Add new SentenceTransformer model

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	---
	language:
	- en
	license: apache-2.0
	tags:
	- sentence-transformers
	- sentence-similarity
	- feature-extraction
	- generated_from_trainer
	- dataset_size:1580
	- loss:MatryoshkaLoss
	- loss:MultipleNegativesRankingLoss
	base_model: intfloat/multilingual-e5-large
	widget:
	- source_sentence: What is the Data Protection Officer's responsibility with respect
	to the data protection impact assessment?
	sentences:
	- This Regulation is without prejudice to the application of Directive 2000/31/EC
	of the European Parliament and of the Council (2), in particular of the liability
	rules of intermediary service providers in Articles 12 to 15 of that Directive.
	That Directive seeks to contribute to the proper functioning of the internal market
	by ensuring the free movement of information society services between Member States.
	- "Court (Civil/Criminal): Criminal \nProvisions: Article 42 paragraphs 1, 2, 3,\
	\ and 7 of Law 4557/2018 \nTime of commission of the act: \nOutcome (not guilty,\
	\ guilty): \nReasoning: Obligation of the payment service provider, such as banks,\
	\ to inform their contracting customer after receiving a relevant order for a\
	\ payment to be made on their behalf. Content of the above notification at the\
	\ stage of receiving the payment order and during its execution. Terms of liability\
	\ for the provider regarding compensation for non-execution, erroneous, or delayed\
	\ execution of payment transactions. In particular, in the case of an unauthorized\
	\ or erroneous payment, the user is required to notify the provider within a specified\
	\ timeframe as soon as they become aware of the corresponding transaction. The\
	\ provisions of Law 4357/2018 establish mandatory legal regulations in favor of\
	\ users of payment services and cannot be contractually modified to their detriment,\
	\ but only to their benefit. Defenses available to payment service providers to\
	\ relieve them of liability. Burden of proof distribution between the parties.\
	\ This responsibility of banks may also stem from Law 2251/1994, as they provide\
	\ services to the public and are considered suppliers. Conditions for supplier\
	\ liability under the aforementioned legislation. Distribution of the burden of\
	\ proof between the litigants to demonstrate liability for compensation under\
	\ Law 2251/1994. Terms of concurrency between contractual and tort liability for\
	\ compensation. The court partially accepts the lawsuit. \nFacts: On 01/09/2021,\
	\ an unknown perpetrator sent an email to her from the electronic address “...............”,\
	\ in which they stated that for security reasons she needed to confirm her account\
	\ with the bank ....... Not realizing that it was a scam, she followed the attached\
	\ hyperlink, entered her personal information, resulting in an unknown perpetrator\
	\ intercepting her online banking credentials and making a transfer totaling 7,000.00\
	\ euros to account number ................ of the bank ......... \nC) The beneficiary\
	\ of the aforementioned account is ......... born on 16/05/1995 in the Municipality\
	\ of ........., residing at .............., with ID number ....................\
	\ issued on 02/10/2009 by T.A .............. and tax number ............. from\
	\ the tax office ................... \nD) The criminal proceeds reportedly arising\
	\ from the above criminal activity amount to a total of seven thousand euros (7,000.00€).\
	\ Following the above, serious suspicions arise that the aforementioned criminal\
	\ proceeds transferred to the aforementioned bank account were unlawfully appropriated\
	\ by her and subsequently mixed with other legally held assets, which she used\
	\ in her overall economic activities, aiming to launder them, thus concealing\
	\ their true origin and making it impossible for them to be seized. Therefore,\
	\ there are reasonable suspicions that the aforementioned individual committed\
	\ not only the primary offense but also the criminal act of “Money Laundering”\
	\ (Article 2 §1 a, d of Law 4557/2018, in conjunction with Article 4 subparagraph\
	\ z of the same law as it stands, as well as Article 39 paragraph 1 subparagraphs\
	\ a & c of the same Law 4557/2018). Because there are serious suspicions that\
	\ the bank account numbered .......... maintained at the bank .....................,\
	\ whose beneficiary is ..... (Tax ID ....................), contains part of the\
	\ monetary amount from the aforementioned criminal activity that was placed behind\
	\ banking secrecy to conceal its true origin and ultimately to launder it. Because,\
	\ in this case, part of the criminal proceeds has been found while the remainder\
	\ has not been found in its entirety, there is a lawful reason and an urgent case\
	\ for prohibiting the sale or any other transfer of the following assets, given\
	\ that they are subject to seizure and forfeiture according to Articles 40 and\
	\ 42 of Law 4557/2018 as they currently stand."
	- '1.The data protection officer shall have at least the following tasks: (a) to
	inform and advise the controller or the processor and the employees who carry
	out processing of their obligations pursuant to this Regulation and to other Union
	or Member State data protection provisions; (b) to monitor compliance with this
	Regulation, with other Union or Member State data protection provisions and with
	the policies of the controller or processor in relation to the protection of personal
	data, including the assignment of responsibilities, awareness-raising and training
	of staff involved in processing operations, and the related audits; (c) to provide
	advice where requested as regards the data protection impact assessment and monitor
	its performance pursuant to Article 35; (d) to cooperate with the supervisory
	authority; (e) to act as the contact point for the supervisory authority on issues
	relating to processing, including the prior consultation referred to in Article
	36, and to consult, where appropriate, with regard to any other matter.

	2.The data protection officer shall in the performance of his or her tasks have
	due regard to the risk associated with processing operations, taking into account
	the nature, scope, context and purposes of processing. Section 5 Codes of conduct
	and certification'
	- source_sentence: What type of cases fall under the jurisdiction of the Court of
	Appeal?
	sentences:
	- 'Failure to notify the Authority of file establishment or permit changes is punished
	by up to three years’ imprisonment and a fine of one to five million Drachmas.

	Maintaining a file without a permit or violating permit terms is punished by at
	least one year’s imprisonment and a fine of one to five million Drachmas.

	Unauthorized file interconnection or without permit is punished by up to three
	years’ imprisonment and a fine of one to five million Drachmas.

	Unlawful interference with personal data is punished by imprisonment and a fine;
	for sensitive data, at least one year’s imprisonment and a fine of one to ten
	million Drachmas.

	Controllers who fail to comply with Authority decisions or violate data transfer
	rules face at least two years’ imprisonment and a fine of one to five million
	Drachmas.

	If acts were committed for unlawful benefit or to cause harm, punishment is up
	to ten years’ imprisonment and a fine of two to ten million Drachmas.

	If acts jeopardize democratic governance or national security, punishment is confinement
	in a penitentiary and a fine of five to ten million Drachmas.

	Acts committed due to negligence result in at least three months’ imprisonment
	and a fine.

	If the Controller is not a natural person, the responsible party is the representative
	or head of the organization with administrative or managerial duties.

	Authorized members of the Authority may carry out preliminary investigations even
	without Prosecutor’s order for certain offenses.

	The Authority''s President must notify the Public Prosecutor of any offenses under
	investigation, forwarding all relevant evidence.

	Preliminary investigations must conclude within two months of charges, and trial
	must begin within three months of completion.

	Continuation of proceedings is allowed only once and for extremely important reasons,
	with adjournment not exceeding two months.

	Felonies under this law fall under the jurisdiction of the Court of Appeal.

	'
	- '1.The Board shall act independently when performing its tasks or exercising its
	powers pursuant to Articles 70 and 71

	2.Without prejudice to requests by the Commission referred to in point (b) of
	Article 70(1) and in Article 70(2), the Board shall, in the performance of its
	tasks or the exercise of its powers, neither seek nor take instructions from anybody.'
	- 'An attacker intercepts communication between a victim and a trusted entity, often
	using email spoofing. The goal is to eavesdrop or modify communication to trick
	the user into disclosing sensitive data.


	Scenario:

