelines, recommendations, and
best practices to the Commission and to the committee referred to in
Article 93 and make them public.
4.The Board shall, where appropriate, consult interested parties and
give them the opportunity to comment within a reasonable period. The
Board shall, without prejudice to Article 76, make the results of the
consultation procedure publicly available.
- >-
This Regulation shall not impose additional obligations on natural or
legal persons in relation to processing in connection with the provision
of publicly available electronic communications services in public
communication networks in the Union in relation to matters for which
they are subject to specific obligations with the same objective set out
in Directive 2002/58/EC.
- source_sentence: Who filed the motion?
sentences:
- >-
1.Processing shall be lawful only if and to the extent that at least one
of the following applies: (a) the data subject has given consent to the
processing of his or her personal data for one or more specific
purposes; (b) processing is necessary for the performance of a contract
to which the data subject is party or in order to take steps at the
request of the data subject prior to entering into a contract; (c)
processing is necessary for compliance with a legal obligation to which
the controller is subject; (d) processing is necessary in order to
protect the vital interests of the data subject or of another natural
person; (e) processing is necessary for the performance of a task
carried out in the public interest or in the exercise of official
authority vested in the controller; (f) processing is necessary for the
purposes of the legitimate interests pursued by the controller or by a
third party, except where such interests are overridden by the interests
or fundamental rights and freedoms of the data subject which require
protection of personal data, in particular where the data subject is a
child. Point (f) of the first subparagraph shall not apply to processing
carried out by public authorities in the performance of their tasks.
2.Member States may maintain or introduce more specific provisions to
adapt the application of the rules of this Regulation with regard to
processing for compliance with points (c) and (e) of paragraph 1 by
determining more precisely specific requirements for the processing and
other measures to ensure lawful and fair processing including for other
specific processing situations as provided for in Chapter IX.
3.The basis for the processing referred to in point (c) and (e) of
paragraph 1 shall be laid down by: (a) Union law; or (b) Member State
law to which the controller is subject. The purpose of the processing
shall be determined in that legal basis or, as regards the processing
referred to in point (e) of paragraph 1, shall be necessary for the
performance of a task carried out in the public interest or in the
exercise of official authority vested in the controller. That legal
basis may contain specific provisions to adapt the application of rules
of this Regulation, inter alia: the general conditions governing the
lawfulness of processing by the controller; the types of data which are
subject to the processing; the data subjects concerned; the entities to,
and the purposes for which, the personal data may be disclosed; the
purpose limitation; storage periods; and processing operations and
processing procedures, including measures to ensure lawful and fair
processing such as those for other specific 4.5.2016 L 119/36
processing situations as provided for in Chapter IX. The Union or the
Member State law shall meet an objective of public interest and be
proportionate to the legitimate aim pursued.
4.Where the processing for a purpose other than that for which the
personal data have been collected is not based on the data subject's
consent or on a Union or Member State law which constitutes a necessary
and proportionate measure in a democratic society to safeguard the
objectives referred to in Article 23(1), the controller shall, in order
to ascertain whether processing for another purpose is compatible with
the purpose for which the personal data are initially collected, take
into account, inter alia: (a) any link between the purposes for which
the personal data have been collected and the purposes of the intended
further processing; (b) the context in which the personal data have
been collected, in particular regarding the relationship between data
subjects and the controller; (c) the nature of the personal data, in
particular whether special categories of personal data are processed,
pursuant to Article 9, or whether personal data related to criminal
convictions and offences are processed, pursuant to Article 10; (d) the
possible consequences of the intended further processing for data
subjects; (e) the existence of appropriate safeguards, which may
include encryption or pseudonymisation.
- >-
**Court (Civil/Criminal): Criminal**
**Provisions:**
**Time of commission of the act:**
**Result (not guilty, guilty):** Guilty
**Rationale:** Declares the defendant guilty of the following: In
Athens, between the period from July 25, 2005, to July 26, 2005, for
profit and with the intent to conceal the true origin and provide
assistance to a person involved in criminal activity, he intentionally
concealed any assets and became, in any case, the beneficiary of those
assets, which originated from the aforementioned activity, namely fraud
through the manipulation of computer data, from which the damage caused
is particularly significant, the perpetrator committing professional
fraud, and the circumstances under which this act was carried out
indicating that he is particularly dangerous. He engages in activities
related to money laundering from criminal activity as a profession and
is particularly dangerous. Specifically: An individual whose identity is
unknown had violated the communication codes of .... and ... with Bank
..... (password, passport details via the Internet) within the framework
of electronic banking transactions provided by the aforementioned bank
and on June 20, 2005, July 12, 2005, and July 25, 2005, knowingly
falsely presented himself to employees of Bank ..... over the phone as
the ..... beneficiary of the ..... account at this bank, knowing the
password and account number. Thus, on June 20, 2005, he succeeded,
through the appropriate employees, in changing the phone number at the
Bank to his own .... On July 12, 2005, he verified the change of the
phone number, and on July 25, 2005, he read a transfer request to Greece
for the amount of $427,620 with account number .... to a bank employee,
and by changing the password for online banking transactions and knowing
the user identity ....., he managed to convince the relevant employee to
disclose the account balance of ..... which was $629,473.04. In this
way, he convinced the relevant employee of Bank ..... to proceed with
the transfer of the amount of $427,620 from the account of ..... to Bank
...... in Greece, specifically to the ...... account, with the transfer
request made via email from the online banking system.
**Actual incidents:**
- >-
1.Each supervisory authority shall ensure that the imposition of
administrative fines pursuant to this Article in respect of
infringements of this Regulation referred to in paragraphs 4, 5 and 6
shall in each individual case be effective, proportionate and
dissuasive.
2.Administrative fines shall, depending on the circumstances of each
individual case, be imposed in addition to, or instead of, measures
referred to in points (a) to (h) and (j) of Article 58(2). When deciding
whether to impose an administrative fine and deciding on the amount of
the administrative fine in each individual case due regard shall be
given to the following: (a) the nature, gravity and duration of the
infringement taking into account the nature scope or purpose of the
processing concerned as well as the number of data subjects affected and
the level of damage suffered by them; (b) the intentional or negligent
character of the infringement; (c) any action taken by the controller
or processor to mitigate the damage suffered by data subjects; (d) the
degree of responsibility of the controller or processor taking into
account technical and organisational measures implemented by them
pursuant to Articles 25 and 32; (e) any relevant previous infringements
by the controller or processor; (f) the degree of cooperation with the
supervisory authority, in order to remedy the infringement and mitigate
the possible adverse effects of the infringement; (g) the categories of
personal data affected by the infringement; (h) the manner in which the
infringement became known to the supervisory authority, in particular
whether, and if so to what extent, the controller or processor notified
the infringement; (i) where measures referred to in Article 58(2) have
previously been ordered against the controller or processor concerned
with regard to the same subject-matter, compliance with those measures;
(j) adherence to approved codes of conduct pursuant to Article 40 or
approved certification mechanisms pursuant to Article 42; and (k) any
other aggravating or mitigating factor applicable to the circumstances
of the case, such as financial benefits gained, or losses avoided,
directly or indirectly, from the infringement.
3.If a controller or processor intentionally or negligently, for the
same or linked processing operations, infringes several provisions of
this Regulation, the total amount of the administrative fine shall not
exceed the amount specified for the gravest infringement.
4.Infringements of the following provisions shall, in accordance with
paragraph 2, be subject to administrative fines up to 10 000 000 EUR, or
in the case of an undertaking, up to 2 % of the total worldwide annual
turnover of the preceding financial year, whichever is higher: (a) the
obligations of the controller and the processor pursuant to Articles 8,
11, 25 to 39 and 42 and 43; (b) the obligations of the certification
body pursuant to Articles 42 and 43; (c) the obligations of the
monitoring body pursuant to Article 41(4). 4.5.2016 L 119/82
5.Infringements of the following provisions shall, in accordance with
paragraph 2, be subject to administrative fines up to 20 000 000 EUR, or
in the case of an undertaking, up to 4 % of the total worldwide annual
turnover of the preceding financial year, whichever is higher: (a) the
basic principles for processing, including conditions for consent,
pursuant to Articles 5, 6, 7 and 9; (b) the data subjects' rights
pursuant to Articles 12 to 22; (c) the transfers of personal data to a
recipient in a third country or an international organisation pursuant
to Articles 44 to 49; (d) any obligations pursuant to Member State law
adopted under Chapter IX; (e) non-compliance with an order or a
temporary or definitive limitation on processing or the suspension of
data flows by the supervisory authority pursuant to Article 58(2) or
failure to provide access in violation of Article 58(1).
6.Non-compliance with an order by the supervisory authority as referred
to in Article 58(2) shall, in accordance with paragraph 2 of this
Article, be subject to administrative fines up to 20 000 000 EUR, or in
the case of an undertaking, up to 4 % of the total worldwide annual
turnover of the preceding financial year, whichever is higher.
7.Without prejudice to the corrective powers of supervisory authorities
pursuant to Article 58(2), each Member State may lay down the rules on
whether and to what extent administrative fines may be imposed on public
authorities and bodies established in that Member State.
8.The exercise by the supervisory authority of its powers under this
Article shall be subject to appropriate procedural safeguards in
accordance with Union and Member State law, including effective judicial
remedy and due process.
9.Where the legal system of the Member State does not provide for
administrative fines, this Article may be applied in such a manner that
the fine is initiated by the competent supervisory authority and imposed
by competent national courts, while ensuring that those legal remedies
are effective and have an equivalent effect to the administrative fines
imposed by supervisory authorities. In any event, the fines imposed
shall be effective, proportionate and dissuasive. Those Member States
shall notify to the Commission the provisions of their laws which they
adopt pursuant to this paragraph by 25 May 2018 and, without delay, any
subsequent amendment law or amendment affecting them.
- source_sentence: How should the Board act when performing its tasks?
sentences:
- >-
In order to promote the consistent application of this Regulation, the
Board should be set up as an independent body of the Union. To fulfil
its objectives, the Board should have legal personality. The Board
should be represented by its Chair. It should replace the Working Party
on the Protection of Individuals with Regard to the Processing of
Personal Data established by Directive 95/46/EC. It should consist of
the head of a supervisory authority of each Member State and the
European Data Protection Supervisor or their respective representatives.
The Commission should participate in the Board's activities without
voting rights and the European Data Protection Supervisor should have
specific voting rights. The Board should contribute to the consistent
application of this Regulation throughout the Union, including by
advising the Commission, in particular on the level of protection in
third countries or international organisations, and promoting
cooperation of the supervisory authorities throughout the Union. The
Board should act independently when performing its tasks.
- >-
1.Processing shall be lawful only if and to the extent that at least one
of the following applies: (a) the data subject has given consent to the
processing of his or her personal data for one or more specific
purposes; (b) processing is necessary for the performance of a contract
to which the data subject is party or in order to take steps at the
request of the data subject prior to entering into a contract; (c)
processing is necessary for compliance with a legal obligation to which
the controller is subject; (d) processing is necessary in order to
protect the vital interests of the data subject or of another natural
person; (e) processing is necessary for the performance of a task
carried out in the public interest or in the exercise of official
authority vested in the controller; (f) processing is necessary for the
purposes of the legitimate interests pursued by the controller or by a
third party, except where such interests are overridden by the interests
or fundamental rights and freedoms of the data subject which require
protection of personal data, in particular where the data subject is a
child. Point (f) of the first subparagraph shall not apply to processing
carried out by public authorities in the performance of their tasks.
2.Member States may maintain or introduce more specific provisions to
adapt the application of the rules of this Regulation with regard to
processing for compliance with points (c) and (e) of paragraph 1 by
determining more precisely specific requirements for the processing and
other measures to ensure lawful and fair processing including for other
specific processing situations as provided for in Chapter IX.
3.The basis for the processing referred to in point (c) and (e) of
paragraph 1 shall be laid down by: (a) Union law; or (b) Member State
law to which the controller is subject. The purpose of the processing
shall be determined in that legal basis or, as regards the processing
referred to in point (e) of paragraph 1, shall be necessary for the
performance of a task carried out in the public interest or in the
exercise of official authority vested in the controller. That legal
basis may contain specific provisions to adapt the application of rules
of this Regulation, inter alia: the general conditions governing the
lawfulness of processing by the controller; the types of data which are
subject to the processing; the data subjects concerned; the entities to,
and the purposes for which, the personal data may be disclosed; the
purpose limitation; storage periods; and processing operations and
processing procedures, including measures to ensure lawful and fair
processing such as those for other specific 4.5.2016 L 119/36
processing situations as provided for in Chapter IX. The Union or the
Member State law shall meet an objective of public interest and be
proportionate to the legitimate aim pursued.
4.Where the processing for a purpose other than that for which the
personal data have been collected is not based on the data subject's
consent or on a Union or Member State law which constitutes a necessary
and proportionate measure in a democratic society to safeguard the
objectives referred to in Article 23(1), the controller shall, in order
to ascertain whether processing for another purpose is compatible with
the purpose for which the personal data are initially collected, take
into account, inter alia: (a) any link between the purposes for which
the personal data have been collected and the purposes of the intended
further processing; (b) the context in which the personal data have
been collected, in particular regarding the relationship between data
subjects and the controller; (c) the nature of the personal data, in
particular whether special categories of personal data are processed,
pursuant to Article 9, or whether personal data related to criminal
convictions and offences are processed, pursuant to Article 10; (d) the
possible consequences of the intended further processing for data
subjects; (e) the existence of appropriate safeguards, which may
include encryption or pseudonymisation.
- >-
1.Each supervisory authority shall have all of the following
investigative powers: (a) to order the controller and the processor,
and, where applicable, the controller's or the processor's
representative to provide any information it requires for the
performance of its tasks; (b) to carry out investigations in the form
of data protection audits; (c) to carry out a review on certifications
issued pursuant to Article 42(7); (d) to notify the controller or the
processor of an alleged infringement of this Regulation; (e) to obtain,
from the controller and the processor, access to all personal data and
to all information necessary for the performance of its tasks; (f) to
obtain access to any premises of the controller and the processor,
including to any data processing equipment and means, in accordance with
Union or Member State procedural law.