	- A spoofed email (e.g., [email protected]) is used to redirect users to
	fraudulent websites or request unauthorized payments.'
	- source_sentence: What will the Board do if the draft code complies with the Regulation?
	sentences:
	- "Court (Civil/Criminal): Civil \nProvisions: \n**Time of commission\
	\ of the act: \nOutcome (not guilty, guilty): \nReasoning:** Partially\
	\ accepts the lawsuit. \nFacts: 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 payments and cash\
	\ withdrawals could not be made until the issue was resolved. The email urged\
	\ him to confirm his details within the next 72 hours by following a link titled\
	\ \"card activation.\" \nThe plaintiff read the above email on his mobile phone\
	\ around 8:00 a.m., and believing it came from the defendant, he followed the\
	\ instructions and accessed a website that was identical (a clone) to that of\
	\ the defendant. On this page, he was asked to enter his login credentials to\
	\ connect to the service, which he did, and he was subsequently asked to input\
	\ his debit card details for the alleged activation, which he also provided. Then,\
	\ to complete the process, a number was sent to his mobile phone at 8:07 a.m.\
	\ from the sender ........, which he entered, and two minutes later he received\
	\ a message from the same sender in English stating that the quick access code\
	\ had been activated on his mobile. A few minutes later, at 8:18 a.m., he received\
	\ an email from the defendant informing him of the transfer of €3,000.00 from\
	\ his account to account number GR ........... held at the same bank, with the\
	\ beneficiary's details being .......... As soon as the plaintiff read this, he\
	\ immediately called the defendant's call center and canceled his debit card,\
	\ the access codes for the service ......., and locked the application ..........\
	\ At the same time, he verbally submitted a request to dispute and cancel the\
	\ contested transaction, and in a subsequent phone call, he also canceled his\
	\ credit card. On the same day, he also sent an email to the defendant informing\
	\ them in writing of the above and requesting the cancellation of the transaction\
	\ and the return of the amount of €3,000.00 to his account, as this transfer was\
	\ not made by him but by an unknown perpetrator through electronic fraud and was\
	\ not approved by him. It should also be noted that the plaintiff, as the sole\
	\ beneficiary according to the aforementioned contract for using the defendant's\
	\ Internet Banking service, never received any update via SMS or the VIBER application\
	\ from the bank regarding the transaction details before its completion, nor did\
	\ he receive a one-time code (OTP) to approve the contested transaction. He subsequently\
	\ filed a complaint against unknown persons at the Cyber Crime Division for the\
	\ crime of fraud. The defendant sent an email to the plaintiff on October 16,\
	\ 2020, informing him that his request had been forwarded to the appropriate department\
	\ of the bank for investigation, stating that the bank would never send him an\
	\ email or SMS asking him to enter his personal data and that as of October 7,\
	\ 2020, there was a notice posted for its customers regarding malicious attempts\
	\ to steal personal data in the \"Our News\" section on ....... A month after\
	\ the disputed incident, on November 10, 2020, an amount of €2,296.82 was transferred\
	\ to the plaintiff's account from the account to which the fraudulent credit had\
	\ been made. The plaintiff immediately sent an email to the defendant asking to\
	\ be informed whether this transfer was a return of part of the amount that had\
	\ been illegally withdrawn from his account and requested the return of the remaining\
	\ amount of €703.18. In its response dated January 13, 2021, the defendant confirmed\
	\ that the aforementioned amount indeed came from the account to which the fraudulent\
	\ credit had been made, following a freeze of that account initiated by the defendant\
	\ during the investigation of the incident, but refused to return the remaining\
	\ amount, claiming it bore no responsibility for the leak of the personal codes\
	\ to third parties, according to the terms of the service contract established\
	\ between them. \nFrom the entirety of the evidence presented to the court, there\
	\ is no indication of the authenticity of the contested transaction, as the plaintiff\
	\ did not give his consent for the execution of the transfer of the amount of\
	\ €3,000.00, especially in light of the provision in Article 72 paragraph 2 of\
	\ Law 4537/2018 stating that the mere use of the Internet Banking service by the\
	\ plaintiff does not necessarily constitute sufficient evidence that the payer\
	\ approved the payment action. Specifically, it was proven that the contested\
	\ transaction was not carried out following a strong identification of the plaintiff\
	\ – the sole beneficiary of the account – and his approval, as the latter may\
	\ have entered his personal codes on the counterfeit website; however, he was\
	\ never informed, before the completion of the contested transaction, of the amount\
	\ that would be transferred from his account to a third-party account, nor did\
	\ he receive on his mobile phone, either via SMS or through the VIBER application\
	\ or any other means, the one-time code - extra PIN for its completion, which\
	\ he was required to enter to approve the contested transaction (payment action)\
	\ and thus complete his identification, a fact that was not countered by any evidence\
	\ from the defendant. Furthermore, it is noted that the defendant's claims that\
	\ it bears no responsibility under the terms of the banking services contract,\
	\ whereby it is not liable for any damage to its customer in cases of unauthorized\
	\ use of their personal access codes to the Internet Banking service, are to be\
	\ rejected as fundamentally unfounded. This is because the aforementioned contractual\
	\ terms are invalid according to the provision of Article 103 of Law 4537/2018,\
	\ as they contradict the provisions of Articles 71, 73, and 92 of the same Law,\
	\ which provide for the provider's universal liability and its exemption only\
	\ for unusual and unforeseen circumstances that are beyond the control of the\
	\ party invoking them and whose consequences could not have been avoided despite\
	\ all efforts to the contrary; these provisions establish mandatory law in favor\
	\ of users, as according to Article 103 of Law 4537/2018, payment service providers\
	\ are prohibited from deviating from the provisions to the detriment of payment\
	\ service users, unless the possibility of deviation is explicitly provided and\
	\ they can decide to offer only more favorable terms to payment service users;\
	\ the aforementioned contractual terms do not constitute more favorable terms\
	\ but rather disadvantageous terms for the payment service user. In this case,\
	\ however, the defendant did not prove the authenticity of the transaction and\
	\ its approval by the plaintiff and did not invoke, nor did any unusual and unforeseen\
	\ circumstances beyond its control, the consequences of which could not have been\
	\ avoided despite all efforts to the contrary, come to light. Therefore, the contested\
	\ transaction transferring the amount of €3,000.00 is considered, in the absence\
	\ of demonstrable consent from the plaintiff, unapproved according to the provisions\
	\ of Article 64 of Law 4537/2018, and the defendant's contrary claims are rejected,\
	\ especially since the plaintiff proceeded, according to Article 71 paragraph\
	\ 1 of Law 4537/2018, without undue delay to notify the defendant regarding the\
	\ contested unapproved payment action. Consequently, the defendant is liable for\
	\ compensating the plaintiff for the positive damage he suffered under Article\
	\ 73 of Law 4537/2018 and is obliged to pay him the requested amount of €703.18,\
	\ while the plaintiff’s fault in the occurrence of this damage cannot be established,\
	\ as he entered his personal details in an online environment that was a faithful\
	\ imitation of that of the defendant, as evidenced by the comparison of the screenshots\
	\ of the fake website and the real website provided by the plaintiff, a fact that\
	\ he could not have known while being fully convinced that he was transacting\
	\ with the defendant. Furthermore, the defendant’s liability to compensate the\
	\ plaintiff is based on the provision of Article 8 of Law 2251/1994, which applies\
	\ in this case, as the plaintiff's damage resulted from inadequate fulfillment\
	\ of its obligations in the context of providing its services, but also on the\
	\ provision of Article 914 of the Civil Code in the sense of omission on its part\
	\ of unlawfully and culpably imposed actions. In this case, given that during\
	\ the relevant period there had been a multitude of similar incidents of fraud\
	\ against the defendant's customers, the latter, as a service provider to the\
	\ consumer public and bearing transactional obligations of care and security towards\
	\ them, displayed gross negligence regarding the security provided for electronic\
	\ transaction services, which was compromised by the fraudulent theft of funds,\
	\ as it did not comply with all required high-security measures for executing\
	\ the contested transaction, failing to implement the strict customer identification\
	\ verification process and to check the authenticity of the account to which the\
	\ funds were sent, thus not assuming the suspicious nature of the transaction,\
	\ did not adopt comprehensive and improved protective measures to fully protect\
	\ its customers against malicious attacks and online fraud and to prevent the\
	\ infiltration of unauthorized third parties, nor did it fulfill its obligations\
	\ to inform, accurately inform, and warn its consumers - customers, as it failed\
	\ to adequately inform them of attempts to steal their personal data through the\
	\ sending of informative emails or SMS, while merely posting in a section rather\
	\ than on a central banner (as it later did) does not constitute adequate information\
	\ such that it meets the requirement of protecting its customers and the increased\
	\ safeguarding of their interests. Although the plaintiff acted promptly and informed\
	\ the defendant on the same day about the contested incident, the defendant did\
	\ not act as promptly regarding the investigation of the incident and the freezing\
	\ of the account that held the fraudulent credit to prevent the plaintiff's loss,\
	\ but only returned part of the funds to the plaintiff a month later. This behavior,\
	\ beyond being culpable due to gross negligence, was also unlawful, as it would\
	\ have been illegal even without the contractual relationship, as contrary to\
	\ the provisions of Law 4537/2018 and Law 2251/1994, regarding the lack of security\
	\ of the services that the consumer is legitimately entitled to expect, as well\
	\ as the building of trust that is essential in banking transactions, elements\
	\ that it was obligated to provide within the sphere of the services offered,\
	\ and contrary to the principles of good faith and commercial ethics, as crystallized\
	\ in the provision of Article 288 of the Civil Code, as well as the general duty\
	\ imposed by Article 914 of the Civil Code not to cause harm to another culpably.\
	\ This resulted not only in positive damage to the plaintiff but also in causing\
	\ him moral harm consisting of his mental distress and the disruption, agitation,\
	\ and sorrow he experienced, for which he must be awarded financial compensation.\
	\ Taking into account all the general circumstances of the case, the extent of\
	\ the plaintiff's damage, the severity of the defendant's fault, the mental distress\
	\ suffered by the plaintiff, the insecurity he felt regarding his deposits, the\
	\ sorrow he experienced, and the stress caused by his financial loss, which occurred\
	\ during the pandemic period when his earnings from his professional activity\
	\ had significantly decreased, as well as the financial and social situation of\
	\ the parties, it is the court's opinion that he should be granted, as financial\
	\ compensation for his moral harm, an amount of €250.00, which is deemed reasonable\
	\ and fair. Therefore, the total monetary amount that the plaintiff is entitled\
	\ to for his positive damage and financial compensation for the moral harm suffered\
	\ amounts to a total of (€703.18 + €250.00) = €953.18."
	- "1.Where Article 3(2) applies, the controller or the processor shall designate\
	\ in writing a representative in the Union.\n2.The obligation laid down in paragraph\
	\ 1 of this Article shall not apply to: (a) processing which is occasional, does\
	\ not include, on a large scale, processing of special categories of data as referred\
	\ to in Article 9(1) or processing of personal data relating to criminal convictions\
	\ and offences referred to in Article 10, and is unlikely to result in a risk\
	\ to the rights and freedoms of natural persons, taking into account the nature,\
	\ context, scope and purposes of the processing; or (b) a public authority or\
	\ body. 4.5.2016 L 119/48 \n3.The representative shall be established in one\
	\ of the Member States where the data subjects, whose personal data are processed\
	\ in relation to the offering of goods or services to them, or whose behaviour\
	\ is monitored, are.\n4.The representative shall be mandated by the controller\
	\ or processor to be addressed in addition to or instead of the controller or\
	\ the processor by, in particular, supervisory authorities and data subjects,\
	\ on all issues related to processing, for the purposes of ensuring compliance\
	\ with this Regulation.\n5.The designation of a representative by the controller\
	\ or processor shall be without prejudice to legal actions which could be initiated\
	\ against the controller or the processor themselves."
	- '1.The Member States, the supervisory authorities, the Board and the Commission
	shall encourage the drawing up of codes of conduct intended to contribute to the
	proper application of this Regulation, taking account of the specific features
	of the various processing sectors and the specific needs of micro, small and medium-sized
	enterprises.

	2.Associations and other bodies representing categories of controllers or processors
	may prepare codes of conduct, or amend or extend such codes, for the purpose of
	specifying the application of this Regulation, such as with regard to: (a) fair
	and transparent processing; 4.5.2016 L 119/56 (b) the legitimate interests
	pursued by controllers in specific contexts; (c) the collection of personal data;
	(d) the pseudonymisation of personal data; (e) the information provided to the
	public and to data subjects; (f) the exercise of the rights of data subjects;
	(g) the information provided to, and the protection of, children, and the manner
	in which the consent of the holders of parental responsibility over children is
	to be obtained; (h) the measures and procedures referred to in Articles 24 and
	25 and the measures to ensure security of processing referred to in Article 32;
	(i) the notification of personal data breaches to supervisory authorities and
	the communication of such personal data breaches to data subjects; (j) the transfer
	of personal data to third countries or international organisations; or (k) out-of-court
	proceedings and other dispute resolution procedures for resolving disputes between
	controllers and data subjects with regard to processing, without prejudice to
	the rights of data subjects pursuant to Articles 77 and 79

	3.In addition to adherence by controllers or processors subject to this Regulation,
	codes of conduct approved pursuant to paragraph 5 of this Article and having general
	validity pursuant to paragraph 9 of this Article may also be adhered to by controllers
	or processors that are not subject to this Regulation pursuant to Article 3 in
	order to provide appropriate safeguards within the framework of personal data
	transfers to third countries or international organisations under the terms referred
	to in point (e) of Article 46(2). Such controllers or processors shall make binding
	and enforceable commitments, via contractual or other legally binding instruments,
	to apply those appropriate safeguards including with regard to the rights of data
	subjects.

	4.A code of conduct referred to in paragraph 2 of this Article shall contain mechanisms
	which enable the body referred to in Article 41(1) to carry out the mandatory
	monitoring of compliance with its provisions by the controllers or processors
	which undertake to apply it, without prejudice to the tasks and powers of supervisory
	authorities competent pursuant to Article 55 or 56

	5.Associations and other bodies referred to in paragraph 2 of this Article which
	intend to prepare a code of conduct or to amend or extend an existing code shall
	submit the draft code, amendment or extension to the supervisory authority which
	is competent pursuant to Article 55. The supervisory authority shall provide an
	opinion on whether the draft code, amendment or extension complies with this Regulation
	and shall approve that draft code, amendment or extension if it finds that it
	provides sufficient appropriate safeguards.

	6.Where the draft code, or amendment or extension is approved in accordance with
	paragraph 5, and where the code of conduct concerned does not relate to processing
	activities in several Member States, the supervisory authority shall register
	and publish the code.

	7.Where a draft code of conduct relates to processing activities in several Member
	States, the supervisory authority which is competent pursuant to Article 55 shall,
	before approving the draft code, amendment or extension, submit it in the procedure
	referred to in Article 63 to the Board which shall provide an opinion on whether
	the draft code, amendment or extension complies with this Regulation or, in the
	situation referred to in paragraph 3 of this Article, provides appropriate safeguards.

	8.Where the opinion referred to in paragraph 7 confirms that the draft code, amendment
	or extension complies with this Regulation, or, in the situation referred to in
	paragraph 3, provides appropriate safeguards, the Board shall submit its opinion
	to the Commission.

	9.The Commission may, by way of implementing acts, decide that the approved code
	of conduct, amendment or extension submitted to it pursuant to paragraph 8 of
	this Article have general validity within the Union. Those implementing acts shall
	be adopted in accordance with the examination procedure set out in Article 93(2)

	10.The Commission shall ensure appropriate publicity for the approved codes which
	have been decided as having general validity in accordance with paragraph

	11.The Board shall collate all approved codes of conduct, amendments and extensions
	in a register and shall make them publicly available by way of appropriate means.'
	- source_sentence: What does Union or Member State law determine and specify for further
	processing in certain cases?
	sentences:
	- Any processing of personal data should be lawful and fair. It should be transparent
	to natural persons that personal data concerning them are collected, used, consulted
	or otherwise processed and to what extent the personal data are or will be processed.
	The principle of transparency requires that any information and communication
	relating to the processing of those personal data be easily accessible and easy
	to understand, and that clear and plain language be used. That principle concerns,
	in particular, information to the data subjects on the identity of the controller
	and the purposes of the processing and further information to ensure fair and
	transparent processing in respect of the natural persons concerned and their right
	to obtain confirmation and communication of personal data concerning them which
	are being processed. Natural persons should be made aware of risks, rules, safeguards
	and rights in relation to the processing of personal data and how to exercise
	their rights in relation to such processing. In particular, the specific purposes
	for which personal data are processed should be explicit and legitimate and determined
	at the time of the collection of the personal data. The personal data should be
	adequate, relevant and limited to what is necessary for the purposes for which
	they are processed. This requires, in particular, ensuring that the period for
	which the personal data are stored is limited to a strict minimum. Personal data
	should be processed only if the purpose of the processing could not reasonably
	be fulfilled by other means. In order to ensure that the personal data are not
	kept longer than necessary, time limits should be established by the controller
	for erasure or for a periodic review. Every reasonable step should be taken to
	ensure that personal data which are inaccurate are rectified or deleted. Personal
	data should be processed in a manner that ensures appropriate security and confidentiality
	of the personal data, including for preventing unauthorised access to or use of
	personal data and the equipment used for the processing.
	- Where a controller or a processor not established in the Union is processing personal
	data of data subjects who are in the Union whose processing activities are related
	to the offering of goods or services, irrespective of whether a payment of the
	data subject is required, to such data subjects in the Union, or to the monitoring
	of their behaviour as far as their behaviour takes place within the Union, the
	controller or the processor should designate a representative, unless the processing
	is occasional, does not include processing, on a large scale, of special categories
	of personal data or the processing of personal data relating to criminal convictions
	and offences, and is unlikely to result in a risk to the rights and freedoms of
	natural persons, taking into account the 4.5.2016 L 119/15 Official Journal of
	the European Union EN nature, context, scope and purposes of the processing
	or if the controller is a public authority or body. The representative should
	act on behalf of the controller or the processor and may be addressed by any supervisory
	authority. The representative should be explicitly designated by a written mandate
	of the controller or of the processor to act on its behalf with regard to its
	obligations under this Regulation. The designation of such a representative does
	not affect the responsibility or liability of the controller or of the processor
	under this Regulation. Such a representative should perform its tasks according
	to the mandate received from the controller or processor, including cooperating
	with the competent supervisory authorities with regard to any action taken to
	ensure compliance with this Regulation. The designated representative should be
	subject to enforcement proceedings in the event of non-compliance by the controller
	or processor.
	- 'The processing of personal data for purposes other than those for which the personal
	data were initially collected should be allowed only where the processing is compatible
	with the purposes for which the personal data were initially collected. In such
	a case, no legal basis separate from that which allowed the collection of the
	personal data is required. If the 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, Union or Member State law may determine and specify
	the tasks and purposes for which the further processing should be regarded as
	compatible and lawful. Further processing for archiving purposes in the public
	interest, scientific or historical research purposes or statistical purposes should
	be considered to be compatible lawful processing operations. The legal basis provided
	by Union or Member State law for the processing of personal data may also provide
	a legal basis for further processing. In order to ascertain whether a purpose
	of further processing is compatible with the purpose for which the personal data
	are initially collected, the controller, after having met all the requirements
	for the lawfulness of the original processing, should take into account, inter
	alia: any link between those purposes and the purposes of the intended further
	processing; the context in which the personal data have been collected, in particular
	the reasonable expectations of data subjects based on their relationship with
	the controller as to their 4.5.2016 L 119/9 Official Journal of the European Union
	EN further use; the nature of the personal data; the consequences of the intended
	further processing for data subjects; and the existence of appropriate safeguards
	in both the original and intended further processing operations. Where the data
	subject has given consent or the processing is based on Union or Member State
	law which constitutes a necessary and proportionate measure in a democratic society
	to safeguard, in particular, important objectives of general public interest,
	the controller should be allowed to further process the personal data irrespective
	of the compatibility of the purposes. In any case, the application of the principles
	set out in this Regulation and in particular the information of the data subject
	on those other purposes and on his or her rights including the right to object,
	should be ensured. Indicating possible criminal acts or threats to public security
	by the controller and transmitting the relevant personal data in individual cases
	or in several cases relating to the same criminal act or threats to public security
	to a competent authority should be regarded as being in the legitimate interest
	pursued by the controller. However, such transmission in the legitimate interest
	of the controller or further processing of personal data should be prohibited
	if the processing is not compatible with a legal, professional or other binding
	obligation of secrecy.'
	- source_sentence: How long is the period that can be added due to the complexity
	of the subject-matter?
	sentences:
	- Each supervisory authority not acting as the lead supervisory authority should
	be competent to handle local cases where the controller or processor is established
	in more than one Member State, but the subject matter of the specific processing
	concerns only processing carried out in a single Member State and involves only
	data subjects in that single Member State, for example, where the subject matter
	concerns the processing of employees' personal data in the specific employment
	context of a Member State. In such cases, the supervisory authority should inform
	the lead supervisory authority without delay about the matter. After being informed,
	the lead supervisory authority should decide, whether it will handle the case
	pursuant to the provision on cooperation between the lead supervisory authority
	and other supervisory authorities concerned (‘one-stop-shop mechanism’), or whether
	the supervisory authority which informed it should handle the case at local level.
	When deciding whether it will handle the case, the lead supervisory authority
	should take into account whether there is an establishment of the controller or
	processor in the Member State of the supervisory authority which informed it in
	order to ensure effective enforcement of a decision vis-à-vis the controller or
	processor. Where the lead supervisory authority decides to handle the case, the
	supervisory authority which informed it should have the 4.5.2016 L 119/23 Official
	Journal of the European Union EN possibility to submit a draft for a decision,
	of which the lead supervisory authority should take utmost account when preparing
	its draft decision in that one-stop-shop mechanism.
	- '1.In order to ensure the correct and consistent application of this Regulation
	in individual cases, the Board shall adopt a binding decision in the following
	cases: (a) where, in a case referred to in Article 60(4), a supervisory authority
	concerned has raised a relevant and reasoned objection to a draft decision of
	the lead authority or the lead authority has rejected such an objection as being
	not relevant or reasoned. The binding decision shall concern all the matters which
	are the subject of the relevant and reasoned objection, in particular whether
	there is an infringement of this Regulation; 4.5.2016 L 119/74 (b) where there
	are conflicting views on which of the supervisory authorities concerned is competent
	for the main establishment; (c) where a competent supervisory authority does
	not request the opinion of the Board in the cases referred to in Article 64(1),
	or does not follow the opinion of the Board issued under Article 64. In that case,
	any supervisory authority concerned or the Commission may communicate the matter
	to the Board.