2.Each supervisory authority shall have all of the following corrective
powers: (a) to issue warnings to a controller or processor that
intended processing operations are likely to infringe provisions of this
Regulation; (b) to issue reprimands to a controller or a processor
where processing operations have infringed provisions of this
Regulation; (c) to order the controller or the processor to comply with
the data subject's requests to exercise his or her rights pursuant to
this Regulation; 4.5.2016 L 119/69 (d) to order the controller or
processor to bring processing operations into compliance with the
provisions of this Regulation, where appropriate, in a specified manner
and within a specified period; (e) to order the controller to
communicate a personal data breach to the data subject; (f) to impose a
temporary or definitive limitation including a ban on processing; (g)
to order the rectification or erasure of personal data or restriction of
processing pursuant to Articles 16, 17 and 18 and the notification of
such actions to recipients to whom the personal data have been disclosed
pursuant to Article 17(2) and Article 19; (h) to withdraw a
certification or to order the certification body to withdraw a
certification issued pursuant to Articles 42 and 43, or to order the
certification body not to issue certification if the requirements for
the certification are not or are no longer met; (i) to impose an
administrative fine pursuant to Article 83, in addition to, or instead
of measures referred to in this paragraph, depending on the
circumstances of each individual case; (j) to order the suspension of
data flows to a recipient in a third country or to an international
organisation.
3.Each supervisory authority shall have all of the following
authorisation and advisory powers: (a) to advise the controller in
accordance with the prior consultation procedure referred to in Article
36; (b) to issue, on its own initiative or on request, opinions to the
national parliament, the Member State government or, in accordance with
Member State law, to other institutions and bodies as well as to the
public on any issue related to the protection of personal data; (c) to
authorise processing referred to in Article 36(5), if the law of the
Member State requires such prior authorisation; (d) to issue an opinion
and approve draft codes of conduct pursuant to Article 40(5); (e) to
accredit certification bodies pursuant to Article 43; (f) to issue
certifications and approve criteria of certification in accordance with
Article 42(5); (g) to adopt standard data protection clauses referred
to in Article 28(8) and in point (d) of Article 46(2); (h) to authorise
contractual clauses referred to in point (a) of Article 46(3); (i) to
authorise administrative arrangements referred to in point (b) of
Article 46(3); (j) to approve binding corporate rules pursuant to
Article 47
4.The exercise of the powers conferred on the supervisory authority
pursuant to this Article shall be subject to appropriate safeguards,
including effective judicial remedy and due process, set out in Union
and Member State law in accordance with the Charter.
5.Each Member State shall provide by law that its supervisory authority
shall have the power to bring infringements of this Regulation to the
attention of the judicial authorities and where appropriate, to commence
or engage otherwise in legal proceedings, in order to enforce the
provisions of this Regulation.
6.Each Member State may provide by law that its supervisory authority
shall have additional powers to those referred to in paragraphs 1, 2 and
3. The exercise of those powers shall not impair the effective operation
of Chapter VII.
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics:
- cosine_accuracy@1
- cosine_accuracy@3
- cosine_accuracy@5
- cosine_accuracy@10
- cosine_precision@1
- cosine_precision@3
- cosine_precision@5
- cosine_precision@10
- cosine_recall@1
- cosine_recall@3
- cosine_recall@5
- cosine_recall@10
- cosine_ndcg@10
- cosine_mrr@10
- cosine_map@100
model-index:
- name: bert_base_uncased Finetuned on Data
results:
- task:
type: information-retrieval
name: Information Retrieval
dataset:
name: dim 768
type: dim_768
metrics:
- type: cosine_accuracy@1
value: 0.3906633906633907
name: Cosine Accuracy@1
- type: cosine_accuracy@3
value: 0.4226044226044226
name: Cosine Accuracy@3
- type: cosine_accuracy@5
value: 0.4594594594594595
name: Cosine Accuracy@5
- type: cosine_accuracy@10
value: 0.5257985257985258
name: Cosine Accuracy@10
- type: cosine_precision@1
value: 0.3906633906633907
name: Cosine Precision@1
- type: cosine_precision@3
value: 0.38001638001638
name: Cosine Precision@3
- type: cosine_precision@5
value: 0.36019656019656016
name: Cosine Precision@5
- type: cosine_precision@10
value: 0.3348894348894349
name: Cosine Precision@10
- type: cosine_recall@1
value: 0.06967063208396418
name: Cosine Recall@1
- type: cosine_recall@3
value: 0.18426315064107798
name: Cosine Recall@3
- type: cosine_recall@5
value: 0.2485204623154321
name: Cosine Recall@5
- type: cosine_recall@10
value: 0.3734781009698319
name: Cosine Recall@10
- type: cosine_ndcg@10
value: 0.4506547221730997
name: Cosine Ndcg@10
- type: cosine_mrr@10
value: 0.4187590187590188
name: Cosine Mrr@10
- type: cosine_map@100
value: 0.5062143251316991
name: Cosine Map@100
- task:
type: information-retrieval
name: Information Retrieval
dataset:
name: dim 512
type: dim_512
metrics:
- type: cosine_accuracy@1
value: 0.3882063882063882
name: Cosine Accuracy@1
- type: cosine_accuracy@3
value: 0.4201474201474201
name: Cosine Accuracy@3
- type: cosine_accuracy@5
value: 0.45454545454545453
name: Cosine Accuracy@5
- type: cosine_accuracy@10
value: 0.5085995085995086
name: Cosine Accuracy@10
- type: cosine_precision@1
value: 0.3882063882063882
name: Cosine Precision@1
- type: cosine_precision@3
value: 0.37755937755937746
name: Cosine Precision@3
- type: cosine_precision@5
value: 0.35872235872235875
name: Cosine Precision@5
- type: cosine_precision@10
value: 0.3282555282555283
name: Cosine Precision@10
- type: cosine_recall@1
value: 0.06982038098371308
name: Cosine Recall@1
- type: cosine_recall@3
value: 0.18261189648982384
name: Cosine Recall@3
- type: cosine_recall@5
value: 0.2468422081371779
name: Cosine Recall@5
- type: cosine_recall@10
value: 0.3673226761853749
name: Cosine Recall@10
- type: cosine_ndcg@10
value: 0.44399873131809553
name: Cosine Ndcg@10
- type: cosine_mrr@10
value: 0.4146591396591397
name: Cosine Mrr@10
- type: cosine_map@100
value: 0.5033632078573644
name: Cosine Map@100
- task:
type: information-retrieval
name: Information Retrieval
dataset:
name: dim 256
type: dim_256
metrics:
- type: cosine_accuracy@1
value: 0.3931203931203931
name: Cosine Accuracy@1
- type: cosine_accuracy@3
value: 0.4176904176904177
name: Cosine Accuracy@3
- type: cosine_accuracy@5
value: 0.44963144963144963
name: Cosine Accuracy@5
- type: cosine_accuracy@10
value: 0.5184275184275184
name: Cosine Accuracy@10
- type: cosine_precision@1
value: 0.3931203931203931
name: Cosine Precision@1
- type: cosine_precision@3
value: 0.37919737919737917
name: Cosine Precision@3
- type: cosine_precision@5
value: 0.35970515970515965
name: Cosine Precision@5
- type: cosine_precision@10
value: 0.3353808353808354
name: Cosine Precision@10
- type: cosine_recall@1
value: 0.06931946002226581
name: Cosine Recall@1
- type: cosine_recall@3
value: 0.17655075318503263
name: Cosine Recall@3
- type: cosine_recall@5
value: 0.2384507305423457
name: Cosine Recall@5
- type: cosine_recall@10
value: 0.3695638846175265
name: Cosine Recall@10
- type: cosine_ndcg@10
value: 0.4482113978714441
name: Cosine Ndcg@10
- type: cosine_mrr@10
value: 0.418009243009243
name: Cosine Mrr@10
- type: cosine_map@100
value: 0.5008177040666866
name: Cosine Map@100
- task:
type: information-retrieval
name: Information Retrieval
dataset:
name: dim 128
type: dim_128
metrics:
- type: cosine_accuracy@1
value: 0.3955773955773956
name: Cosine Accuracy@1
- type: cosine_accuracy@3
value: 0.4348894348894349
name: Cosine Accuracy@3
- type: cosine_accuracy@5
value: 0.47174447174447176
name: Cosine Accuracy@5
- type: cosine_accuracy@10
value: 0.5135135135135135
name: Cosine Accuracy@10
- type: cosine_precision@1
value: 0.3955773955773956
name: Cosine Precision@1
- type: cosine_precision@3
value: 0.38902538902538897
name: Cosine Precision@3
- type: cosine_precision@5
value: 0.374938574938575
name: Cosine Precision@5
- type: cosine_precision@10
value: 0.34447174447174445
name: Cosine Precision@10
- type: cosine_recall@1
value: 0.06669597376241591
name: Cosine Recall@1
- type: cosine_recall@3
value: 0.17626409573928425
name: Cosine Recall@3
- type: cosine_recall@5
value: 0.24372088194519503
name: Cosine Recall@5
- type: cosine_recall@10
value: 0.36001153595960594
name: Cosine Recall@10
- type: cosine_ndcg@10
value: 0.45427577110247325
name: Cosine Ndcg@10
- type: cosine_mrr@10
value: 0.42363109863109866
name: Cosine Mrr@10
- type: cosine_map@100
value: 0.5030217131925576
name: Cosine Map@100
- task:
type: information-retrieval
name: Information Retrieval
dataset:
name: dim 64
type: dim_64
metrics:
- type: cosine_accuracy@1
value: 0.371007371007371
name: Cosine Accuracy@1
- type: cosine_accuracy@3
value: 0.40540540540540543
name: Cosine Accuracy@3
- type: cosine_accuracy@5
value: 0.44963144963144963
name: Cosine Accuracy@5
- type: cosine_accuracy@10
value: 0.5012285012285013
name: Cosine Accuracy@10
- type: cosine_precision@1
value: 0.371007371007371
name: Cosine Precision@1
- type: cosine_precision@3
value: 0.3595413595413595
name: Cosine Precision@3
- type: cosine_precision@5
value: 0.3449631449631449
name: Cosine Precision@5
- type: cosine_precision@10
value: 0.3226044226044226
name: Cosine Precision@10
- type: cosine_recall@1
value: 0.06784347456900763
name: Cosine Recall@1
- type: cosine_recall@3
value: 0.17253320405384712
name: Cosine Recall@3
- type: cosine_recall@5
value: 0.23129297065364737
name: Cosine Recall@5
- type: cosine_recall@10
value: 0.34683746528553533
name: Cosine Recall@10
- type: cosine_ndcg@10
value: 0.4304299006760119
name: Cosine Ndcg@10
- type: cosine_mrr@10
value: 0.3994101244101245
name: Cosine Mrr@10
- type: cosine_map@100
value: 0.48157810161244424
name: Cosine Map@100
bert_base_uncased Finetuned on Data
This is a sentence-transformers model finetuned from google-bert/bert-base-uncased. It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.
Model Details
Model Description
- Model Type: Sentence Transformer
- Base model: google-bert/bert-base-uncased
- Maximum Sequence Length: 512 tokens
- Output Dimensionality: 768 dimensions
- Similarity Function: Cosine Similarity
- Language: en
- License: apache-2.0
Model Sources
- Documentation: Sentence Transformers Documentation
- Repository: Sentence Transformers on GitHub
- Hugging Face: Sentence Transformers on Hugging Face
Full Model Architecture
SentenceTransformer(
(0): Transformer({'max_seq_length': 512, 'do_lower_case': False, 'architecture': 'BertModel'})
(1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
)
Usage
Direct Usage (Sentence Transformers)
First install the Sentence Transformers library:
pip install -U sentence-transformers
Then you can load this model and run inference.