	2.The decision referred to in paragraph 1 shall be adopted within one month from
	the referral of the subject-matter by a two-thirds majority of the members of
	the Board. That period may be extended by a further month on account of the complexity
	of the subject-matter. The decision referred to in paragraph 1 shall be reasoned
	and addressed to the lead supervisory authority and all the supervisory authorities
	concerned and binding on them.

	3.Where the Board has been unable to adopt a decision within the periods referred
	to in paragraph 2, it shall adopt its decision within two weeks following the
	expiration of the second month referred to in paragraph 2 by a simple majority
	of the members of the Board. Where the members of the Board are split, the decision
	shall by adopted by the vote of its Chair.

	4.The supervisory authorities concerned shall not adopt a decision on the subject
	matter submitted to the Board under paragraph 1 during the periods referred to
	in paragraphs 2 and 3

	5.The Chair of the Board shall notify, without undue delay, the decision referred
	to in paragraph 1 to the supervisory authorities concerned. It shall inform the
	Commission thereof. The decision shall be published on the website of the Board
	without delay after the supervisory authority has notified the final decision
	referred to in paragraph 6

	6.The lead supervisory authority or, as the case may be, the supervisory authority
	with which the complaint has been lodged shall adopt its final decision on the
	basis of the decision referred to in paragraph 1 of this Article, without undue
	delay and at the latest by one month after the Board has notified its decision.
	The lead supervisory authority or, as the case may be, the supervisory authority
	with which the complaint has been lodged, shall inform the Board of the date when
	its final decision is notified respectively to the controller or the processor
	and to the data subject. The final decision of the supervisory authorities concerned
	shall be adopted under the terms of Article 60(7), (8) and (9). The final decision
	shall refer to the decision referred to in paragraph 1 of this Article and shall
	specify that the decision referred to in that paragraph will be published on the
	website of the Board in accordance with paragraph 5 of this Article. The final
	decision shall attach the decision referred to in paragraph 1 of this Article.'
	- "Court (Civil/Criminal): Civil \nProvisions: \n**Time of commission\
	\ of the act: \nOutcome (not guilty, guilty): \nReasoning:** Partially\
	\ accepts the lawsuit. \nFacts: 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 payments and cash\
	\ withdrawals could not be made until the issue was resolved. The email urged\
	\ him to confirm his details within the next 72 hours by following a link titled\
	\ \"card activation.\" \nThe plaintiff read the above email on his mobile phone\
	\ around 8:00 a.m., and believing it came from the defendant, he followed the\
	\ instructions and accessed a website that was identical (a clone) to that of\
	\ the defendant. On this page, he was asked to enter his login credentials to\
	\ connect to the service, which he did, and he was subsequently asked to input\
	\ his debit card details for the alleged activation, which he also provided. Then,\
	\ to complete the process, a number was sent to his mobile phone at 8:07 a.m.\
	\ from the sender ........, which he entered, and two minutes later he received\
	\ a message from the same sender in English stating that the quick access code\
	\ had been activated on his mobile. A few minutes later, at 8:18 a.m., he received\
	\ an email from the defendant informing him of the transfer of €3,000.00 from\
	\ his account to account number GR ........... held at the same bank, with the\
	\ beneficiary's details being .......... As soon as the plaintiff read this, he\
	\ immediately called the defendant's call center and canceled his debit card,\
	\ the access codes for the service ......., and locked the application ..........\
	\ At the same time, he verbally submitted a request to dispute and cancel the\
	\ contested transaction, and in a subsequent phone call, he also canceled his\
	\ credit card. On the same day, he also sent an email to the defendant informing\
	\ them in writing of the above and requesting the cancellation of the transaction\
	\ and the return of the amount of €3,000.00 to his account, as this transfer was\
	\ not made by him but by an unknown perpetrator through electronic fraud and was\
	\ not approved by him. It should also be noted that the plaintiff, as the sole\
	\ beneficiary according to the aforementioned contract for using the defendant's\
	\ Internet Banking service, never received any update via SMS or the VIBER application\
	\ from the bank regarding the transaction details before its completion, nor did\
	\ he receive a one-time code (OTP) to approve the contested transaction. He subsequently\
	\ filed a complaint against unknown persons at the Cyber Crime Division for the\
	\ crime of fraud. The defendant sent an email to the plaintiff on October 16,\
	\ 2020, informing him that his request had been forwarded to the appropriate department\
	\ of the bank for investigation, stating that the bank would never send him an\
	\ email or SMS asking him to enter his personal data and that as of October 7,\
	\ 2020, there was a notice posted for its customers regarding malicious attempts\
	\ to steal personal data in the \"Our News\" section on ....... A month after\
	\ the disputed incident, on November 10, 2020, an amount of €2,296.82 was transferred\
	\ to the plaintiff's account from the account to which the fraudulent credit had\
	\ been made. The plaintiff immediately sent an email to the defendant asking to\
	\ be informed whether this transfer was a return of part of the amount that had\
	\ been illegally withdrawn from his account and requested the return of the remaining\
	\ amount of €703.18. In its response dated January 13, 2021, the defendant confirmed\
	\ that the aforementioned amount indeed came from the account to which the fraudulent\
	\ credit had been made, following a freeze of that account initiated by the defendant\
	\ during the investigation of the incident, but refused to return the remaining\
	\ amount, claiming it bore no responsibility for the leak of the personal codes\
	\ to third parties, according to the terms of the service contract established\
	\ between them. \nFrom the entirety of the evidence presented to the court, there\
	\ is no indication of the authenticity of the contested transaction, as the plaintiff\
	\ did not give his consent for the execution of the transfer of the amount of\
	\ €3,000.00, especially in light of the provision in Article 72 paragraph 2 of\
	\ Law 4537/2018 stating that the mere use of the Internet Banking service by the\
	\ plaintiff does not necessarily constitute sufficient evidence that the payer\
	\ approved the payment action. Specifically, it was proven that the contested\
	\ transaction was not carried out following a strong identification of the plaintiff\
	\ – the sole beneficiary of the account – and his approval, as the latter may\
	\ have entered his personal codes on the counterfeit website; however, he was\
	\ never informed, before the completion of the contested transaction, of the amount\
	\ that would be transferred from his account to a third-party account, nor did\
	\ he receive on his mobile phone, either via SMS or through the VIBER application\
	\ or any other means, the one-time code - extra PIN for its completion, which\
	\ he was required to enter to approve the contested transaction (payment action)\
	\ and thus complete his identification, a fact that was not countered by any evidence\
	\ from the defendant. Furthermore, it is noted that the defendant's claims that\
	\ it bears no responsibility under the terms of the banking services contract,\
	\ whereby it is not liable for any damage to its customer in cases of unauthorized\
	\ use of their personal access codes to the Internet Banking service, are to be\
	\ rejected as fundamentally unfounded. This is because the aforementioned contractual\
	\ terms are invalid according to the provision of Article 103 of Law 4537/2018,\
	\ as they contradict the provisions of Articles 71, 73, and 92 of the same Law,\
	\ which provide for the provider's universal liability and its exemption only\
	\ for unusual and unforeseen circumstances that are beyond the control of the\
	\ party invoking them and whose consequences could not have been avoided despite\
	\ all efforts to the contrary; these provisions establish mandatory law in favor\
	\ of users, as according to Article 103 of Law 4537/2018, payment service providers\
	\ are prohibited from deviating from the provisions to the detriment of payment\
	\ service users, unless the possibility of deviation is explicitly provided and\
	\ they can decide to offer only more favorable terms to payment service users;\
	\ the aforementioned contractual terms do not constitute more favorable terms\
	\ but rather disadvantageous terms for the payment service user. In this case,\
	\ however, the defendant did not prove the authenticity of the transaction and\
	\ its approval by the plaintiff and did not invoke, nor did any unusual and unforeseen\
	\ circumstances beyond its control, the consequences of which could not have been\
	\ avoided despite all efforts to the contrary, come to light. Therefore, the contested\
	\ transaction transferring the amount of €3,000.00 is considered, in the absence\
	\ of demonstrable consent from the plaintiff, unapproved according to the provisions\
	\ of Article 64 of Law 4537/2018, and the defendant's contrary claims are rejected,\
	\ especially since the plaintiff proceeded, according to Article 71 paragraph\
	\ 1 of Law 4537/2018, without undue delay to notify the defendant regarding the\
	\ contested unapproved payment action. Consequently, the defendant is liable for\
	\ compensating the plaintiff for the positive damage he suffered under Article\
	\ 73 of Law 4537/2018 and is obliged to pay him the requested amount of €703.18,\
	\ while the plaintiff’s fault in the occurrence of this damage cannot be established,\
	\ as he entered his personal details in an online environment that was a faithful\
	\ imitation of that of the defendant, as evidenced by the comparison of the screenshots\
	\ of the fake website and the real website provided by the plaintiff, a fact that\
	\ he could not have known while being fully convinced that he was transacting\
	\ with the defendant. Furthermore, the defendant’s liability to compensate the\
	\ plaintiff is based on the provision of Article 8 of Law 2251/1994, which applies\
	\ in this case, as the plaintiff's damage resulted from inadequate fulfillment\
	\ of its obligations in the context of providing its services, but also on the\
	\ provision of Article 914 of the Civil Code in the sense of omission on its part\
	\ of unlawfully and culpably imposed actions. In this case, given that during\
	\ the relevant period there had been a multitude of similar incidents of fraud\
	\ against the defendant's customers, the latter, as a service provider to the\
	\ consumer public and bearing transactional obligations of care and security towards\
	\ them, displayed gross negligence regarding the security provided for electronic\
	\ transaction services, which was compromised by the fraudulent theft of funds,\
	\ as it did not comply with all required high-security measures for executing\
	\ the contested transaction, failing to implement the strict customer identification\
	\ verification process and to check the authenticity of the account to which the\
	\ funds were sent, thus not assuming the suspicious nature of the transaction,\
	\ did not adopt comprehensive and improved protective measures to fully protect\
	\ its customers against malicious attacks and online fraud and to prevent the\
	\ infiltration of unauthorized third parties, nor did it fulfill its obligations\
	\ to inform, accurately inform, and warn its consumers - customers, as it failed\
	\ to adequately inform them of attempts to steal their personal data through the\
	\ sending of informative emails or SMS, while merely posting in a section rather\
	\ than on a central banner (as it later did) does not constitute adequate information\
	\ such that it meets the requirement of protecting its customers and the increased\
	\ safeguarding of their interests. Although the plaintiff acted promptly and informed\
	\ the defendant on the same day about the contested incident, the defendant did\
	\ not act as promptly regarding the investigation of the incident and the freezing\
	\ of the account that held the fraudulent credit to prevent the plaintiff's loss,\
	\ but only returned part of the funds to the plaintiff a month later. This behavior,\
	\ beyond being culpable due to gross negligence, was also unlawful, as it would\
	\ have been illegal even without the contractual relationship, as contrary to\
	\ the provisions of Law 4537/2018 and Law 2251/1994, regarding the lack of security\
	\ of the services that the consumer is legitimately entitled to expect, as well\
	\ as the building of trust that is essential in banking transactions, elements\
	\ that it was obligated to provide within the sphere of the services offered,\
	\ and contrary to the principles of good faith and commercial ethics, as crystallized\
	\ in the provision of Article 288 of the Civil Code, as well as the general duty\
	\ imposed by Article 914 of the Civil Code not to cause harm to another culpably.\
	\ This resulted not only in positive damage to the plaintiff but also in causing\
	\ him moral harm consisting of his mental distress and the disruption, agitation,\
	\ and sorrow he experienced, for which he must be awarded financial compensation.\
	\ Taking into account all the general circumstances of the case, the extent of\
	\ the plaintiff's damage, the severity of the defendant's fault, the mental distress\
	\ suffered by the plaintiff, the insecurity he felt regarding his deposits, the\
	\ sorrow he experienced, and the stress caused by his financial loss, which occurred\
	\ during the pandemic period when his earnings from his professional activity\
	\ had significantly decreased, as well as the financial and social situation of\
	\ the parties, it is the court's opinion that he should be granted, as financial\
	\ compensation for his moral harm, an amount of €250.00, which is deemed reasonable\
	\ and fair. Therefore, the total monetary amount that the plaintiff is entitled\
	\ to for his positive damage and financial compensation for the moral harm suffered\
	\ amounts to a total of (€703.18 + €250.00) = €953.18."
	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: ModernBERT Embed base Legal Matryoshka
	results:
	- task:
	type: information-retrieval
	name: Information Retrieval
	dataset:
	name: dim 1024
	type: dim_1024
	metrics:
	- type: cosine_accuracy@1
	value: 0.4797979797979798
	name: Cosine Accuracy@1
	- type: cosine_accuracy@3
	value: 0.51010101010101
	name: Cosine Accuracy@3
	- type: cosine_accuracy@5
	value: 0.5429292929292929
	name: Cosine Accuracy@5
	- type: cosine_accuracy@10
	value: 0.5833333333333334
	name: Cosine Accuracy@10
	- type: cosine_precision@1
	value: 0.4797979797979798
	name: Cosine Precision@1
	- type: cosine_precision@3
	value: 0.4629629629629629
	name: Cosine Precision@3
	- type: cosine_precision@5
	value: 0.43434343434343436
	name: Cosine Precision@5
	- type: cosine_precision@10
	value: 0.38333333333333336
	name: Cosine Precision@10
	- type: cosine_recall@1
	value: 0.09271934379235842
	name: Cosine Recall@1
	- type: cosine_recall@3
	value: 0.22890301595826673
	name: Cosine Recall@3
	- type: cosine_recall@5
	value: 0.30770266682067887
	name: Cosine Recall@5
	- type: cosine_recall@10
	value: 0.42662183717190455
	name: Cosine Recall@10
	- type: cosine_ndcg@10
	value: 0.529259904757641
	name: Cosine Ndcg@10
	- type: cosine_mrr@10
	value: 0.5031174843674843
	name: Cosine Mrr@10
	- type: cosine_map@100
	value: 0.5844516299609221
	name: Cosine Map@100
	- task:
	type: information-retrieval
	name: Information Retrieval
	dataset:
	name: dim 768
	type: dim_768
	metrics:
	- type: cosine_accuracy@1
	value: 0.48484848484848486
	name: Cosine Accuracy@1
	- type: cosine_accuracy@3
	value: 0.51010101010101
	name: Cosine Accuracy@3
	- type: cosine_accuracy@5
	value: 0.5404040404040404
	name: Cosine Accuracy@5
	- type: cosine_accuracy@10
	value: 0.5883838383838383
	name: Cosine Accuracy@10
	- type: cosine_precision@1
	value: 0.48484848484848486
	name: Cosine Precision@1
	- type: cosine_precision@3
	value: 0.4663299663299663
	name: Cosine Precision@3
	- type: cosine_precision@5
	value: 0.4348484848484848
	name: Cosine Precision@5
	- type: cosine_precision@10
	value: 0.3843434343434343
	name: Cosine Precision@10
	- type: cosine_recall@1
	value: 0.09341409451649786
	name: Cosine Recall@1
	- type: cosine_recall@3
	value: 0.23140373783594786
	name: Cosine Recall@3
	- type: cosine_recall@5
	value: 0.3102853774167123
	name: Cosine Recall@5
	- type: cosine_recall@10
	value: 0.4291149067692061
	name: Cosine Recall@10
	- type: cosine_ndcg@10
	value: 0.5319032784063994
	name: Cosine Ndcg@10
	- type: cosine_mrr@10
	value: 0.5069965528298861
	name: Cosine Mrr@10
	- type: cosine_map@100
	value: 0.5864306183343692
	name: Cosine Map@100
	- task:
	type: information-retrieval
	name: Information Retrieval
	dataset:
	name: dim 512
	type: dim_512
	metrics:
	- type: cosine_accuracy@1
	value: 0.48737373737373735
	name: Cosine Accuracy@1
	- type: cosine_accuracy@3
	value: 0.5126262626262627
	name: Cosine Accuracy@3
	- type: cosine_accuracy@5
	value: 0.5353535353535354
	name: Cosine Accuracy@5
	- type: cosine_accuracy@10
	value: 0.5757575757575758
	name: Cosine Accuracy@10
	- type: cosine_precision@1
	value: 0.48737373737373735
	name: Cosine Precision@1
	- type: cosine_precision@3
	value: 0.46801346801346805
	name: Cosine Precision@3
	- type: cosine_precision@5
	value: 0.43383838383838386
	name: Cosine Precision@5
	- type: cosine_precision@10
	value: 0.37676767676767675
	name: Cosine Precision@10
	- type: cosine_recall@1
	value: 0.09438996523668676
	name: Cosine Recall@1
	- type: cosine_recall@3
	value: 0.23367899309415768
	name: Cosine Recall@3
	- type: cosine_recall@5
	value: 0.3122762821348897
	name: Cosine Recall@5
	- type: cosine_recall@10
	value: 0.42416411438420315
	name: Cosine Recall@10
	- type: cosine_ndcg@10
	value: 0.5282814575705473
	name: Cosine Ndcg@10
	- type: cosine_mrr@10
	value: 0.5069694965528299
	name: Cosine Mrr@10
	- type: cosine_map@100
	value: 0.5821878424069403
	name: Cosine Map@100
	- task:
	type: information-retrieval
	name: Information Retrieval
	dataset:
	name: dim 256
	type: dim_256
	metrics:
	- type: cosine_accuracy@1
	value: 0.4797979797979798
	name: Cosine Accuracy@1
	- type: cosine_accuracy@3
	value: 0.5075757575757576
	name: Cosine Accuracy@3
	- type: cosine_accuracy@5
	value: 0.5404040404040404
	name: Cosine Accuracy@5
	- type: cosine_accuracy@10
	value: 0.5883838383838383
	name: Cosine Accuracy@10
	- type: cosine_precision@1
	value: 0.4797979797979798
	name: Cosine Precision@1
	- type: cosine_precision@3
	value: 0.4621212121212121
	name: Cosine Precision@3
	- type: cosine_precision@5
	value: 0.43787878787878787
	name: Cosine Precision@5
	- type: cosine_precision@10
	value: 0.39116161616161615
	name: Cosine Precision@10
	- type: cosine_recall@1
	value: 0.08857199193466242
	name: Cosine Recall@1
	- type: cosine_recall@3
	value: 0.21584461750459863
	name: Cosine Recall@3
	- type: cosine_recall@5
	value: 0.29454518732444884
	name: Cosine Recall@5
	- type: cosine_recall@10
	value: 0.42024722570256184
	name: Cosine Recall@10
	- type: cosine_ndcg@10
	value: 0.5298808669679341
	name: Cosine Ndcg@10
	- type: cosine_mrr@10
	value: 0.5031255010421677
	name: Cosine Mrr@10
	- type: cosine_map@100
	value: 0.5755487788695127
	name: Cosine Map@100
	- task:
	type: information-retrieval
	name: Information Retrieval
	dataset:
	name: dim 128
	type: dim_128
	metrics:
	- type: cosine_accuracy@1
	value: 0.4797979797979798
	name: Cosine Accuracy@1
	- type: cosine_accuracy@3
	value: 0.49747474747474746
	name: Cosine Accuracy@3
	- type: cosine_accuracy@5
	value: 0.5328282828282829
	name: Cosine Accuracy@5
	- type: cosine_accuracy@10
	value: 0.5732323232323232
	name: Cosine Accuracy@10
	- type: cosine_precision@1
	value: 0.4797979797979798
	name: Cosine Precision@1
	- type: cosine_precision@3
	value: 0.4595959595959596
	name: Cosine Precision@3
	- type: cosine_precision@5
	value: 0.4318181818181818
	name: Cosine Precision@5
	- type: cosine_precision@10
	value: 0.379040404040404
	name: Cosine Precision@10
	- type: cosine_recall@1
	value: 0.09010758907534054
	name: Cosine Recall@1
	- type: cosine_recall@3
	value: 0.21971985202181332
	name: Cosine Recall@3
	- type: cosine_recall@5
	value: 0.2980257365606146
	name: Cosine Recall@5
	- type: cosine_recall@10
	value: 0.4067610155477257
	name: Cosine Recall@10
	- type: cosine_ndcg@10
	value: 0.5199447549733692
	name: Cosine Ndcg@10
	- type: cosine_mrr@10
	value: 0.4993797097963763
	name: Cosine Mrr@10
	- type: cosine_map@100
	value: 0.5701028277766129
	name: Cosine Map@100
	- task:
	type: information-retrieval
	name: Information Retrieval
	dataset:
	name: dim 64
	type: dim_64
	metrics:
	- type: cosine_accuracy@1
	value: 0.44191919191919193
	name: Cosine Accuracy@1
	- type: cosine_accuracy@3
	value: 0.4671717171717172
	name: Cosine Accuracy@3
	- type: cosine_accuracy@5
	value: 0.5075757575757576
	name: Cosine Accuracy@5
	- type: cosine_accuracy@10
	value: 0.5631313131313131
	name: Cosine Accuracy@10
	- type: cosine_precision@1
	value: 0.44191919191919193
	name: Cosine Precision@1
	- type: cosine_precision@3
	value: 0.4250841750841751
	name: Cosine Precision@3
	- type: cosine_precision@5
	value: 0.4005050505050505
	name: Cosine Precision@5
	- type: cosine_precision@10
	value: 0.35883838383838385
	name: Cosine Precision@10
	- type: cosine_recall@1
	value: 0.08339662290909679
	name: Cosine Recall@1
	- type: cosine_recall@3
	value: 0.20785390082314062
	name: Cosine Recall@3
	- type: cosine_recall@5
	value: 0.28372514997771076
	name: Cosine Recall@5
	- type: cosine_recall@10
	value: 0.3958739587184769
	name: Cosine Recall@10
	- type: cosine_ndcg@10
	value: 0.4937920439707365
	name: Cosine Ndcg@10
	- type: cosine_mrr@10
	value: 0.4664391935225268
	name: Cosine Mrr@10
	- type: cosine_map@100
	value: 0.5456891304539262
	name: Cosine Map@100
	---