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("sentence_transformers_model_id")
# Run inference
sentences = [
'How should the Board act when performing its tasks?',
"In order to promote the consistent application of this Regulation, the Board should be set up as an independent body of the Union. To fulfil its objectives, the Board should have legal personality. The Board should be represented by its Chair. It should replace the Working Party on the Protection of Individuals with Regard to the Processing of Personal Data established by Directive 95/46/EC. It should consist of the head of a supervisory authority of each Member State and the European Data Protection Supervisor or their respective representatives. The Commission should participate in the Board's activities without voting rights and the European Data Protection Supervisor should have specific voting rights. The Board should contribute to the consistent application of this Regulation throughout the Union, including by advising the Commission, in particular on the level of protection in third countries or international organisations, and promoting cooperation of the supervisory authorities throughout the Union. The Board should act independently when performing its tasks.",
"1.Processing shall be lawful only if and to the extent that at least one of the following applies: (a) the data subject has given consent to the processing of his or her personal data for one or more specific purposes; (b) processing is necessary for the performance of a contract to which the data subject is party or in order to take steps at the request of the data subject prior to entering into a contract; (c) processing is necessary for compliance with a legal obligation to which the controller is subject; (d) processing is necessary in order to protect the vital interests of the data subject or of another natural person; (e) processing is necessary for the performance of a task carried out in the public interest or in the exercise of official authority vested in the controller; (f) processing is necessary for the purposes of the legitimate interests pursued by the controller or by a third party, except where such interests are overridden by the interests or fundamental rights and freedoms of the data subject which require protection of personal data, in particular where the data subject is a child. Point (f) of the first subparagraph shall not apply to processing carried out by public authorities in the performance of their tasks.\n2.Member States may maintain or introduce more specific provisions to adapt the application of the rules of this Regulation with regard to processing for compliance with points (c) and (e) of paragraph 1 by determining more precisely specific requirements for the processing and other measures to ensure lawful and fair processing including for other specific processing situations as provided for in Chapter IX.\n3.The basis for the processing referred to in point (c) and (e) of paragraph 1 shall be laid down by: (a) Union law; or (b) Member State law to which the controller is subject. The purpose of the processing shall be determined in that legal basis or, as regards the processing referred to in point (e) of paragraph 1, shall be necessary for the performance of a task carried out in the public interest or in the exercise of official authority vested in the controller. That legal basis may contain specific provisions to adapt the application of rules of this Regulation, inter alia: the general conditions governing the lawfulness of processing by the controller; the types of data which are subject to the processing; the data subjects concerned; the entities to, and the purposes for which, the personal data may be disclosed; the purpose limitation; storage periods; and processing operations and processing procedures, including measures to ensure lawful and fair processing such as those for other specific 4.5.2016 L 119/36 processing situations as provided for in Chapter IX. The Union or the Member State law shall meet an objective of public interest and be proportionate to the legitimate aim pursued.\n4.Where the processing for a purpose other than that for which the personal data have been collected is not based on the data subject's consent or on a Union or Member State law which constitutes a necessary and proportionate measure in a democratic society to safeguard the objectives referred to in Article 23(1), the controller shall, in order to ascertain whether processing for another purpose is compatible with the purpose for which the personal data are initially collected, take into account, inter alia: (a) any link between the purposes for which the personal data have been collected and the purposes of the intended further processing; (b) the context in which the personal data have been collected, in particular regarding the relationship between data subjects and the controller; (c) the nature of the personal data, in particular whether special categories of personal data are processed, pursuant to Article 9, or whether personal data related to criminal convictions and offences are processed, pursuant to Article 10; (d) the possible consequences of the intended further processing for data subjects; (e) the existence of appropriate safeguards, which may include encryption or pseudonymisation.",
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]
# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities)
# tensor([[ 1.0000, 0.6448, 0.0439],
# [ 0.6448, 1.0000, -0.0616],
# [ 0.0439, -0.0616, 1.0000]])
Evaluation
Metrics
Information Retrieval
- Dataset:
dim_768 - Evaluated with
InformationRetrievalEvaluatorwith these parameters:{ "truncate_dim": 768 }
| Metric | Value |
|---|---|
| cosine_accuracy@1 | 0.3907 |
| cosine_accuracy@3 | 0.4226 |
| cosine_accuracy@5 | 0.4595 |
| cosine_accuracy@10 | 0.5258 |
| cosine_precision@1 | 0.3907 |
| cosine_precision@3 | 0.38 |
| cosine_precision@5 | 0.3602 |
| cosine_precision@10 | 0.3349 |
| cosine_recall@1 | 0.0697 |
| cosine_recall@3 | 0.1843 |
| cosine_recall@5 | 0.2485 |
| cosine_recall@10 | 0.3735 |
| cosine_ndcg@10 | 0.4507 |
| cosine_mrr@10 | 0.4188 |
| cosine_map@100 | 0.5062 |
Information Retrieval
- Dataset:
dim_512 - Evaluated with
InformationRetrievalEvaluatorwith these parameters:{ "truncate_dim": 512 }
| Metric | Value |
|---|---|
| cosine_accuracy@1 | 0.3882 |
| cosine_accuracy@3 | 0.4201 |
| cosine_accuracy@5 | 0.4545 |
| cosine_accuracy@10 | 0.5086 |
| cosine_precision@1 | 0.3882 |
| cosine_precision@3 | 0.3776 |
| cosine_precision@5 | 0.3587 |
| cosine_precision@10 | 0.3283 |
| cosine_recall@1 | 0.0698 |
| cosine_recall@3 | 0.1826 |
| cosine_recall@5 | 0.2468 |
| cosine_recall@10 | 0.3673 |
| cosine_ndcg@10 | 0.444 |
| cosine_mrr@10 | 0.4147 |
| cosine_map@100 | 0.5034 |
Information Retrieval
- Dataset:
dim_256 - Evaluated with
InformationRetrievalEvaluatorwith these parameters:{ "truncate_dim": 256 }
| Metric | Value |
|---|---|
| cosine_accuracy@1 | 0.3931 |
| cosine_accuracy@3 | 0.4177 |
| cosine_accuracy@5 | 0.4496 |
| cosine_accuracy@10 | 0.5184 |
| cosine_precision@1 | 0.3931 |
| cosine_precision@3 | 0.3792 |
| cosine_precision@5 | 0.3597 |
| cosine_precision@10 | 0.3354 |
| cosine_recall@1 | 0.0693 |
| cosine_recall@3 | 0.1766 |
| cosine_recall@5 | 0.2385 |
| cosine_recall@10 | 0.3696 |
| cosine_ndcg@10 | 0.4482 |
| cosine_mrr@10 | 0.418 |
| cosine_map@100 | 0.5008 |
Information Retrieval
- Dataset:
dim_128 - Evaluated with
InformationRetrievalEvaluatorwith these parameters:{ "truncate_dim": 128 }
| Metric | Value |
|---|---|
| cosine_accuracy@1 | 0.3956 |
| cosine_accuracy@3 | 0.4349 |
| cosine_accuracy@5 | 0.4717 |
| cosine_accuracy@10 | 0.5135 |
| cosine_precision@1 | 0.3956 |
| cosine_precision@3 | 0.389 |
| cosine_precision@5 | 0.3749 |
| cosine_precision@10 | 0.3445 |
| cosine_recall@1 | 0.0667 |
| cosine_recall@3 | 0.1763 |
| cosine_recall@5 | 0.2437 |
| cosine_recall@10 | 0.36 |
| cosine_ndcg@10 | 0.4543 |
| cosine_mrr@10 | 0.4236 |
| cosine_map@100 | 0.503 |
Information Retrieval
- Dataset:
dim_64 - Evaluated with
InformationRetrievalEvaluatorwith these parameters:{ "truncate_dim": 64 }
| Metric | Value |
|---|---|
| cosine_accuracy@1 | 0.371 |
| cosine_accuracy@3 | 0.4054 |
| cosine_accuracy@5 | 0.4496 |
| cosine_accuracy@10 | 0.5012 |
| cosine_precision@1 | 0.371 |
| cosine_precision@3 | 0.3595 |
| cosine_precision@5 | 0.345 |
| cosine_precision@10 | 0.3226 |
| cosine_recall@1 | 0.0678 |
| cosine_recall@3 | 0.1725 |
| cosine_recall@5 | 0.2313 |
| cosine_recall@10 | 0.3468 |
| cosine_ndcg@10 | 0.4304 |
| cosine_mrr@10 | 0.3994 |
| cosine_map@100 | 0.4816 |
Training Details
Training Dataset
Unnamed Dataset
- Size: 1,627 training samples
- Columns:
anchorandpositive - Approximate statistics based on the first 1000 samples:
anchor positive type string string details - min: 7 tokens
- mean: 15.47 tokens
- max: 34 tokens
- min: 25 tokens
- mean: 363.61 tokens
- max: 512 tokens
- Samples:
anchor positive What actions did the defendant fail to implement?Court (Civil/Criminal): Civil
Provisions:
Time of commission of the act:
Outcome (not guilty, guilty):
Reasoning: Partially accepts the lawsuit.
Facts: The plaintiff, who works as a lawyer, maintains a savings account with the defendant banking corporation under account number GR.............. Pursuant to a contract dated June 11, 2010, established in Thessaloniki between the defendant and the plaintiff, the plaintiff was granted access to the electronic banking system (e-banking) to conduct banking transactions remotely. On October 10, 2020, the plaintiff fell victim to electronic fraud through the "phishing" method, whereby an unknown perpetrator managed to extract and transfer €3,000.00 from the plaintiff’s account to another account of the same bank. Specifically, on that day at 6:51 a.m., the plaintiff received an email from the sender ".........", with the address ..........., informing him that his debit card had been suspended and that online p...What can the data subject do in the context of using information society services?1.The data subject shall have the right to object, on grounds relating to his or her particular situation, at any time to processing of personal data concerning him or her which is based on point (e) or (f) of Article 6(1), including profiling based on those provisions. The controller shall no longer process the personal data unless the controller demonstrates compelling legitimate grounds for the processing which override the interests, rights and freedoms of the data subject or for the establishment, exercise or defence of legal claims.