	# ModernBERT Embed base Legal Matryoshka

	This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [intfloat/multilingual-e5-large](https://huggingface.co/intfloat/multilingual-e5-large) on the json dataset. It maps sentences & paragraphs to a 1024-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: [intfloat/multilingual-e5-large](https://huggingface.co/intfloat/multilingual-e5-large) <!-- at revision 0dc5580a448e4284468b8909bae50fa925907bc5 -->
	- Maximum Sequence Length: 512 tokens
	- Output Dimensionality: 1024 dimensions
	- Similarity Function: Cosine Similarity
	- Training Dataset:
	- json
	- Language: en
	- License: apache-2.0

	### Model Sources

	- Documentation: [Sentence Transformers Documentation](https://sbert.net)
	- Repository: [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
	- Hugging Face: [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)

	### Full Model Architecture

	```
	SentenceTransformer(
	(0): Transformer({'max_seq_length': 512, 'do_lower_case': False}) with Transformer model: XLMRobertaModel
	(1): Pooling({'word_embedding_dimension': 1024, '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})
	(2): Normalize()
	)
	```

	## Usage

	### Direct Usage (Sentence Transformers)

	First install the Sentence Transformers library:

	```bash
	pip install -U sentence-transformers
	```

	Then you can load this model and run inference.
	```python
	from sentence_transformers import SentenceTransformer

	# Download from the 🤗 Hub
	model = SentenceTransformer("IoannisKat1/multilingual-e5-large-legal-matryoshka")
	# Run inference
	sentences = [
	'How long is the period that can be added due to the complexity of the subject-matter?',
	'1.In order to ensure the correct and consistent application of this Regulation in individual cases, the Board shall adopt a binding decision in the following cases: (a) where, in a case referred to in Article 60(4), a supervisory authority concerned has raised a relevant and reasoned objection to a draft decision of the lead authority or the lead authority has rejected such an objection as being not relevant or reasoned. The binding decision shall concern all the matters which are the subject of the relevant and reasoned objection, in particular whether there is an infringement of this Regulation; 4.5.2016 L 119/74 (b) where there are conflicting views on which of the supervisory authorities concerned is competent for the main establishment; (c) where a competent supervisory authority does not request the opinion of the Board in the cases referred to in Article 64(1), or does not follow the opinion of the Board issued under Article 64. In that case, any supervisory authority concerned or the Commission may communicate the matter to the Board.\n2.The decision referred to in paragraph 1 shall be adopted within one month from the referral of the subject-matter by a two-thirds majority of the members of the Board. That period may be extended by a further month on account of the complexity of the subject-matter. The decision referred to in paragraph 1 shall be reasoned and addressed to the lead supervisory authority and all the supervisory authorities concerned and binding on them.\n3.Where the Board has been unable to adopt a decision within the periods referred to in paragraph 2, it shall adopt its decision within two weeks following the expiration of the second month referred to in paragraph 2 by a simple majority of the members of the Board. Where the members of the Board are split, the decision shall by adopted by the vote of its Chair.\n4.The supervisory authorities concerned shall not adopt a decision on the subject matter submitted to the Board under paragraph 1 during the periods referred to in paragraphs 2 and 3\n5.The Chair of the Board shall notify, without undue delay, the decision referred to in paragraph 1 to the supervisory authorities concerned. It shall inform the Commission thereof. The decision shall be published on the website of the Board without delay after the supervisory authority has notified the final decision referred to in paragraph 6\n6.The lead supervisory authority or, as the case may be, the supervisory authority with which the complaint has been lodged shall adopt its final decision on the basis of the decision referred to in paragraph 1 of this Article, without undue delay and at the latest by one month after the Board has notified its decision. The lead supervisory authority or, as the case may be, the supervisory authority with which the complaint has been lodged, shall inform the Board of the date when its final decision is notified respectively to the controller or the processor and to the data subject. The final decision of the supervisory authorities concerned shall be adopted under the terms of Article 60(7), (8) and (9). The final decision shall refer to the decision referred to in paragraph 1 of this Article and shall specify that the decision referred to in that paragraph will be published on the website of the Board in accordance with paragraph 5 of this Article. The final decision shall attach the decision referred to in paragraph 1 of this Article.',
	"Each supervisory authority not acting as the lead supervisory authority should be competent to handle local cases where the controller or processor is established in more than one Member State, but the subject matter of the specific processing concerns only processing carried out in a single Member State and involves only data subjects in that single Member State, for example, where the subject matter concerns the processing of employees' personal data in the specific employment context of a Member State. In such cases, the supervisory authority should inform the lead supervisory authority without delay about the matter. After being informed, the lead supervisory authority should decide, whether it will handle the case pursuant to the provision on cooperation between the lead supervisory authority and other supervisory authorities concerned (‘one-stop-shop mechanism’), or whether the supervisory authority which informed it should handle the case at local level. When deciding whether it will handle the case, the lead supervisory authority should take into account whether there is an establishment of the controller or processor in the Member State of the supervisory authority which informed it in order to ensure effective enforcement of a decision vis-à-vis the controller or processor. Where the lead supervisory authority decides to handle the case, the supervisory authority which informed it should have the 4.5.2016 L 119/23 Official Journal of the European Union EN possibility to submit a draft for a decision, of which the lead supervisory authority should take utmost account when preparing its draft decision in that one-stop-shop mechanism.",
	]
	embeddings = model.encode(sentences)
	print(embeddings.shape)
	# [3, 1024]

	# Get the similarity scores for the embeddings
	similarities = model.similarity(embeddings, embeddings)
	print(similarities.shape)
	# [3, 3]
	```

	<!--
	### Direct Usage (Transformers)

	<details><summary>Click to see the direct usage in Transformers</summary>

	</details>
	-->

	<!--
	### Downstream Usage (Sentence Transformers)

	You can finetune this model on your own dataset.

	<details><summary>Click to expand</summary>

	</details>
	-->

	<!--
	### Out-of-Scope Use

	List how the model may foreseeably be misused and address what users ought not to do with the model.
	-->

	## Evaluation

	### Metrics

	#### Information Retrieval

	* Dataset: `dim_1024`
	* Evaluated with [<code>InformationRetrievalEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator) with these parameters:
	```json
	{
	"truncate_dim": 1024
	}
	```

	\| Metric \| Value \|
	\|:--------------------\|:-----------\|
	\| cosine_accuracy@1 \| 0.4798 \|
	\| cosine_accuracy@3 \| 0.5101 \|
	\| cosine_accuracy@5 \| 0.5429 \|
	\| cosine_accuracy@10 \| 0.5833 \|
	\| cosine_precision@1 \| 0.4798 \|
	\| cosine_precision@3 \| 0.463 \|
	\| cosine_precision@5 \| 0.4343 \|
	\| cosine_precision@10 \| 0.3833 \|
	\| cosine_recall@1 \| 0.0927 \|
	\| cosine_recall@3 \| 0.2289 \|
	\| cosine_recall@5 \| 0.3077 \|
	\| cosine_recall@10 \| 0.4266 \|
	\| cosine_ndcg@10 \| 0.5293 \|
	\| cosine_mrr@10 \| 0.5031 \|
	\| cosine_map@100 \| 0.5845 \|

	#### Information Retrieval

	* Dataset: `dim_768`
	* Evaluated with [<code>InformationRetrievalEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator) with these parameters:
	```json
	{
	"truncate_dim": 768
	}
	```

	\| Metric \| Value \|
	\|:--------------------\|:-----------\|
	\| cosine_accuracy@1 \| 0.4848 \|
	\| cosine_accuracy@3 \| 0.5101 \|
	\| cosine_accuracy@5 \| 0.5404 \|
	\| cosine_accuracy@10 \| 0.5884 \|
	\| cosine_precision@1 \| 0.4848 \|
	\| cosine_precision@3 \| 0.4663 \|
	\| cosine_precision@5 \| 0.4348 \|
	\| cosine_precision@10 \| 0.3843 \|
	\| cosine_recall@1 \| 0.0934 \|
	\| cosine_recall@3 \| 0.2314 \|
	\| cosine_recall@5 \| 0.3103 \|
	\| cosine_recall@10 \| 0.4291 \|
	\| cosine_ndcg@10 \| 0.5319 \|
	\| cosine_mrr@10 \| 0.507 \|
	\| cosine_map@100 \| 0.5864 \|

	#### Information Retrieval

	* Dataset: `dim_512`
	* Evaluated with [<code>InformationRetrievalEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator) with these parameters:
	```json
	{
	"truncate_dim": 512
	}
	```

	\| Metric \| Value \|
	\|:--------------------\|:-----------\|
	\| cosine_accuracy@1 \| 0.4874 \|
	\| cosine_accuracy@3 \| 0.5126 \|
	\| cosine_accuracy@5 \| 0.5354 \|
	\| cosine_accuracy@10 \| 0.5758 \|
	\| cosine_precision@1 \| 0.4874 \|
	\| cosine_precision@3 \| 0.468 \|
	\| cosine_precision@5 \| 0.4338 \|
	\| cosine_precision@10 \| 0.3768 \|
	\| cosine_recall@1 \| 0.0944 \|
	\| cosine_recall@3 \| 0.2337 \|
	\| cosine_recall@5 \| 0.3123 \|
	\| cosine_recall@10 \| 0.4242 \|
	\| cosine_ndcg@10 \| 0.5283 \|
	\| cosine_mrr@10 \| 0.507 \|
	\| cosine_map@100 \| 0.5822 \|

	#### Information Retrieval

	* Dataset: `dim_256`
	* Evaluated with [<code>InformationRetrievalEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator) with these parameters:
	```json
	{
	"truncate_dim": 256
	}
	```

	\| Metric \| Value \|
	\|:--------------------\|:-----------\|
	\| cosine_accuracy@1 \| 0.4798 \|
	\| cosine_accuracy@3 \| 0.5076 \|
	\| cosine_accuracy@5 \| 0.5404 \|
	\| cosine_accuracy@10 \| 0.5884 \|
	\| cosine_precision@1 \| 0.4798 \|
	\| cosine_precision@3 \| 0.4621 \|
	\| cosine_precision@5 \| 0.4379 \|
	\| cosine_precision@10 \| 0.3912 \|
	\| cosine_recall@1 \| 0.0886 \|
	\| cosine_recall@3 \| 0.2158 \|
	\| cosine_recall@5 \| 0.2945 \|
	\| cosine_recall@10 \| 0.4202 \|
	\| cosine_ndcg@10 \| 0.5299 \|
	\| cosine_mrr@10 \| 0.5031 \|
	\| cosine_map@100 \| 0.5755 \|

	#### Information Retrieval

	* Dataset: `dim_128`
	* Evaluated with [<code>InformationRetrievalEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator) with these parameters:
	```json
	{
	"truncate_dim": 128
	}
	```

	\| Metric \| Value \|
	\|:--------------------\|:-----------\|
	\| cosine_accuracy@1 \| 0.4798 \|
	\| cosine_accuracy@3 \| 0.4975 \|
	\| cosine_accuracy@5 \| 0.5328 \|
	\| cosine_accuracy@10 \| 0.5732 \|
	\| cosine_precision@1 \| 0.4798 \|
	\| cosine_precision@3 \| 0.4596 \|
	\| cosine_precision@5 \| 0.4318 \|
	\| cosine_precision@10 \| 0.379 \|
	\| cosine_recall@1 \| 0.0901 \|
	\| cosine_recall@3 \| 0.2197 \|
	\| cosine_recall@5 \| 0.298 \|
	\| cosine_recall@10 \| 0.4068 \|
	\| cosine_ndcg@10 \| 0.5199 \|
	\| cosine_mrr@10 \| 0.4994 \|
	\| cosine_map@100 \| 0.5701 \|

	#### Information Retrieval

	* Dataset: `dim_64`
	* Evaluated with [<code>InformationRetrievalEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator) with these parameters:
	```json
	{
	"truncate_dim": 64
	}
	```

	\| Metric \| Value \|
	\|:--------------------\|:-----------\|
	\| cosine_accuracy@1 \| 0.4419 \|
	\| cosine_accuracy@3 \| 0.4672 \|
	\| cosine_accuracy@5 \| 0.5076 \|
	\| cosine_accuracy@10 \| 0.5631 \|
	\| cosine_precision@1 \| 0.4419 \|
	\| cosine_precision@3 \| 0.4251 \|
	\| cosine_precision@5 \| 0.4005 \|
	\| cosine_precision@10 \| 0.3588 \|
	\| cosine_recall@1 \| 0.0834 \|
	\| cosine_recall@3 \| 0.2079 \|
	\| cosine_recall@5 \| 0.2837 \|
	\| cosine_recall@10 \| 0.3959 \|
	\| cosine_ndcg@10 \| 0.4938 \|
	\| cosine_mrr@10 \| 0.4664 \|
	\| cosine_map@100 \| 0.5457 \|

	<!--
	## Bias, Risks and Limitations

	What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.
	-->

	<!--
	### Recommendations

	What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.
	-->

	## Training Details

	### Training Dataset

	#### json

	* Dataset: json
	* Size: 1,580 training samples
	* Columns: <code>anchor</code> and <code>positive</code>
	* Approximate statistics based on the first 1000 samples:
	\| \| anchor \| positive \|
	\|:--------\|:----------------------------------------------------------------------------------\|:-------------------------------------------------------------------------------------\|
	\| type \| string \| string \|
	\| details \| <ul><li>min: 7 tokens</li><li>mean: 17.31 tokens</li><li>max: 39 tokens</li></ul> \| <ul><li>min: 27 tokens</li><li>mean: 381.69 tokens</li><li>max: 512 tokens</li></ul> \|
	* Samples:
	\| anchor \| positive \|
	\|:----------------------------------------------------------------------------------------------------\|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\|
	\| <code>What is required when reproducing or using a work according to Article 60 of this Law?</code> \| <code>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 t...</code> \|
	\| <code>Who electronically sent the request?</code> \| <code>Court (Civil/Criminal): Civil<br><br>Provisions:<br><br>Time of commission of the act:<br><br>Outcome (not guilty, guilty):<br><br>Rationale:<br><br>Facts:<br>The plaintiff holds credit card number ............ with the defendant banking corporation. Based on the application for alternative networks dated 19/7/2015 with number ......... submitted at a branch of the defendant, he was granted access to the electronic banking service (e-banking) to conduct banking transactions (debit, credit, updates, payments) remotely. On 30/11/2020, the plaintiff fell victim to electronic fraud through the "phishing" method, whereby an unknown perpetrator managed to withdraw a total amount of €3,121.75 from the aforementioned credit card. Specifically, the plaintiff received an email at 1:35 PM on 29/11/2020 from sender ...... with address ........, informing him that due to an impending system change, he needed to verify the mobile phone number linked to the credit card, urging him to complete the verification...</code> \|
	\| <code>What right should not imply the erasure of personal data needed for a contract?</code> \| <code>To further strengthen the control over his or her own data, where the processing of personal data is carried out by automated means, the data subject should also be allowed to receive personal data concerning him or her which he or she has provided to a controller in a structured, commonly used, machine-readable and interoperable format, and to transmit it to another controller. Data controllers should be encouraged to develop interoperable formats that enable data portability. That right should apply where the data subject provided the personal data on the basis of his or her consent or the processing is necessary for the performance of a contract. It should not apply where processing is based on a legal ground other than consent or contract. By its very nature, that right should not be exercised against controllers processing personal data in the exercise of their public duties. It should therefore not apply where the processing of the personal data is necessary for compliance with a...</code> \|
	* Loss: [<code>MatryoshkaLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#matryoshkaloss) with these parameters:
	```json
	{
	"loss": "MultipleNegativesRankingLoss",
	"matryoshka_dims": [
	1024,
	768,
	512,
	256,
	128,
	64
	],
	"matryoshka_weights": [
	1,
	1,
	1,
	1,
	1,
	1
	],
	"n_dims_per_step": -1
	}
	```