2.Where personal data are processed for direct marketing purposes, the data subject shall have the right to object at any time to processing of personal data concerning him or her for such marketing, which includes profiling to the extent that it is related to such direct marketing.
3.Where the data subject objects to processing for direct marketing purposes, the personal data shall no longer be processed for such purposes. 4.5.2016 L 119/45
4.At th...How should the Commission inform third countries or international organisations of data protection inadequacies?The Commission may recognise that a third country, a territory or a specified sector within a third country, or an international organisation no longer ensures an adequate level of data protection. Consequently the transfer of personal data to that third country or international organisation should be prohibited, unless the requirements in this Regulation relating to transfers subject to appropriate safeguards, including binding corporate rules, and derogations for specific situations are fulfilled. In that case, provision should be made for consultations between the Commission and such third countries or international organisations. The Commission should, in a timely manner, inform the third country or international organisation of the reasons and enter into consultations with it in order to remedy the situation. - Loss:
MatryoshkaLosswith these parameters:{ "loss": "MultipleNegativesRankingLoss", "matryoshka_dims": [ 768, 512, 256, 128, 64 ], "matryoshka_weights": [ 1, 1, 1, 1, 1 ], "n_dims_per_step": -1 }
Training Hyperparameters
Non-Default Hyperparameters
eval_strategy: epochgradient_accumulation_steps: 2learning_rate: 2e-05num_train_epochs: 10lr_scheduler_type: cosinewarmup_ratio: 0.1bf16: Truetf32: Trueload_best_model_at_end: Trueoptim: adamw_torch_fusedbatch_sampler: no_duplicates
All Hyperparameters
Click to expand
overwrite_output_dir: Falsedo_predict: Falseeval_strategy: epochprediction_loss_only: Trueper_device_train_batch_size: 8per_device_eval_batch_size: 8per_gpu_train_batch_size: Noneper_gpu_eval_batch_size: Nonegradient_accumulation_steps: 2eval_accumulation_steps: Nonetorch_empty_cache_steps: Nonelearning_rate: 2e-05weight_decay: 0.0adam_beta1: 0.9adam_beta2: 0.999adam_epsilon: 1e-08max_grad_norm: 1.0num_train_epochs: 10max_steps: -1lr_scheduler_type: cosinelr_scheduler_kwargs: {}warmup_ratio: 0.1warmup_steps: 0log_level: passivelog_level_replica: warninglog_on_each_node: Truelogging_nan_inf_filter: Truesave_safetensors: Truesave_on_each_node: Falsesave_only_model: Falserestore_callback_states_from_checkpoint: Falseno_cuda: Falseuse_cpu: Falseuse_mps_device: Falseseed: 42data_seed: Nonejit_mode_eval: Falseuse_ipex: Falsebf16: Truefp16: Falsefp16_opt_level: O1half_precision_backend: autobf16_full_eval: Falsefp16_full_eval: Falsetf32: Truelocal_rank: 0ddp_backend: Nonetpu_num_cores: Nonetpu_metrics_debug: Falsedebug: []dataloader_drop_last: Falsedataloader_num_workers: 0dataloader_prefetch_factor: Nonepast_index: -1disable_tqdm: Falseremove_unused_columns: Truelabel_names: Noneload_best_model_at_end: Trueignore_data_skip: Falsefsdp: []fsdp_min_num_params: 0fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}tp_size: 0fsdp_transformer_layer_cls_to_wrap: Noneaccelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}deepspeed: Nonelabel_smoothing_factor: 0.0optim: adamw_torch_fusedoptim_args: Noneadafactor: Falsegroup_by_length: Falselength_column_name: lengthddp_find_unused_parameters: Noneddp_bucket_cap_mb: Noneddp_broadcast_buffers: Falsedataloader_pin_memory: Truedataloader_persistent_workers: Falseskip_memory_metrics: Trueuse_legacy_prediction_loop: Falsepush_to_hub: Falseresume_from_checkpoint: Nonehub_model_id: Nonehub_strategy: every_savehub_private_repo: Nonehub_always_push: Falsegradient_checkpointing: Falsegradient_checkpointing_kwargs: Noneinclude_inputs_for_metrics: Falseinclude_for_metrics: []eval_do_concat_batches: Truefp16_backend: autopush_to_hub_model_id: Nonepush_to_hub_organization: Nonemp_parameters:auto_find_batch_size: Falsefull_determinism: Falsetorchdynamo: Noneray_scope: lastddp_timeout: 1800torch_compile: Falsetorch_compile_backend: Nonetorch_compile_mode: Noneinclude_tokens_per_second: Falseinclude_num_input_tokens_seen: Falseneftune_noise_alpha: Noneoptim_target_modules: Nonebatch_eval_metrics: Falseeval_on_start: Falseuse_liger_kernel: Falseeval_use_gather_object: Falseaverage_tokens_across_devices: Falseprompts: Nonebatch_sampler: no_duplicatesmulti_dataset_batch_sampler: proportionalrouter_mapping: {}learning_rate_mapping: {}
Training Logs
Click to expand
| Epoch | Step | Training Loss | dim_768_cosine_ndcg@10 | dim_512_cosine_ndcg@10 | dim_256_cosine_ndcg@10 | dim_128_cosine_ndcg@10 | dim_64_cosine_ndcg@10 |
|---|---|---|---|---|---|---|---|
| 0.0098 | 1 | 15.7141 | - | - | - | - | - |
| 0.0196 | 2 | 19.9298 | - | - | - | - | - |
| 0.0294 | 3 | 16.3113 | - | - | - | - | - |
| 0.0392 | 4 | 16.4252 | - | - | - | - | - |
| 0.0490 | 5 | 15.8192 | - | - | - | - | - |
| 0.0588 | 6 | 16.0262 | - | - | - | - | - |
| 0.0686 | 7 | 14.6899 | - | - | - | - | - |
| 0.0784 | 8 | 15.0818 | - | - | - | - | - |
| 0.0882 | 9 | 18.663 | - | - | - | - | - |
| 0.0980 | 10 | 15.2615 | - | - | - | - | - |
| 0.1078 | 11 | 14.7447 | - | - | - | - | - |
| 0.1176 | 12 | 15.7102 | - | - | - | - | - |
| 0.1275 | 13 | 16.7967 | - | - | - | - | - |
| 0.1373 | 14 | 13.3178 | - | - | - | - | - |
| 0.1471 | 15 | 15.7202 | - | - | - | - | - |
| 0.1569 | 16 | 13.6993 | - | - | - | - | - |
| 0.1667 | 17 | 13.9843 | - | - | - | - | - |
| 0.1765 | 18 | 14.3489 | - | - | - | - | - |
| 0.1863 | 19 | 13.9907 | - | - | - | - | - |
| 0.1961 | 20 | 13.7404 | - | - | - | - | - |
| 0.2059 | 21 | 10.2427 | - | - | - | - | - |
| 0.2157 | 22 | 14.7446 | - | - | - | - | - |
| 0.2255 | 23 | 15.7778 | - | - | - | - | - |
| 0.2353 | 24 | 16.7369 | - | - | - | - | - |
| 0.2451 | 25 | 13.6189 | - | - | - | - | - |
| 0.2549 | 26 | 18.6547 | - | - | - | - | - |
| 0.2647 | 27 | 14.1386 | - | - | - | - | - |
| 0.2745 | 28 | 13.5343 | - | - | - | - | - |
| 0.2843 | 29 | 12.5569 | - | - | - | - | - |
| 0.2941 | 30 | 12.0759 | - | - | - | - | - |
| 0.3039 | 31 | 13.5691 | - | - | - | - | - |
| 0.3137 | 32 | 9.2042 | - | - | - | - | - |
| 0.3235 | 33 | 13.9038 | - | - | - | - | - |
| 0.3333 | 34 | 13.0435 | - | - | - | - | - |
| 0.3431 | 35 | 12.652 | - | - | - | - | - |
| 0.3529 | 36 | 12.0144 | - | - | - | - | - |
| 0.3627 | 37 | 12.1732 | - | - | - | - | - |
| 0.3725 | 38 | 9.6029 | - | - | - | - | - |
| 0.3824 | 39 | 11.088 | - | - | - | - | - |
| 0.3922 | 40 | 9.6017 | - | - | - | - | - |
| 0.4020 | 41 | 14.1734 | - | - | - | - | - |
| 0.4118 | 42 | 14.5926 | - | - | - | - | - |
| 0.4216 | 43 | 7.6713 | - | - | - | - | - |
| 0.4314 | 44 | 12.013 | - | - | - | - | - |
| 0.4412 | 45 | 12.7818 | - | - | - | - | - |
| 0.4510 | 46 | 11.7701 | - | - | - | - | - |
| 0.4608 | 47 | 11.6981 | - | - | - | - | - |
| 0.4706 | 48 | 7.0184 | - | - | - | - | - |
| 0.4804 | 49 | 11.1502 | - | - | - | - | - |
| 0.4902 | 50 | 7.1393 | - | - | - | - | - |
| 0.5 | 51 | 13.5702 | - | - | - | - | - |
| 0.5098 | 52 | 9.8015 | - | - | - | - | - |
| 0.5196 | 53 | 9.8888 | - | - | - | - | - |
| 0.5294 | 54 | 9.2609 | - | - | - | - | - |
| 0.5392 | 55 | 9.5653 | - | - | - | - | - |
| 0.5490 | 56 | 10.1831 | - | - | - | - | - |
| 0.5588 | 57 | 5.8571 | - | - | - | - | - |
| 0.5686 | 58 | 11.6202 | - | - | - | - | - |
| 0.5784 | 59 | 8.9687 | - | - | - | - | - |
| 0.5882 | 60 | 8.3242 | - | - | - | - | - |
| 0.5980 | 61 | 9.139 | - | - | - | - | - |
| 0.6078 | 62 | 9.8182 | - | - | - | - | - |
| 0.6176 | 63 | 10.4709 | - | - | - | - | - |
| 0.6275 | 64 | 9.1636 | - | - | - | - | - |
| 0.6373 | 65 | 6.8375 | - | - | - | - | - |
| 0.6471 | 66 | 10.5625 | - | - | - | - | - |
| 0.6569 | 67 | 7.8726 | - | - | - | - | - |
| 0.6667 | 68 | 10.8442 | - | - | - | - | - |
| 0.6765 | 69 | 12.7397 | - | - | - | - | - |
| 0.6863 | 70 | 8.2273 | - | - | - | - | - |
| 0.6961 | 71 | 7.5165 | - | - | - | - | - |
| 0.7059 | 72 | 7.6787 | - | - | - | - | - |
| 0.7157 | 73 | 6.9246 | - | - | - | - | - |
| 0.7255 | 74 | 9.1875 | - | - | - | - | - |
| 0.7353 | 75 | 7.827 | - | - | - | - | - |
| 0.7451 | 76 | 9.2136 | - | - | - | - | - |
| 0.7549 | 77 | 7.8857 | - | - | - | - | - |
| 0.7647 | 78 | 7.865 | - | - | - | - | - |
| 0.7745 | 79 | 6.9468 | - | - | - | - | - |
| 0.7843 | 80 | 12.6114 | - | - | - | - | - |
| 0.7941 | 81 | 5.9008 | - | - | - | - | - |
| 0.8039 | 82 | 6.4489 | - | - | - | - | - |
| 0.8137 | 83 | 5.6792 | - | - | - | - | - |
| 0.8235 | 84 | 10.424 | - | - | - | - | - |
| 0.8333 | 85 | 10.4203 | - | - | - | - | - |
| 0.8431 | 86 | 5.551 | - | - | - | - | - |
| 0.8529 | 87 | 7.1461 | - | - | - | - | - |
| 0.8627 | 88 | 10.0891 | - | - | - | - | - |
| 0.8725 | 89 | 7.5677 | - | - | - | - | - |
| 0.8824 | 90 | 4.5324 | - | - | - | - | - |
| 0.8922 | 91 | 9.475 | - | - | - | - | - |
| 0.9020 | 92 | 8.2073 | - | - | - | - | - |
| 0.9118 | 93 | 8.3825 | - | - | - | - | - |
| 0.9216 | 94 | 9.2301 | - | - | - | - | - |
| 0.9314 | 95 | 8.4193 | - | - | - | - | - |
| 0.9412 | 96 | 10.4013 | - | - | - | - | - |
| 0.9510 | 97 | 9.4639 | - | - | - | - | - |
| 0.9608 | 98 | 7.9491 | - | - | - | - | - |
| 0.9706 | 99 | 6.8399 | - | - | - | - | - |
| 0.9804 | 100 | 11.285 | - | - | - | - | - |
| 0.9902 | 101 | 5.4246 | - | - | - | - | - |
| 1.0 | 102 | 2.2306 | 0.3205 | 0.3198 | 0.3224 | 0.3080 | 0.2512 |
| 1.0098 | 103 | 6.9273 | - | - | - | - | - |
| 1.0196 | 104 | 5.4814 | - | - | - | - | - |
| 1.0294 | 105 | 4.4908 | - | - | - | - | - |
| 1.0392 | 106 | 4.7609 | - | - | - | - | - |
| 1.0490 | 107 | 5.4881 | - | - | - | - | - |
| 1.0588 | 108 | 6.9669 | - | - | - | - | - |
| 1.0686 | 109 | 5.2229 | - | - | - | - | - |
| 1.0784 | 110 | 6.2044 | - | - | - | - | - |
| 1.0882 | 111 | 3.8223 | - | - | - | - | - |
| 1.0980 | 112 | 3.2096 | - | - | - | - | - |
| 1.1078 | 113 | 5.1949 | - | - | - | - | - |
| 1.1176 | 114 | 5.7645 | - | - | - | - | - |
| 1.1275 | 115 | 6.9909 | - | - | - | - | - |
| 1.1373 | 116 | 3.136 | - | - | - | - | - |
| 1.1471 | 117 | 4.3039 | - | - | - | - | - |
| 1.1569 | 118 | 5.2367 | - | - | - | - | - |
| 1.1667 | 119 | 5.5356 | - | - | - | - | - |
| 1.1765 | 120 | 7.5846 | - | - | - | - | - |
| 1.1863 | 121 | 4.8824 | - | - | - | - | - |
| 1.1961 | 122 | 3.4201 | - | - | - | - | - |
| 1.2059 | 123 | 11.4679 | - | - | - | - | - |
| 1.2157 | 124 | 6.8034 | - | - | - | - | - |
| 1.2255 | 125 | 9.4692 | - | - | - | - | - |
| 1.2353 | 126 | 8.3458 | - | - | - | - | - |
| 1.2451 | 127 | 4.8878 | - | - | - | - | - |
| 1.2549 | 128 | 8.559 | - | - | - | - | - |
| 1.2647 | 129 | 6.9098 | - | - | - | - | - |
| 1.2745 | 130 | 1.8911 | - | - | - | - | - |
| 1.2843 | 131 | 4.0066 | - | - | - | - | - |
| 1.2941 | 132 | 7.9379 | - | - | - | - | - |
| 1.3039 | 133 | 7.6913 | - | - | - | - | - |
| 1.3137 | 134 | 11.0871 | - | - | - | - | - |
| 1.3235 | 135 | 6.8814 | - | - | - | - | - |
| 1.3333 | 136 | 3.3988 | - | - | - | - | - |
| 1.3431 | 137 | 6.1393 | - | - | - | - | - |
| 1.3529 | 138 | 2.6741 | - | - | - | - | - |
| 1.3627 | 139 | 6.1331 | - | - | - | - | - |
| 1.3725 | 140 | 8.4481 | - | - | - | - | - |
| 1.3824 | 141 | 5.2652 | - | - | - | - | - |
| 1.3922 | 142 | 5.593 | - | - | - | - | - |
| 1.4020 | 143 | 10.81 | - | - | - | - | - |
| 1.4118 | 144 | 5.7611 | - | - | - | - | - |
| 1.4216 | 145 | 6.8042 | - | - | - | - | - |
| 1.4314 | 146 | 6.7177 | - | - | - | - | - |
| 1.4412 | 147 | 3.7151 | - | - | - | - | - |
| 1.4510 | 148 | 7.0377 | - | - | - | - | - |
| 1.4608 | 149 | 2.0383 | - | - | - | - | - |
| 1.4706 | 150 | 3.3445 | - | - | - | - | - |
| 1.4804 | 151 | 3.8735 | - | - | - | - | - |
| 1.4902 | 152 | 7.003 | - | - | - | - | - |
| 1.5 | 153 | 4.8621 | - | - | - | - | - |
| 1.5098 | 154 | 6.4851 | - | - | - | - | - |
| 1.5196 | 155 | 5.5665 | - | - | - | - | - |
| 1.5294 | 156 | 2.8644 | - | - | - | - | - |
| 1.5392 | 157 | 6.6778 | - | - | - | - | - |
| 1.5490 | 158 | 4.9415 | - | - | - | - | - |
| 1.5588 | 159 | 8.8981 | - | - | - | - | - |
| 1.5686 | 160 | 4.6822 | - | - | - | - | - |
| 1.5784 | 161 | 2.043 | - | - | - | - | - |
| 1.5882 | 162 | 5.2752 | - | - | - | - | - |
| 1.5980 | 163 | 6.3728 | - | - | - | - | - |
| 1.6078 | 164 | 4.1213 | - | - | - | - | - |
| 1.6176 | 165 | 3.0021 | - | - | - | - | - |
| 1.6275 | 166 | 5.067 | - | - | - | - | - |
| 1.6373 | 167 | 6.7529 | - | - | - | - | - |
| 1.6471 | 168 | 6.6704 | - | - | - | - | - |
| 1.6569 | 169 | 7.1276 | - | - | - | - | - |
| 1.6667 | 170 | 6.285 | - | - | - | - | - |
| 1.6765 | 171 | 5.7332 | - | - | - | - | - |
| 1.6863 | 172 | 6.2255 | - | - | - | - | - |
| 1.6961 | 173 | 6.1692 | - | - | - | - | - |
| 1.7059 | 174 | 4.8534 | - | - | - | - | - |
| 1.7157 | 175 | 11.4246 | - | - | - | - | - |
| 1.7255 | 176 | 9.1455 | - | - | - | - | - |
| 1.7353 | 177 | 7.2099 | - | - | - | - | - |
| 1.7451 | 178 | 8.3639 | - | - | - | - | - |
| 1.7549 | 179 | 4.8122 | - | - | - | - | - |
| 1.7647 | 180 | 5.6348 | - | - | - | - | - |
| 1.7745 | 181 | 6.0456 | - | - | - | - | - |
| 1.7843 | 182 | 3.878 | - | - | - | - | - |
| 1.7941 | 183 | 9.4243 | - | - | - | - | - |
| 1.8039 | 184 | 6.3067 | - | - | - | - | - |
| 1.8137 | 185 | 7.6652 | - | - | - | - | - |
| 1.8235 | 186 | 4.9735 | - | - | - | - | - |
| 1.8333 | 187 | 6.9195 | - | - | - | - | - |
| 1.8431 | 188 | 3.7862 | - | - | - | - | - |
| 1.8529 | 189 | 3.1527 | - | - | - | - | - |
| 1.8627 | 190 | 3.0304 | - | - | - | - | - |
| 1.8725 | 191 | 4.2305 | - | - | - | - | - |
| 1.8824 | 192 | 4.1313 | - | - | - | - | - |
| 1.8922 | 193 | 4.0905 | - | - | - | - | - |
| 1.9020 | 194 | 3.8162 | - | - | - | - | - |
| 1.9118 | 195 | 9.0048 | - | - | - | - | - |
| 1.9216 | 196 | 5.7165 | - | - | - | - | - |
| 1.9314 | 197 | 2.4262 | - | - | - | - | - |
| 1.9412 | 198 | 5.5227 | - | - | - | - | - |
| 1.9510 | 199 | 3.1251 | - | - | - | - | - |
| 1.9608 | 200 | 4.6023 | - | - | - | - | - |
| 1.9706 | 201 | 2.174 | - | - | - | - | - |
| 1.9804 | 202 | 8.1218 | - | - | - | - | - |
| 1.9902 | 203 | 3.6265 | - | - | - | - | - |
| 2.0 | 204 | 9.0022 | 0.4215 | 0.4111 | 0.4054 | 0.3943 | 0.3516 |
| 2.0098 | 205 | 4.5839 | - | - | - | - | - |
| 2.0196 | 206 | 3.2195 | - | - | - | - | - |
| 2.0294 | 207 | 4.9547 | - | - | - | - | - |
| 2.0392 | 208 | 2.7177 | - | - | - | - | - |
| 2.0490 | 209 | 3.9209 | - | - | - | - | - |
| 2.0588 | 210 | 2.2717 | - | - | - | - | - |
| 2.0686 | 211 | 1.072 | - | - | - | - | - |
| 2.0784 | 212 | 3.5728 | - | - | - | - | - |
| 2.0882 | 213 | 2.4756 | - | - | - | - | - |
| 2.0980 | 214 | 3.0092 | - | - | - | - | - |
| 2.1078 | 215 | 0.8999 | - | - | - | - | - |
| 2.1176 | 216 | 4.5233 | - | - | - | - | - |
| 2.1275 | 217 | 4.1223 | - | - | - | - | - |
| 2.1373 | 218 | 1.8551 | - | - | - | - | - |
| 2.1471 | 219 | 5.0426 | - | - | - | - | - |
| 2.1569 | 220 | 2.3534 | - | - | - | - | - |
| 2.1667 | 221 | 4.0579 | - | - | - | - | - |
| 2.1765 | 222 | 1.8646 | - | - | - | - | - |
| 2.1863 | 223 | 4.8616 | - | - | - | - | - |
| 2.1961 | 224 | 3.038 | - | - | - | - | - |
| 2.2059 | 225 | 1.5944 | - | - | - | - | - |
| 2.2157 | 226 | 1.1801 | - | - | - | - | - |
| 2.2255 | 227 | 3.0152 | - | - | - | - | - |
| 2.2353 | 228 | 10.8283 | - | - | - | - | - |
| 2.2451 | 229 | 4.8659 | - | - | - | - | - |
| 2.2549 | 230 | 0.3958 | - | - | - | - | - |
| 2.2647 | 231 | 3.6975 | - | - | - | - | - |
| 2.2745 | 232 | 4.9146 | - | - | - | - | - |
| 2.2843 | 233 | 3.2711 | - | - | - | - | - |
| 2.2941 | 234 | 0.8335 | - | - | - | - | - |
| 2.3039 | 235 | 2.6175 | - | - | - | - | - |
| 2.3137 | 236 | 1.3882 | - | - | - | - | - |
| 2.3235 | 237 | 0.6938 | - | - | - | - | - |
| 2.3333 | 238 | 2.7426 | - | - | - | - | - |
| 2.3431 | 239 | 6.179 | - | - | - | - | - |
| 2.3529 | 240 | 2.5322 | - | - | - | - | - |
| 2.3627 | 241 | 3.8656 | - | - | - | - | - |
| 2.3725 | 242 | 3.4385 | - | - | - | - | - |
| 2.3824 | 243 | 3.116 | - | - | - | - | - |
| 2.3922 | 244 | 0.8342 | - | - | - | - | - |
| 2.4020 | 245 | 2.7266 | - | - | - | - | - |
| 2.4118 | 246 | 2.1479 | - | - | - | - | - |
| 2.4216 | 247 | 0.5676 | - | - | - | - | - |
| 2.4314 | 248 | 2.8609 | - | - | - | - | - |
| 2.4412 | 249 | 3.9221 | - | - | - | - | - |
| 2.4510 | 250 | 3.998 | - | - | - | - | - |
| 2.4608 | 251 | 6.2543 | - | - | - | - | - |
| 2.4706 | 252 | 3.1022 | - | - | - | - | - |
| 2.4804 | 253 | 3.1827 | - | - | - | - | - |
| 2.4902 | 254 | 2.9459 | - | - | - | - | - |
| 2.5 | 255 | 6.5891 | - | - | - | - | - |
| 2.5098 | 256 | 4.941 | - | - | - | - | - |
| 2.5196 | 257 | 1.2576 | - | - | - | - | - |
| 2.5294 | 258 | 1.037 | - | - | - | - | - |
| 2.5392 | 259 | 5.221 | - | - | - | - | - |
| 2.5490 | 260 | 3.5002 | - | - | - | - | - |
| 2.5588 | 261 | 2.1365 | - | - | - | - | - |
| 2.5686 | 262 | 3.7367 | - | - | - | - | - |
| 2.5784 | 263 | 5.9917 | - | - | - | - | - |
| 2.5882 | 264 | 5.0322 | - | - | - | - | - |
| 2.5980 | 265 | 1.331 | - | - | - | - | - |
| 2.6078 | 266 | 2.3862 | - | - | - | - | - |
| 2.6176 | 267 | 2.3224 | - | - | - | - | - |
| 2.6275 | 268 | 3.3178 | - | - | - | - | - |
| 2.6373 | 269 | 5.1318 | - | - | - | - | - |
| 2.6471 | 270 | 3.5232 | - | - | - | - | - |
| 2.6569 | 271 | 4.3459 | - | - | - | - | - |
| 2.6667 | 272 | 3.9521 | - | - | - | - | - |
| 2.6765 | 273 | 2.4277 | - | - | - | - | - |
| 2.6863 | 274 | 1.3987 | - | - | - | - | - |
| 2.6961 | 275 | 1.3355 | - | - | - | - | - |
| 2.7059 | 276 | 6.8146 | - | - | - | - | - |
| 2.7157 | 277 | 2.7484 | - | - | - | - | - |
| 2.7255 | 278 | 1.8571 | - | - | - | - | - |
| 2.7353 | 279 | 1.2208 | - | - | - | - | - |
| 2.7451 | 280 | 1.8873 | - | - | - | - | - |
| 2.7549 | 281 | 5.5332 | - | - | - | - | - |
| 2.7647 | 282 | 1.469 | - | - | - | - | - |
| 2.7745 | 283 | 2.6817 | - | - | - | - | - |
| 2.7843 | 284 | 6.3603 | - | - | - | - | - |
| 2.7941 | 285 | 0.8347 | - | - | - | - | - |
| 2.8039 | 286 | 3.7871 | - | - | - | - | - |
| 2.8137 | 287 | 3.2206 | - | - | - | - | - |
| 2.8235 | 288 | 2.7951 | - | - | - | - | - |
| 2.8333 | 289 | 1.3966 | - | - | - | - | - |
| 2.8431 | 290 | 1.6591 | - | - | - | - | - |
| 2.8529 | 291 | 3.4087 | - | - | - | - | - |
| 2.8627 | 292 | 5.133 | - | - | - | - | - |
| 2.8725 | 293 | 0.6866 | - | - | - | - | - |
| 2.8824 | 294 | 1.3529 | - | - | - | - | - |
| 2.8922 | 295 | 5.4178 | - | - | - | - | - |
| 2.9020 | 296 | 3.327 | - | - | - | - | - |
| 2.9118 | 297 | 3.4192 | - | - | - | - | - |
| 2.9216 | 298 | 1.2658 | - | - | - | - | - |
| 2.9314 | 299 | 1.0931 | - | - | - | - | - |
| 2.9412 | 300 | 3.3242 | - | - | - | - | - |
| 2.9510 | 301 | 1.4626 | - | - | - | - | - |
| 2.9608 | 302 | 4.4721 | - | - | - | - | - |
| 2.9706 | 303 | 4.5404 | - | - | - | - | - |
| 2.9804 | 304 | 2.4667 | - | - | - | - | - |
| 2.9902 | 305 | 1.8945 | - | - | - | - | - |
| 3.0 | 306 | 0.5133 | 0.4141 | 0.4210 | 0.4201 | 0.4205 | 0.3695 |
| 3.0098 | 307 | 0.8378 | - | - | - | - | - |
| 3.0196 | 308 | 1.5729 | - | - | - | - | - |
| 3.0294 | 309 | 0.5079 | - | - | - | - | - |
| 3.0392 | 310 | 1.5766 | - | - | - | - | - |
| 3.0490 | 311 | 3.9715 | - | - | - | - | - |
| 3.0588 | 312 | 2.3516 | - | - | - | - | - |
| 3.0686 | 313 | 4.2686 | - | - | - | - | - |
| 3.0784 | 314 | 1.6472 | - | - | - | - | - |
| 3.0882 | 315 | 2.372 | - | - | - | - | - |
| 3.0980 | 316 | 2.3549 | - | - | - | - | - |
| 3.1078 | 317 | 1.1143 | - | - | - | - | - |
| 3.1176 | 318 | 1.0626 | - | - | - | - | - |
| 3.1275 | 319 | 1.0482 | - | - | - | - | - |
| 3.1373 | 320 | 1.9146 | - | - | - | - | - |
| 3.1471 | 321 | 0.6047 | - | - | - | - | - |
| 3.1569 | 322 | 1.4464 | - | - | - | - | - |
| 3.1667 | 323 | 1.0272 | - | - | - | - | - |
| 3.1765 | 324 | 2.6977 | - | - | - | - | - |
| 3.1863 | 325 | 2.9464 | - | - | - | - | - |
| 3.1961 | 326 | 1.1477 | - | - | - | - | - |
| 3.2059 | 327 | 2.3362 | - | - | - | - | - |
| 3.2157 | 328 | 0.8658 | - | - | - | - | - |
| 3.2255 | 329 | 0.5602 | - | - | - | - | - |
| 3.2353 | 330 | 1.2728 | - | - | - | - | - |
| 3.2451 | 331 | 1.8408 | - | - | - | - | - |
| 3.2549 | 332 | 0.7387 | - | - | - | - | - |
| 3.2647 | 333 | 0.2165 | - | - | - | - | - |
| 3.2745 | 334 | 1.1435 | - | - | - | - | - |
| 3.2843 | 335 | 2.5381 | - | - | - | - | - |
| 3.2941 | 336 | 0.5402 | - | - | - | - | - |
| 3.3039 | 337 | 1.1352 | - | - | - | - | - |
| 3.3137 | 338 | 2.0289 | - | - | - | - | - |
| 3.3235 | 339 | 1.9294 | - | - | - | - | - |
| 3.3333 | 340 | 2.2742 | - | - | - | - | - |
| 3.3431 | 341 | 2.8841 | - | - | - | - | - |
| 3.3529 | 342 | 2.0572 | - | - | - | - | - |
| 3.3627 | 343 | 1.4641 | - | - | - | - | - |
| 3.3725 | 344 | 3.9854 | - | - | - | - | - |
| 3.3824 | 345 | 2.6084 | - | - | - | - | - |
| 3.3922 | 346 | 1.1946 | - | - | - | - | - |
| 3.4020 | 347 | 3.0805 | - | - | - | - | - |
| 3.4118 | 348 | 3.4866 | - | - | - | - | - |
| 3.4216 | 349 | 1.814 | - | - | - | - | - |
| 3.4314 | 350 | 4.866 | - | - | - | - | - |
| 3.4412 | 351 | 1.7529 | - | - | - | - | - |
| 3.4510 | 352 | 4.7152 | - | - | - | - | - |
| 3.4608 | 353 | 2.2526 | - | - | - | - | - |
| 3.4706 | 354 | 1.8223 | - | - | - | - | - |
| 3.4804 | 355 | 1.7654 | - | - | - | - | - |
| 3.4902 | 356 | 1.0013 | - | - | - | - | - |
| 3.5 | 357 | 0.9441 | - | - | - | - | - |
| 3.5098 | 358 | 1.2359 | - | - | - | - | - |
| 3.5196 | 359 | 0.8625 | - | - | - | - | - |
| 3.5294 | 360 | 2.7402 | - | - | - | - | - |
| 3.5392 | 361 | 0.9782 | - | - | - | - | - |
| 3.5490 | 362 | 3.2514 | - | - | - | - | - |
| 3.5588 | 363 | 0.3758 | - | - | - | - | - |
| 3.5686 | 364 | 1.6266 | - | - | - | - | - |
| 3.5784 | 365 | 1.7738 | - | - | - | - | - |
| 3.5882 | 366 | 2.2321 | - | - | - | - | - |
| 3.5980 | 367 | 3.6657 | - | - | - | - | - |
| 3.6078 | 368 | 0.9546 | - | - | - | - | - |
| 3.6176 | 369 | 0.9882 | - | - | - | - | - |
| 3.6275 | 370 | 2.7033 | - | - | - | - | - |
| 3.6373 | 371 | 1.8896 | - | - | - | - | - |
| 3.6471 | 372 | 2.14 | - | - | - | - | - |
| 3.6569 | 373 | 1.1367 | - | - | - | - | - |
| 3.6667 | 374 | 0.9034 | - | - | - | - | - |
| 3.6765 | 375 | 4.1989 | - | - | - | - | - |
| 3.6863 | 376 | 1.0531 | - | - | - | - | - |
| 3.6961 | 377 | 1.2001 | - | - | - | - | - |
| 3.7059 | 378 | 0.5419 | - | - | - | - | - |
| 3.7157 | 379 | 2.8246 | - | - | - | - | - |
| 3.7255 | 380 | 1.9894 | - | - | - | - | - |
| 3.7353 | 381 | 7.2872 | - | - | - | - | - |
| 3.7451 | 382 | 1.165 | - | - | - | - | - |
| 3.7549 | 383 | 3.2534 | - | - | - | - | - |
| 3.7647 | 384 | 1.4657 | - | - | - | - | - |
| 3.7745 | 385 | 3.5551 | - | - | - | - | - |
| 3.7843 | 386 | 0.3342 | - | - | - | - | - |
| 3.7941 | 387 | 0.684 | - | - | - | - | - |
| 3.8039 | 388 | 2.6067 | - | - | - | - | - |
| 3.8137 | 389 | 0.6356 | - | - | - | - | - |
| 3.8235 | 390 | 4.1628 | - | - | - | - | - |
| 3.8333 | 391 | 1.2829 | - | - | - | - | - |
| 3.8431 | 392 | 0.2132 | - | - | - | - | - |
| 3.8529 | 393 | 3.1881 | - | - | - | - | - |
| 3.8627 | 394 | 1.1507 | - | - | - | - | - |
| 3.8725 | 395 | 6.0361 | - | - | - | - | - |
| 3.8824 | 396 | 1.1641 | - | - | - | - | - |
| 3.8922 | 397 | 5.4936 | - | - | - | - | - |
| 3.9020 | 398 | 2.9277 | - | - | - | - | - |
| 3.9118 | 399 | 3.0353 | - | - | - | - | - |
| 3.9216 | 400 | 0.7986 | - | - | - | - | - |
| 3.9314 | 401 | 1.7391 | - | - | - | - | - |
| 3.9412 | 402 | 0.5909 | - | - | - | - | - |
| 3.9510 | 403 | 1.2669 | - | - | - | - | - |
| 3.9608 | 404 | 1.8321 | - | - | - | - | - |
| 3.9706 | 405 | 2.9635 | - | - | - | - | - |
| 3.9804 | 406 | 1.6435 | - | - | - | - | - |
| 3.9902 | 407 | 2.9212 | - | - | - | - | - |
| 4.0 | 408 | 1.423 | 0.4087 | 0.4103 | 0.3978 | 0.3957 | 0.3638 |
| 4.0098 | 409 | 2.6238 | - | - | - | - | - |
| 4.0196 | 410 | 1.903 | - | - | - | - | - |
| 4.0294 | 411 | 0.3648 | - | - | - | - | - |
| 4.0392 | 412 | 1.4451 | - | - | - | - | - |
| 4.0490 | 413 | 0.4473 | - | - | - | - | - |
| 4.0588 | 414 | 2.7152 | - | - | - | - | - |
| 4.0686 | 415 | 3.1068 | - | - | - | - | - |
| 4.0784 | 416 | 0.5772 | - | - | - | - | - |
| 4.0882 | 417 | 5.783 | - | - | - | - | - |
| 4.0980 | 418 | 2.1852 | - | - | - | - | - |
| 4.1078 | 419 | 0.316 | - | - | - | - | - |
| 4.1176 | 420 | 1.8778 | - | - | - | - | - |
| 4.1275 | 421 | 1.1323 | - | - | - | - | - |
| 4.1373 | 422 | 1.321 | - | - | - | - | - |
| 4.1471 | 423 | 2.4721 | - | - | - | - | - |
| 4.1569 | 424 | 1.726 | - | - | - | - | - |
| 4.1667 | 425 | 1.2905 | - | - | - | - | - |
| 4.1765 | 426 | 2.9871 | - | - | - | - | - |
| 4.1863 | 427 | 0.0724 | - | - | - | - | - |
| 4.1961 | 428 | 1.1808 | - | - | - | - | - |
| 4.2059 | 429 | 1.7136 | - | - | - | - | - |
| 4.2157 | 430 | 1.831 | - | - | - | - | - |
| 4.2255 | 431 | 1.18 | - | - | - | - | - |
| 4.2353 | 432 | 0.6387 | - | - | - | - | - |
| 4.2451 | 433 | 0.8915 | - | - | - | - | - |
| 4.2549 | 434 | 1.2173 | - | - | - | - | - |
| 4.2647 | 435 | 3.1688 | - | - | - | - | - |
| 4.2745 | 436 | 2.5525 | - | - | - | - | - |
| 4.2843 | 437 | 3.9881 | - | - | - | - | - |
| 4.2941 | 438 | 2.8312 | - | - | - | - | - |
| 4.3039 | 439 | 1.638 | - | - | - | - | - |
| 4.3137 | 440 | 0.3774 | - | - | - | - | - |
| 4.3235 | 441 | 1.389 | - | - | - | - | - |
| 4.3333 | 442 | 1.3137 | - | - | - | - | - |
| 4.3431 | 443 | 1.5514 | - | - | - | - | - |
| 4.3529 | 444 | 6.8409 | - | - | - | - | - |
| 4.3627 | 445 | 8.0112 | - | - | - | - | - |
| 4.3725 | 446 | 0.377 | - | - | - | - | - |
| 4.3824 | 447 | 1.0928 | - | - | - | - | - |
| 4.3922 | 448 | 0.2113 | - | - | - | - | - |
| 4.4020 | 449 | 2.068 | - | - | - | - | - |
| 4.4118 | 450 | 1.0895 | - | - | - | - | - |
| 4.4216 | 451 | 1.0891 | - | - | - | - | - |
| 4.4314 | 452 | 1.706 | - | - | - | - | - |
| 4.4412 | 453 | 2.2784 | - | - | - | - | - |
| 4.4510 | 454 | 0.6901 | - | - | - | - | - |
| 4.4608 | 455 | 4.7342 | - | - | - | - | - |
| 4.4706 | 456 | 1.6835 | - | - | - | - | - |
| 4.4804 | 457 | 1.9608 | - | - | - | - | - |
| 4.4902 | 458 | 2.36 | - | - | - | - | - |
| 4.5 | 459 | 0.5788 | - | - | - | - | - |
| 4.5098 | 460 | 3.0938 | - | - | - | - | - |
| 4.5196 | 461 | 1.9388 | - | - | - | - | - |
| 4.5294 | 462 | 1.8407 | - | - | - | - | - |
| 4.5392 | 463 | 0.2539 | - | - | - | - | - |
| 4.5490 | 464 | 0.8653 | - | - | - | - | - |
| 4.5588 | 465 | 1.0415 | - | - | - | - | - |
| 4.5686 | 466 | 0.2581 | - | - | - | - | - |
| 4.5784 | 467 | 3.2178 | - | - | - | - | - |
| 4.5882 | 468 | 1.7602 | - | - | - | - | - |
| 4.5980 | 469 | 3.5085 | - | - | - | - | - |
| 4.6078 | 470 | 1.4228 | - | - | - | - | - |
| 4.6176 | 471 | 1.6385 | - | - | - | - | - |
| 4.6275 | 472 | 1.6302 | - | - | - | - | - |
| 4.6373 | 473 | 0.2816 | - | - | - | - | - |
| 4.6471 | 474 | 1.0022 | - | - | - | - | - |
| 4.6569 | 475 | 3.1141 | - | - | - | - | - |
| 4.6667 | 476 | 0.2854 | - | - | - | - | - |
| 4.6765 | 477 | 4.6917 | - | - | - | - | - |
| 4.6863 | 478 | 0.3969 | - | - | - | - | - |
| 4.6961 | 479 | 2.4925 | - | - | - | - | - |
| 4.7059 | 480 | 0.4133 | - | - | - | - | - |
| 4.7157 | 481 | 0.8154 | - | - | - | - | - |
| 4.7255 | 482 | 0.4463 | - | - | - | - | - |
| 4.7353 | 483 | 1.4824 | - | - | - | - | - |
| 4.7451 | 484 | 1.5414 | - | - | - | - | - |
| 4.7549 | 485 | 2.2317 | - | - | - | - | - |
| 4.7647 | 486 | 1.7797 | - | - | - | - | - |
| 4.7745 | 487 | 3.0942 | - | - | - | - | - |
| 4.7843 | 488 | 0.3174 | - | - | - | - | - |
| 4.7941 | 489 | 0.2429 | - | - | - | - | - |
| 4.8039 | 490 | 1.0631 | - | - | - | - | - |
| 4.8137 | 491 | 2.5124 | - | - | - | - | - |
| 4.8235 | 492 | 1.4958 | - | - | - | - | - |
| 4.8333 | 493 | 3.5318 | - | - | - | - | - |
| 4.8431 | 494 | 0.4836 | - | - | - | - | - |
| 4.8529 | 495 | 3.5183 | - | - | - | - | - |
| 4.8627 | 496 | 4.3693 | - | - | - | - | - |
| 4.8725 | 497 | 0.4568 | - | - | - | - | - |
| 4.8824 | 498 | 1.9769 | - | - | - | - | - |
| 4.8922 | 499 | 3.7046 | - | - | - | - | - |
| 4.9020 | 500 | 0.3671 | - | - | - | - | - |
| 4.9118 | 501 | 2.0283 | - | - | - | - | - |
| 4.9216 | 502 | 0.5469 | - | - | - | - | - |
| 4.9314 | 503 | 1.2652 | - | - | - | - | - |
| 4.9412 | 504 | 1.8146 | - | - | - | - | - |
| 4.9510 | 505 | 0.6166 | - | - | - | - | - |
| 4.9608 | 506 | 0.4924 | - | - | - | - | - |
| 4.9706 | 507 | 3.9714 | - | - | - | - | - |
| 4.9804 | 508 | 0.6463 | - | - | - | - | - |
| 4.9902 | 509 | 0.8882 | - | - | - | - | - |
| 5.0 | 510 | 0.7819 | 0.4393 | 0.4338 | 0.4416 | 0.4295 | 0.3889 |
| 5.0098 | 511 | 4.0327 | - | - | - | - | - |
| 5.0196 | 512 | 0.3956 | - | - | - | - | - |
| 5.0294 | 513 | 1.4927 | - | - | - | - | - |
| 5.0392 | 514 | 0.2779 | - | - | - | - | - |
| 5.0490 | 515 | 2.6576 | - | - | - | - | - |
| 5.0588 | 516 | 0.5928 | - | - | - | - | - |
| 5.0686 | 517 | 1.9877 | - | - | - | - | - |
| 5.0784 | 518 | 1.5176 | - | - | - | - | - |
| 5.0882 | 519 | 0.5532 | - | - | - | - | - |
| 5.0980 | 520 | 1.2476 | - | - | - | - | - |
| 5.1078 | 521 | 1.241 | - | - | - | - | - |
| 5.1176 | 522 | 0.5064 | - | - | - | - | - |
| 5.1275 | 523 | 1.575 | - | - | - | - | - |
| 5.1373 | 524 | 0.4662 | - | - | - | - | - |
| 5.1471 | 525 | 1.6873 | - | - | - | - | - |
| 5.1569 | 526 | 0.2006 | - | - | - | - | - |
| 5.1667 | 527 | 0.7359 | - | - | - | - | - |
| 5.1765 | 528 | 1.4169 | - | - | - | - | - |
| 5.1863 | 529 | 2.286 | - | - | - | - | - |
| 5.1961 | 530 | 0.4532 | - | - | - | - | - |
| 5.2059 | 531 | 0.3292 | - | - | - | - | - |
| 5.2157 | 532 | 0.5826 | - | - | - | - | - |
| 5.2255 | 533 | 1.8618 | - | - | - | - | - |
| 5.2353 | 534 | 1.709 | - | - | - | - | - |
| 5.2451 | 535 | 0.4298 | - | - | - | - | - |
| 5.2549 | 536 | 1.3506 | - | - | - | - | - |
| 5.2647 | 537 | 0.2135 | - | - | - | - | - |
| 5.2745 | 538 | 1.0439 | - | - | - | - | - |
| 5.2843 | 539 | 1.2457 | - | - | - | - | - |
| 5.2941 | 540 | 4.0056 | - | - | - | - | - |
| 5.3039 | 541 | 1.6947 | - | - | - | - | - |
| 5.3137 | 542 | 2.7747 | - | - | - | - | - |
| 5.3235 | 543 | 0.4597 | - | - | - | - | - |
| 5.3333 | 544 | 1.7547 | - | - | - | - | - |
| 5.3431 | 545 | 0.239 | - | - | - | - | - |
| 5.3529 | 546 | 2.7003 | - | - | - | - | - |
| 5.3627 | 547 | 0.0524 | - | - | - | - | - |
| 5.3725 | 548 | 0.546 | - | - | - | - | - |
| 5.3824 | 549 | 0.0677 | - | - | - | - | - |
| 5.3922 | 550 | 2.1802 | - | - | - | - | - |
| 5.4020 | 551 | 0.7384 | - | - | - | - | - |
| 5.4118 | 552 | 0.8615 | - | - | - | - | - |
| 5.4216 | 553 | 0.8526 | - | - | - | - | - |
| 5.4314 | 554 | 0.1186 | - | - | - | - | - |
| 5.4412 | 555 | 5.5363 | - | - | - | - | - |
| 5.4510 | 556 | 2.2919 | - | - | - | - | - |
| 5.4608 | 557 | 2.7169 | - | - | - | - | - |
| 5.4706 | 558 | 0.6759 | - | - | - | - | - |
| 5.4804 | 559 | 1.8548 | - | - | - | - | - |
| 5.4902 | 560 | 0.162 | - | - | - | - | - |
| 5.5 | 561 | 0.4696 | - | - | - | - | - |
| 5.5098 | 562 | 0.1146 | - | - | - | - | - |
| 5.5196 | 563 | 0.4065 | - | - | - | - | - |
| 5.5294 | 564 | 4.1146 | - | - | - | - | - |
| 5.5392 | 565 | 1.9204 | - | - | - | - | - |
| 5.5490 | 566 | 0.5803 | - | - | - | - | - |
| 5.5588 | 567 | 1.2588 | - | - | - | - | - |
| 5.5686 | 568 | 0.2092 | - | - | - | - | - |
| 5.5784 | 569 | 0.3628 | - | - | - | - | - |
| 5.5882 | 570 | 1.0575 | - | - | - | - | - |
| 5.5980 | 571 | 2.0927 | - | - | - | - | - |
| 5.6078 | 572 | 2.6982 | - | - | - | - | - |
| 5.6176 | 573 | 0.2074 | - | - | - | - | - |
| 5.6275 | 574 | 0.9235 | - | - | - | - | - |
| 5.6373 | 575 | 0.6059 | - | - | - | - | - |
| 5.6471 | 576 | 2.8723 | - | - | - | - | - |
| 5.6569 | 577 | 1.6506 | - | - | - | - | - |
| 5.6667 | 578 | 4.0554 | - | - | - | - | - |
| 5.6765 | 579 | 0.4355 | - | - | - | - | - |
| 5.6863 | 580 | 0.444 | - | - | - | - | - |
| 5.6961 | 581 | 1.224 | - | - | - | - | - |
| 5.7059 | 582 | 0.1527 | - | - | - | - | - |
| 5.7157 | 583 | 0.1364 | - | - | - | - | - |
| 5.7255 | 584 | 0.956 | - | - | - | - | - |
| 5.7353 | 585 | 1.3451 | - | - | - | - | - |
| 5.7451 | 586 | 2.0356 | - | - | - | - | - |
| 5.7549 | 587 | 1.359 | - | - | - | - | - |
| 5.7647 | 588 | 1.2268 | - | - | - | - | - |
| 5.7745 | 589 | 3.7225 | - | - | - | - | - |
| 5.7843 | 590 | 0.637 | - | - | - | - | - |
| 5.7941 | 591 | 0.033 | - | - | - | - | - |
| 5.8039 | 592 | 2.3632 | - | - | - | - | - |
| 5.8137 | 593 | 0.2102 | - | - | - | - | - |
| 5.8235 | 594 | 2.4668 | - | - | - | - | - |
| 5.8333 | 595 | 0.9916 | - | - | - | - | - |
| 5.8431 | 596 | 0.8294 | - | - | - | - | - |
| 5.8529 | 597 | 0.8366 | - | - | - | - | - |
| 5.8627 | 598 | 1.0135 | - | - | - | - | - |
| 5.8725 | 599 | 1.0464 | - | - | - | - | - |
| 5.8824 | 600 | 0.2519 | - | - | - | - | - |
| 5.8922 | 601 | 0.789 | - | - | - | - | - |
| 5.9020 | 602 | 1.7482 | - | - | - | - | - |
| 5.9118 | 603 | 1.0016 | - | - | - | - | - |
| 5.9216 | 604 | 0.9812 | - | - | - | - | - |
| 5.9314 | 605 | 0.6267 | - | - | - | - | - |
| 5.9412 | 606 | 1.3828 | - | - | - | - | - |
| 5.9510 | 607 | 0.0157 | - | - | - | - | - |
| 5.9608 | 608 | 0.5031 | - | - | - | - | - |
| 5.9706 | 609 | 1.3437 | - | - | - | - | - |
| 5.9804 | 610 | 0.5787 | - | - | - | - | - |
| 5.9902 | 611 | 1.2179 | - | - | - | - | - |
| 6.0 | 612 | 0.8569 | 0.4473 | 0.4482 | 0.4504 | 0.4515 | 0.4138 |
| 6.0098 | 613 | 0.1024 | - | - | - | - | - |
| 6.0196 | 614 | 0.2491 | - | - | - | - | - |
| 6.0294 | 615 | 0.0657 | - | - | - | - | - |
| 6.0392 | 616 | 3.7994 | - | - | - | - | - |
| 6.0490 | 617 | 0.3013 | - | - | - | - | - |
| 6.0588 | 618 | 1.672 | - | - | - | - | - |
| 6.0686 | 619 | 1.5058 | - | - | - | - | - |
| 6.0784 | 620 | 1.0875 | - | - | - | - | - |
| 6.0882 | 621 | 0.6031 | - | - | - | - | - |
| 6.0980 | 622 | 0.5717 | - | - | - | - | - |
| 6.1078 | 623 | 2.4269 | - | - | - | - | - |
| 6.1176 | 624 | 1.4099 | - | - | - | - | - |
| 6.1275 | 625 | 1.3058 | - | - | - | - | - |
| 6.1373 | 626 | 1.3845 | - | - | - | - | - |
| 6.1471 | 627 | 2.8795 | - | - | - | - | - |
| 6.1569 | 628 | 0.8141 | - | - | - | - | - |
| 6.1667 | 629 | 0.1123 | - | - | - | - | - |
| 6.1765 | 630 | 3.311 | - | - | - | - | - |
| 6.1863 | 631 | 1.9538 | - | - | - | - | - |
| 6.1961 | 632 | 1.1768 | - | - | - | - | - |
| 6.2059 | 633 | 0.4413 | - | - | - | - | - |
| 6.2157 | 634 | 3.3017 | - | - | - | - | - |
| 6.2255 | 635 | 1.2421 | - | - | - | - | - |
| 6.2353 | 636 | 1.5373 | - | - | - | - | - |
| 6.2451 | 637 | 0.5085 | - | - | - | - | - |
| 6.2549 | 638 | 0.4708 | - | - | - | - | - |
| 6.2647 | 639 | 0.8601 | - | - | - | - | - |
| 6.2745 | 640 | 1.2441 | - | - | - | - | - |
| 6.2843 | 641 | 0.4017 | - | - | - | - | - |
| 6.2941 | 642 | 0.1519 | - | - | - | - | - |
| 6.3039 | 643 | 0.1066 | - | - | - | - | - |
| 6.3137 | 644 | 0.6035 | - | - | - | - | - |
| 6.3235 | 645 | 0.2845 | - | - | - | - | - |
| 6.3333 | 646 | 2.7241 | - | - | - | - | - |
| 6.3431 | 647 | 2.6254 | - | - | - | - | - |
| 6.3529 | 648 | 1.0094 | - | - | - | - | - |
| 6.3627 | 649 | 1.1787 | - | - | - | - | - |
| 6.3725 | 650 | 0.1866 | - | - | - | - | - |
| 6.3824 | 651 | 0.2374 | - | - | - | - | - |
| 6.3922 | 652 | 0.1701 | - | - | - | - | - |
| 6.4020 | 653 | 0.404 | - | - | - | - | - |
| 6.4118 | 654 | 1.052 | - | - | - | - | - |
| 6.4216 | 655 | 3.3814 | - | - | - | - | - |
| 6.4314 | 656 | 0.7022 | - | - | - | - | - |
| 6.4412 | 657 | 0.9943 | - | - | - | - | - |
| 6.4510 | 658 | 0.0996 | - | - | - | - | - |
| 6.4608 | 659 | 0.1728 | - | - | - | - | - |
| 6.4706 | 660 | 0.4416 | - | - | - | - | - |
| 6.4804 | 661 | 0.725 | - | - | - | - | - |
| 6.4902 | 662 | 0.1632 | - | - | - | - | - |
| 6.5 | 663 | 2.231 | - | - | - | - | - |
| 6.5098 | 664 | 0.4117 | - | - | - | - | - |
| 6.5196 | 665 | 0.6946 | - | - | - | - | - |
| 6.5294 | 666 | 0.5391 | - | - | - | - | - |
| 6.5392 | 667 | 0.4802 | - | - | - | - | - |
| 6.5490 | 668 | 0.387 | - | - | - | - | - |
| 6.5588 | 669 | 1.6513 | - | - | - | - | - |
| 6.5686 | 670 | 2.0605 | - | - | - | - | - |
| 6.5784 | 671 | 1.0158 | - | - | - | - | - |
| 6.5882 | 672 | 0.3297 | - | - | - | - | - |
| 6.5980 | 673 | 0.1939 | - | - | - | - | - |
| 6.6078 | 674 | 0.4995 | - | - | - | - | - |
| 6.6176 | 675 | 0.4027 | - | - | - | - | - |
| 6.6275 | 676 | 0.2691 | - | - | - | - | - |
| 6.6373 | 677 | 0.1387 | - | - | - | - | - |
| 6.6471 | 678 | 0.5439 | - | - | - | - | - |
| 6.6569 | 679 | 1.617 | - | - | - | - | - |
| 6.6667 | 680 | 0.6756 | - | - | - | - | - |
| 6.6765 | 681 | 0.3362 | - | - | - | - | - |
| 6.6863 | 682 | 0.6947 | - | - | - | - | - |
| 6.6961 | 683 | 0.4634 | - | - | - | - | - |
| 6.7059 | 684 | 1.4664 | - | - | - | - | - |
| 6.7157 | 685 | 1.5222 | - | - | - | - | - |
| 6.7255 | 686 | 0.058 | - | - | - | - | - |
| 6.7353 | 687 | 1.0441 | - | - | - | - | - |
| 6.7451 | 688 | 0.2457 | - | - | - | - | - |
| 6.7549 | 689 | 1.0829 | - | - | - | - | - |
| 6.7647 | 690 | 0.4951 | - | - | - | - | - |
| 6.7745 | 691 | 1.0731 | - | - | - | - | - |
| 6.7843 | 692 | 0.3327 | - | - | - | - | - |
| 6.7941 | 693 | 0.3545 | - | - | - | - | - |
| 6.8039 | 694 | 0.5103 | - | - | - | - | - |
| 6.8137 | 695 | 0.4411 | - | - | - | - | - |
| 6.8235 | 696 | 1.0258 | - | - | - | - | - |
| 6.8333 | 697 | 0.2712 | - | - | - | - | - |
| 6.8431 | 698 | 2.907 | - | - | - | - | - |
| 6.8529 | 699 | 0.7807 | - | - | - | - | - |
| 6.8627 | 700 | 0.2864 | - | - | - | - | - |
| 6.8725 | 701 | 1.5795 | - | - | - | - | - |
| 6.8824 | 702 | 0.558 | - | - | - | - | - |
| 6.8922 | 703 | 0.4883 | - | - | - | - | - |
| 6.9020 | 704 | 1.8721 | - | - | - | - | - |
| 6.9118 | 705 | 1.3749 | - | - | - | - | - |
| 6.9216 | 706 | 1.3069 | - | - | - | - | - |
| 6.9314 | 707 | 0.8279 | - | - | - | - | - |
| 6.9412 | 708 | 1.0404 | - | - | - | - | - |
| 6.9510 | 709 | 0.725 | - | - | - | - | - |
| 6.9608 | 710 | 0.918 | - | - | - | - | - |
| 6.9706 | 711 | 0.0511 | - | - | - | - | - |
| 6.9804 | 712 | 3.9793 | - | - | - | - | - |
| 6.9902 | 713 | 0.3452 | - | - | - | - | - |
| 7.0 | 714 | 0.1112 | 0.4442 | 0.4357 | 0.4430 | 0.4392 | 0.4201 |
| 7.0098 | 715 | 0.1986 | - | - | - | - | - |
| 7.0196 | 716 | 0.1309 | - | - | - | - | - |
| 7.0294 | 717 | 0.302 | - | - | - | - | - |
| 7.0392 | 718 | 0.387 | - | - | - | - | - |
| 7.0490 | 719 | 0.6811 | - | - | - | - | - |
| 7.0588 | 720 | 0.1184 | - | - | - | - | - |
| 7.0686 | 721 | 0.4928 | - | - | - | - | - |
| 7.0784 | 722 | 0.7094 | - | - | - | - | - |
| 7.0882 | 723 | 0.5572 | - | - | - | - | - |
| 7.0980 | 724 | 0.8515 | - | - | - | - | - |
| 7.1078 | 725 | 0.1928 | - | - | - | - | - |
| 7.1176 | 726 | 0.5748 | - | - | - | - | - |
| 7.1275 | 727 | 1.1716 | - | - | - | - | - |
| 7.1373 | 728 | 0.1023 | - | - | - | - | - |
| 7.1471 | 729 | 0.2057 | - | - | - | - | - |
| 7.1569 | 730 | 0.7258 | - | - | - | - | - |
| 7.1667 | 731 | 0.4066 | - | - | - | - | - |
| 7.1765 | 732 | 0.5043 | - | - | - | - | - |
| 7.1863 | 733 | 0.3594 | - | - | - | - | - |
| 7.1961 | 734 | 0.3433 | - | - | - | - | - |
| 7.2059 | 735 | 1.247 | - | - | - | - | - |
| 7.2157 | 736 | 0.2146 | - | - | - | - | - |
| 7.2255 | 737 | 3.5853 | - | - | - | - | - |
| 7.2353 | 738 | 4.6401 | - | - | - | - | - |
| 7.2451 | 739 | 0.2602 | - | - | - | - | - |
| 7.2549 | 740 | 2.8213 | - | - | - | - | - |
| 7.2647 | 741 | 0.5844 | - | - | - | - | - |
| 7.2745 | 742 | 0.7471 | - | - | - | - | - |
| 7.2843 | 743 | 0.4646 | - | - | - | - | - |
| 7.2941 | 744 | 0.1847 | - | - | - | - | - |
| 7.3039 | 745 | 0.1304 | - | - | - | - | - |
| 7.3137 | 746 | 2.071 | - | - | - | - | - |
| 7.3235 | 747 | 0.4216 | - | - | - | - | - |
| 7.3333 | 748 | 0.5303 | - | - | - | - | - |
| 7.3431 | 749 | 0.0915 | - | - | - | - | - |
| 7.3529 | 750 | 0.0541 | - | - | - | - | - |
| 7.3627 | 751 | 0.2385 | - | - | - | - | - |
| 7.3725 | 752 | 1.3475 | - | - | - | - | - |
| 7.3824 | 753 | 0.3743 | - | - | - | - | - |
| 7.3922 | 754 | 0.1512 | - | - | - | - | - |
| 7.4020 | 755 | 0.7224 | - | - | - | - | - |
| 7.4118 | 756 | 0.6689 | - | - | - | - | - |
| 7.4216 | 757 | 0.0917 | - | - | - | - | - |
| 7.4314 | 758 | 0.4616 | - | - | - | - | - |
| 7.4412 | 759 | 0.6046 | - | - | - | - | - |
| 7.4510 | 760 | 0.1901 | - | - | - | - | - |
| 7.4608 | 761 | 0.2937 | - | - | - | - | - |
| 7.4706 | 762 | 0.3402 | - | - | - | - | - |
| 7.4804 | 763 | 0.263 | - | - | - | - | - |
| 7.4902 | 764 | 1.2797 | - | - | - | - | - |
| 7.5 | 765 | 1.3824 | - | - | - | - | - |
| 7.5098 | 766 | 3.6521 | - | - | - | - | - |
| 7.5196 | 767 | 0.1842 | - | - | - | - | - |
| 7.5294 | 768 | 0.3533 | - | - | - | - | - |
| 7.5392 | 769 | 0.7867 | - | - | - | - | - |
| 7.5490 | 770 | 0.2147 | - | - | - | - | - |
| 7.5588 | 771 | 0.1919 | - | - | - | - | - |
| 7.5686 | 772 | 2.0485 | - | - | - | - | - |
| 7.5784 | 773 | 0.3336 | - | - | - | - | - |
| 7.5882 | 774 | 1.1441 | - | - | - | - | - |
| 7.5980 | 775 | 1.0271 | - | - | - | - | - |
| 7.6078 | 776 | 0.0699 | - | - | - | - | - |
| 7.6176 | 777 | 1.0436 | - | - | - | - | - |
| 7.6275 | 778 | 1.5631 | - | - | - | - | - |
| 7.6373 | 779 | 1.6853 | - | - | - | - | - |
| 7.6471 | 780 | 0.3141 | - | - | - | - | - |
| 7.6569 | 781 | 0.4265 | - | - | - | - | - |
| 7.6667 | 782 | 0.9254 | - | - | - | - | - |
| 7.6765 | 783 | 1.6143 | - | - | - | - | - |
| 7.6863 | 784 | 0.0816 | - | - | - | - | - |
| 7.6961 | 785 | 0.1259 | - | - | - | - | - |
| 7.7059 | 786 | 0.3724 | - | - | - | - | - |
| 7.7157 | 787 | 0.3946 | - | - | - | - | - |
| 7.7255 | 788 | 0.472 | - | - | - | - | - |
| 7.7353 | 789 | 0.3201 | - | - | - | - | - |
| 7.7451 | 790 | 2.2433 | - | - | - | - | - |
| 7.7549 | 791 | 1.4234 | - | - | - | - | - |
| 7.7647 | 792 | 0.2929 | - | - | - | - | - |
| 7.7745 | 793 | 1.0787 | - | - | - | - | - |
| 7.7843 | 794 | 1.5377 | - | - | - | - | - |
| 7.7941 | 795 | 0.9227 | - | - | - | - | - |
| 7.8039 | 796 | 1.5085 | - | - | - | - | - |
| 7.8137 | 797 | 1.2684 | - | - | - | - | - |
| 7.8235 | 798 | 1.3512 | - | - | - | - | - |
| 7.8333 | 799 | 0.8187 | - | - | - | - | - |
| 7.8431 | 800 | 2.3537 | - | - | - | - | - |
| 7.8529 | 801 | 0.1085 | - | - | - | - | - |
| 7.8627 | 802 | 0.9881 | - | - | - | - | - |
| 7.8725 | 803 | 0.1223 | - | - | - | - | - |
| 7.8824 | 804 | 0.1659 | - | - | - | - | - |
| 7.8922 | 805 | 1.5883 | - | - | - | - | - |
| 7.9020 | 806 | 0.1431 | - | - | - | - | - |
| 7.9118 | 807 | 0.2998 | - | - | - | - | - |
| 7.9216 | 808 | 0.2567 | - | - | - | - | - |
| 7.9314 | 809 | 0.222 | - | - | - | - | - |
| 7.9412 | 810 | 0.6944 | - | - | - | - | - |
| 7.9510 | 811 | 0.5001 | - | - | - | - | - |
| 7.9608 | 812 | 0.4516 | - | - | - | - | - |
| 7.9706 | 813 | 0.2018 | - | - | - | - | - |
| 7.9804 | 814 | 1.0919 | - | - | - | - | - |
| 7.9902 | 815 | 0.5894 | - | - | - | - | - |
| 8.0 | 816 | 0.5687 | 0.4367 | 0.4527 | 0.4446 | 0.4549 | 0.4209 |
| 8.0098 | 817 | 0.9448 | - | - | - | - | - |
| 8.0196 | 818 | 0.1256 | - | - | - | - | - |
| 8.0294 | 819 | 2.0971 | - | - | - | - | - |
| 8.0392 | 820 | 0.5898 | - | - | - | - | - |
| 8.0490 | 821 | 1.4082 | - | - | - | - | - |
| 8.0588 | 822 | 0.4919 | - | - | - | - | - |
| 8.0686 | 823 | 0.017 | - | - | - | - | - |
| 8.0784 | 824 | 1.0226 | - | - | - | - | - |
| 8.0882 | 825 | 0.1616 | - | - | - | - | - |
| 8.0980 | 826 | 0.3122 | - | - | - | - | - |
| 8.1078 | 827 | 0.156 | - | - | - | - | - |
| 8.1176 | 828 | 1.1079 | - | - | - | - | - |
| 8.1275 | 829 | 0.3844 | - | - | - | - | - |
| 8.1373 | 830 | 0.0229 | - | - | - | - | - |
| 8.1471 | 831 | 0.022 | - | - | - | - | - |
| 8.1569 | 832 | 0.2386 | - | - | - | - | - |
| 8.1667 | 833 | 0.2888 | - | - | - | - | - |
| 8.1765 | 834 | 1.4573 | - | - | - | - | - |
| 8.1863 | 835 | 0.246 | - | - | - | - | - |
| 8.1961 | 836 | 0.4084 | - | - | - | - | - |
| 8.2059 | 837 | 0.9884 | - | - | - | - | - |
| 8.2157 | 838 | 0.1843 | - | - | - | - | - |
| 8.2255 | 839 | 0.5776 | - | - | - | - | - |
| 8.2353 | 840 | 0.663 | - | - | - | - | - |
| 8.2451 | 841 | 0.1248 | - | - | - | - | - |
| 8.2549 | 842 | 0.3924 | - | - | - | - | - |
| 8.2647 | 843 | 0.4227 | - | - | - | - | - |
| 8.2745 | 844 | 0.0517 | - | - | - | - | - |
| 8.2843 | 845 | 1.421 | - | - | - | - | - |
| 8.2941 | 846 | 0.3923 | - | - | - | - | - |
| 8.3039 | 847 | 0.0566 | - | - | - | - | - |
| 8.3137 | 848 | 1.674 | - | - | - | - | - |
| 8.3235 | 849 | 1.7599 | - | - | - | - | - |
| 8.3333 | 850 | 0.236 | - | - | - | - | - |
| 8.3431 | 851 | 1.5853 | - | - | - | - | - |
| 8.3529 | 852 | 1.0122 | - | - | - | - | - |
| 8.3627 | 853 | 2.7049 | - | - | - | - | - |
| 8.3725 | 854 | 0.5979 | - | - | - | - | - |
| 8.3824 | 855 | 0.3934 | - | - | - | - | - |
| 8.3922 | 856 | 0.155 | - | - | - | - | - |
| 8.4020 | 857 | 0.0404 | - | - | - | - | - |
| 8.4118 | 858 | 0.1053 | - | - | - | - | - |
| 8.4216 | 859 | 0.7973 | - | - | - | - | - |
| 8.4314 | 860 | 1.0623 | - | - | - | - | - |
| 8.4412 | 861 | 0.2224 | - | - | - | - | - |
| 8.4510 | 862 | 0.498 | - | - | - | - | - |
| 8.4608 | 863 | 0.0506 | - | - | - | - | - |
| 8.4706 | 864 | 0.193 | - | - | - | - | - |
| 8.4804 | 865 | 1.1289 | - | - | - | - | - |
| 8.4902 | 866 | 1.8809 | - | - | - | - | - |
| 8.5 | 867 | 0.2647 | - | - | - | - | - |
| 8.5098 | 868 | 0.9137 | - | - | - | - | - |
| 8.5196 | 869 | 1.1054 | - | - | - | - | - |
| 8.5294 | 870 | 0.3431 | - | - | - | - | - |
| 8.5392 | 871 | 1.2004 | - | - | - | - | - |
| 8.5490 | 872 | 0.8382 | - | - | - | - | - |
| 8.5588 | 873 | 0.3734 | - | - | - | - | - |
| 8.5686 | 874 | 0.2123 | - | - | - | - | - |
| 8.5784 | 875 | 0.7461 | - | - | - | - | - |
| 8.5882 | 876 | 0.0573 | - | - | - | - | - |
| 8.5980 | 877 | 1.7312 | - | - | - | - | - |
| 8.6078 | 878 | 0.6657 | - | - | - | - | - |
| 8.6176 | 879 | 1.8817 | - | - | - | - | - |
| 8.6275 | 880 | 0.0719 | - | - | - | - | - |
| 8.6373 | 881 | 0.582 | - | - | - | - | - |
| 8.6471 | 882 | 0.1383 | - | - | - | - | - |
| 8.6569 | 883 | 1.1228 | - | - | - | - | - |
| 8.6667 | 884 | 1.4588 | - | - | - | - | - |
| 8.6765 | 885 | 0.1121 | - | - | - | - | - |
| 8.6863 | 886 | 0.08 | - | - | - | - | - |
| 8.6961 | 887 | 0.9132 | - | - | - | - | - |
| 8.7059 | 888 | 2.0485 | - | - | - | - | - |
| 8.7157 | 889 | 0.0602 | - | - | - | - | - |
| 8.7255 | 890 | 0.372 | - | - | - | - | - |
| 8.7353 | 891 | 2.6196 | - | - | - | - | - |
| 8.7451 | 892 | 1.088 | - | - | - | - | - |
| 8.7549 | 893 | 0.1426 | - | - | - | - | - |
| 8.7647 | 894 | 0.5937 | - | - | - | - | - |
| 8.7745 | 895 | 0.1557 | - | - | - | - | - |
| 8.7843 | 896 | 1.6383 | - | - | - | - | - |
| 8.7941 | 897 | 0.315 | - | - | - | - | - |
| 8.8039 | 898 | 0.6838 | - | - | - | - | - |
| 8.8137 | 899 | 0.3439 | - | - | - | - | - |
| 8.8235 | 900 | 2.3383 | - | - | - | - | - |
| 8.8333 | 901 | 0.1489 | - | - | - | - | - |
| 8.8431 | 902 | 1.9066 | - | - | - | - | - |
| 8.8529 | 903 | 0.6731 | - | - | - | - | - |
| 8.8627 | 904 | 1.4289 | - | - | - | - | - |
| 8.8725 | 905 | 0.1097 | - | - | - | - | - |
| 8.8824 | 906 | 0.2366 | - | - | - | - | - |
| 8.8922 | 907 | 0.5073 | - | - | - | - | - |
| 8.9020 | 908 | 1.0773 | - | - | - | - | - |
| 8.9118 | 909 | 0.0663 | - | - | - | - | - |
| 8.9216 | 910 | 0.0808 | - | - | - | - | - |
| 8.9314 | 911 | 0.1299 | - | - | - | - | - |
| 8.9412 | 912 | 0.2324 | - | - | - | - | - |
| 8.9510 | 913 | 1.4257 | - | - | - | - | - |
| 8.9608 | 914 | 0.1796 | - | - | - | - | - |
| 8.9706 | 915 | 1.702 | - | - | - | - | - |
| 8.9804 | 916 | 0.1128 | - | - | - | - | - |
| 8.9902 | 917 | 0.2039 | - | - | - | - | - |
| 9.0 | 918 | 0.0208 | 0.4497 | 0.4427 | 0.4490 | 0.4524 | 0.4320 |
| 9.0098 | 919 | 1.5254 | - | - | - | - | - |
| 9.0196 | 920 | 1.3278 | - | - | - | - | - |
| 9.0294 | 921 | 0.1509 | - | - | - | - | - |
| 9.0392 | 922 | 0.0821 | - | - | - | - | - |
| 9.0490 | 923 | 0.4457 | - | - | - | - | - |
| 9.0588 | 924 | 0.1536 | - | - | - | - | - |
| 9.0686 | 925 | 0.1446 | - | - | - | - | - |
| 9.0784 | 926 | 0.627 | - | - | - | - | - |
| 9.0882 | 927 | 0.4614 | - | - | - | - | - |
| 9.0980 | 928 | 0.658 | - | - | - | - | - |
| 9.1078 | 929 | 1.2732 | - | - | - | - | - |
| 9.1176 | 930 | 1.7738 | - | - | - | - | - |
| 9.1275 | 931 | 0.0963 | - | - | - | - | - |
| 9.1373 | 932 | 1.8892 | - | - | - | - | - |
| 9.1471 | 933 | 0.7154 | - | - | - | - | - |
| 9.1569 | 934 | 0.0751 | - | - | - | - | - |
| 9.1667 | 935 | 0.2999 | - | - | - | - | - |
| 9.1765 | 936 | 0.5683 | - | - | - | - | - |
| 9.1863 | 937 | 0.7485 | - | - | - | - | - |
| 9.1961 | 938 | 0.3099 | - | - | - | - | - |
| 9.2059 | 939 | 0.7234 | - | - | - | - | - |
| 9.2157 | 940 | 0.3434 | - | - | - | - | - |
| 9.2255 | 941 | 1.1842 | - | - | - | - | - |
| 9.2353 | 942 | 1.3713 | - | - | - | - | - |
| 9.2451 | 943 | 0.1505 | - | - | - | - | - |
| 9.2549 | 944 | 1.3096 | - | - | - | - | - |
| 9.2647 | 945 | 2.1745 | - | - | - | - | - |
| 9.2745 | 946 | 0.0571 | - | - | - | - | - |
| 9.2843 | 947 | 0.4994 | - | - | - | - | - |
| 9.2941 | 948 | 0.2938 | - | - | - | - | - |
| 9.3039 | 949 | 1.3117 | - | - | - | - | - |
| 9.3137 | 950 | 1.3904 | - | - | - | - | - |
| 9.3235 | 951 | 0.2781 | - | - | - | - | - |
| 9.3333 | 952 | 0.073 | - | - | - | - | - |
| 9.3431 | 953 | 0.4679 | - | - | - | - | - |
| 9.3529 | 954 | 0.0644 | - | - | - | - | - |
| 9.3627 | 955 | 0.0382 | - | - | - | - | - |
| 9.3725 | 956 | 0.4062 | - | - | - | - | - |
| 9.3824 | 957 | 0.1543 | - | - | - | - | - |
| 9.3922 | 958 | 1.5961 | - | - | - | - | - |
| 9.4020 | 959 | 0.887 | - | - | - | - | - |
| 9.4118 | 960 | 0.345 | - | - | - | - | - |
| 9.4216 | 961 | 0.4368 | - | - | - | - | - |
| 9.4314 | 962 | 0.485 | - | - | - | - | - |
| 9.4412 | 963 | 0.0532 | - | - | - | - | - |
| 9.4510 | 964 | 0.0596 | - | - | - | - | - |
| 9.4608 | 965 | 0.5338 | - | - | - | - | - |
| 9.4706 | 966 | 4.2175 | - | - | - | - | - |
| 9.4804 | 967 | 0.1782 | - | - | - | - | - |
| 9.4902 | 968 | 0.2971 | - | - | - | - | - |
| 9.5 | 969 | 0.0347 | - | - | - | - | - |
| 9.5098 | 970 | 0.1772 | - | - | - | - | - |
| 9.5196 | 971 | 0.3312 | - | - | - | - | - |
| 9.5294 | 972 | 1.0914 | - | - | - | - | - |
| 9.5392 | 973 | 0.5447 | - | - | - | - | - |
| 9.5490 | 974 | 0.6363 | - | - | - | - | - |
| 9.5588 | 975 | 0.1738 | - | - | - | - | - |
| 9.5686 | 976 | 0.6424 | - | - | - | - | - |
| 9.5784 | 977 | 0.0752 | - | - | - | - | - |
| 9.5882 | 978 | 0.7333 | - | - | - | - | - |
| 9.5980 | 979 | 0.5427 | - | - | - | - | - |
| 9.6078 | 980 | 0.1689 | - | - | - | - | - |
| 9.6176 | 981 | 0.6654 | - | - | - | - | - |
| 9.6275 | 982 | 0.5247 | - | - | - | - | - |
| 9.6373 | 983 | 0.4657 | - | - | - | - | - |
| 9.6471 | 984 | 0.8176 | - | - | - | - | - |
| 9.6569 | 985 | 0.1689 | - | - | - | - | - |
| 9.6667 | 986 | 0.5954 | - | - | - | - | - |
| 9.6765 | 987 | 0.832 | - | - | - | - | - |
| 9.6863 | 988 | 1.0878 | - | - | - | - | - |
| 9.6961 | 989 | 0.1918 | - | - | - | - | - |
| 9.7059 | 990 | 1.0797 | - | - | - | - | - |
| 9.7157 | 991 | 0.7171 | - | - | - | - | - |
| 9.7255 | 992 | 0.0529 | - | - | - | - | - |
| 9.7353 | 993 | 0.717 | - | - | - | - | - |
| 9.7451 | 994 | 1.3604 | - | - | - | - | - |
| 9.7549 | 995 | 0.1234 | - | - | - | - | - |
| 9.7647 | 996 | 0.4606 | - | - | - | - | - |
| 9.7745 | 997 | 0.148 | - | - | - | - | - |
| 9.7843 | 998 | 0.58 | - | - | - | - | - |
| 9.7941 | 999 | 0.9918 | - | - | - | - | - |
| 9.8039 | 1000 | 0.4089 | - | - | - | - | - |
| 9.8137 | 1001 | 0.3936 | - | - | - | - | - |
| 9.8235 | 1002 | 0.0753 | - | - | - | - | - |
| 9.8333 | 1003 | 0.1202 | - | - | - | - | - |
| 9.8431 | 1004 | 0.191 | - | - | - | - | - |
| 9.8529 | 1005 | 1.8437 | - | - | - | - | - |
| 9.8627 | 1006 | 1.2283 | - | - | - | - | - |
| 9.8725 | 1007 | 0.526 | - | - | - | - | - |
| 9.8824 | 1008 | 0.0851 | - | - | - | - | - |
| 9.8922 | 1009 | 0.9696 | - | - | - | - | - |
| 9.9020 | 1010 | 0.0735 | - | - | - | - | - |
| 9.9118 | 1011 | 0.4334 | - | - | - | - | - |
| 9.9216 | 1012 | 1.8229 | - | - | - | - | - |
| 9.9314 | 1013 | 0.4248 | - | - | - | - | - |
| 9.9412 | 1014 | 0.4024 | - | - | - | - | - |
| 9.9510 | 1015 | 0.6838 | - | - | - | - | - |
| 9.9608 | 1016 | 0.1111 | - | - | - | - | - |
| 9.9706 | 1017 | 0.1799 | - | - | - | - | - |
| 9.9804 | 1018 | 0.3433 | - | - | - | - | - |
| 9.9902 | 1019 | 0.1694 | - | - | - | - | - |
| 10.0 | 1020 | 0.1874 | 0.4507 | 0.4440 | 0.4482 | 0.4543 | 0.4304 |
- The bold row denotes the saved checkpoint.
Framework Versions
- Python: 3.12.12
- Sentence Transformers: 5.1.2
- Transformers: 4.51.3
- PyTorch: 2.8.0+cu126
- Accelerate: 1.11.0
- Datasets: 4.0.0
- Tokenizers: 0.21.4
Citation
BibTeX
Sentence Transformers
@inproceedings{reimers-2019-sentence-bert,
title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
author = "Reimers, Nils and Gurevych, Iryna",
booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
month = "11",
year = "2019",
publisher = "Association for Computational Linguistics",
url = "https://arxiv.org/abs/1908.10084",
}
MatryoshkaLoss
@misc{kusupati2024matryoshka,
title={Matryoshka Representation Learning},
author={Aditya Kusupati and Gantavya Bhatt and Aniket Rege and Matthew Wallingford and Aditya Sinha and Vivek Ramanujan and William Howard-Snyder and Kaifeng Chen and Sham Kakade and Prateek Jain and Ali Farhadi},
year={2024},
eprint={2205.13147},
archivePrefix={arXiv},
primaryClass={cs.LG}
}
MultipleNegativesRankingLoss
@misc{henderson2017efficient,
title={Efficient Natural Language Response Suggestion for Smart Reply},
author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil},
year={2017},
eprint={1705.00652},
archivePrefix={arXiv},
primaryClass={cs.CL}
}