	### Training Hyperparameters
	#### Non-Default Hyperparameters

	- `eval_strategy`: epoch
	- `gradient_accumulation_steps`: 2
	- `learning_rate`: 2e-05
	- `num_train_epochs`: 15
	- `lr_scheduler_type`: cosine
	- `warmup_ratio`: 0.1
	- `bf16`: True
	- `tf32`: True
	- `load_best_model_at_end`: True
	- `optim`: adamw_torch_fused
	- `batch_sampler`: no_duplicates

	#### All Hyperparameters
	<details><summary>Click to expand</summary>

	- `overwrite_output_dir`: False
	- `do_predict`: False
	- `eval_strategy`: epoch
	- `prediction_loss_only`: True
	- `per_device_train_batch_size`: 8
	- `per_device_eval_batch_size`: 8
	- `per_gpu_train_batch_size`: None
	- `per_gpu_eval_batch_size`: None
	- `gradient_accumulation_steps`: 2
	- `eval_accumulation_steps`: None
	- `torch_empty_cache_steps`: None
	- `learning_rate`: 2e-05
	- `weight_decay`: 0.0
	- `adam_beta1`: 0.9
	- `adam_beta2`: 0.999
	- `adam_epsilon`: 1e-08
	- `max_grad_norm`: 1.0
	- `num_train_epochs`: 15
	- `max_steps`: -1
	- `lr_scheduler_type`: cosine
	- `lr_scheduler_kwargs`: {}
	- `warmup_ratio`: 0.1
	- `warmup_steps`: 0
	- `log_level`: passive
	- `log_level_replica`: warning
	- `log_on_each_node`: True
	- `logging_nan_inf_filter`: True
	- `save_safetensors`: True
	- `save_on_each_node`: False
	- `save_only_model`: False
	- `restore_callback_states_from_checkpoint`: False
	- `no_cuda`: False
	- `use_cpu`: False
	- `use_mps_device`: False
	- `seed`: 42
	- `data_seed`: None
	- `jit_mode_eval`: False
	- `use_ipex`: False
	- `bf16`: True
	- `fp16`: False
	- `fp16_opt_level`: O1
	- `half_precision_backend`: auto
	- `bf16_full_eval`: False
	- `fp16_full_eval`: False
	- `tf32`: True
	- `local_rank`: 0
	- `ddp_backend`: None
	- `tpu_num_cores`: None
	- `tpu_metrics_debug`: False
	- `debug`: []
	- `dataloader_drop_last`: False
	- `dataloader_num_workers`: 0
	- `dataloader_prefetch_factor`: None
	- `past_index`: -1
	- `disable_tqdm`: False
	- `remove_unused_columns`: True
	- `label_names`: None
	- `load_best_model_at_end`: True
	- `ignore_data_skip`: False
	- `fsdp`: []
	- `fsdp_min_num_params`: 0
	- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
	- `tp_size`: 0
	- `fsdp_transformer_layer_cls_to_wrap`: None
	- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
	- `deepspeed`: None
	- `label_smoothing_factor`: 0.0
	- `optim`: adamw_torch_fused
	- `optim_args`: None
	- `adafactor`: False
	- `group_by_length`: False
	- `length_column_name`: length
	- `ddp_find_unused_parameters`: None
	- `ddp_bucket_cap_mb`: None
	- `ddp_broadcast_buffers`: False
	- `dataloader_pin_memory`: True
	- `dataloader_persistent_workers`: False
	- `skip_memory_metrics`: True
	- `use_legacy_prediction_loop`: False
	- `push_to_hub`: False
	- `resume_from_checkpoint`: None
	- `hub_model_id`: None
	- `hub_strategy`: every_save
	- `hub_private_repo`: None
	- `hub_always_push`: False
	- `gradient_checkpointing`: False
	- `gradient_checkpointing_kwargs`: None
	- `include_inputs_for_metrics`: False
	- `include_for_metrics`: []
	- `eval_do_concat_batches`: True
	- `fp16_backend`: auto
	- `push_to_hub_model_id`: None
	- `push_to_hub_organization`: None
	- `mp_parameters`:
	- `auto_find_batch_size`: False
	- `full_determinism`: False
	- `torchdynamo`: None
	- `ray_scope`: last
	- `ddp_timeout`: 1800
	- `torch_compile`: False
	- `torch_compile_backend`: None
	- `torch_compile_mode`: None
	- `include_tokens_per_second`: False
	- `include_num_input_tokens_seen`: False
	- `neftune_noise_alpha`: None
	- `optim_target_modules`: None
	- `batch_eval_metrics`: False
	- `eval_on_start`: False
	- `use_liger_kernel`: False
	- `eval_use_gather_object`: False
	- `average_tokens_across_devices`: False
	- `prompts`: None
	- `batch_sampler`: no_duplicates
	- `multi_dataset_batch_sampler`: proportional

	</details>

	### Training Logs
	<details><summary>Click to expand</summary>

	\| Epoch \| Step \| Training Loss \| dim_1024_cosine_ndcg@10 \| 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 \|
	\|:--------:\|:--------:\|:-------------:\|:-----------------------:\|:----------------------:\|:----------------------:\|:----------------------:\|:----------------------:\|:---------------------:\|
	\| 0.1010 \| 10 \| 15.4718 \| - \| - \| - \| - \| - \| - \|
	\| 0.2020 \| 20 \| 14.6553 \| - \| - \| - \| - \| - \| - \|
	\| 0.3030 \| 30 \| 13.0692 \| - \| - \| - \| - \| - \| - \|
	\| 0.4040 \| 40 \| 11.9374 \| - \| - \| - \| - \| - \| - \|
	\| 0.5051 \| 50 \| 10.391 \| - \| - \| - \| - \| - \| - \|
	\| 0.6061 \| 60 \| 9.4382 \| - \| - \| - \| - \| - \| - \|
	\| 0.7071 \| 70 \| 10.3454 \| - \| - \| - \| - \| - \| - \|
	\| 0.8081 \| 80 \| 8.2018 \| - \| - \| - \| - \| - \| - \|
	\| 0.9091 \| 90 \| 8.5864 \| - \| - \| - \| - \| - \| - \|
	\| 1.0 \| 99 \| - \| 0.4460 \| 0.4412 \| 0.4274 \| 0.4195 \| 0.3848 \| 0.3259 \|
	\| 1.0101 \| 100 \| 8.6625 \| - \| - \| - \| - \| - \| - \|
	\| 1.1111 \| 110 \| 4.7502 \| - \| - \| - \| - \| - \| - \|
	\| 1.2121 \| 120 \| 6.2492 \| - \| - \| - \| - \| - \| - \|
	\| 1.3131 \| 130 \| 4.8127 \| - \| - \| - \| - \| - \| - \|
	\| 1.4141 \| 140 \| 6.1704 \| - \| - \| - \| - \| - \| - \|
	\| 1.5152 \| 150 \| 6.6274 \| - \| - \| - \| - \| - \| - \|
	\| 1.6162 \| 160 \| 5.399 \| - \| - \| - \| - \| - \| - \|
	\| 1.7172 \| 170 \| 7.426 \| - \| - \| - \| - \| - \| - \|
	\| 1.8182 \| 180 \| 7.1311 \| - \| - \| - \| - \| - \| - \|
	\| 1.9192 \| 190 \| 5.946 \| - \| - \| - \| - \| - \| - \|
	\| 2.0 \| 198 \| - \| 0.4016 \| 0.4013 \| 0.4014 \| 0.4000 \| 0.3593 \| 0.3004 \|
	\| 2.0202 \| 200 \| 6.2856 \| - \| - \| - \| - \| - \| - \|
	\| 2.1212 \| 210 \| 3.5988 \| - \| - \| - \| - \| - \| - \|
	\| 2.2222 \| 220 \| 4.2901 \| - \| - \| - \| - \| - \| - \|
	\| 2.3232 \| 230 \| 3.1813 \| - \| - \| - \| - \| - \| - \|
	\| 2.4242 \| 240 \| 3.5008 \| - \| - \| - \| - \| - \| - \|
	\| 2.5253 \| 250 \| 5.1129 \| - \| - \| - \| - \| - \| - \|
	\| 2.6263 \| 260 \| 4.2109 \| - \| - \| - \| - \| - \| - \|
	\| 2.7273 \| 270 \| 3.6912 \| - \| - \| - \| - \| - \| - \|
	\| 2.8283 \| 280 \| 3.3291 \| - \| - \| - \| - \| - \| - \|
	\| 2.9293 \| 290 \| 4.4076 \| - \| - \| - \| - \| - \| - \|
	\| 3.0 \| 297 \| - \| 0.4627 \| 0.4581 \| 0.4402 \| 0.4497 \| 0.4050 \| 0.3634 \|
	\| 3.0303 \| 300 \| 4.7613 \| - \| - \| - \| - \| - \| - \|
	\| 3.1313 \| 310 \| 2.8859 \| - \| - \| - \| - \| - \| - \|
	\| 3.2323 \| 320 \| 2.3837 \| - \| - \| - \| - \| - \| - \|
	\| 3.3333 \| 330 \| 2.3918 \| - \| - \| - \| - \| - \| - \|
	\| 3.4343 \| 340 \| 3.2392 \| - \| - \| - \| - \| - \| - \|
	\| 3.5354 \| 350 \| 3.0618 \| - \| - \| - \| - \| - \| - \|
	\| 3.6364 \| 360 \| 3.4849 \| - \| - \| - \| - \| - \| - \|
	\| 3.7374 \| 370 \| 2.9544 \| - \| - \| - \| - \| - \| - \|
	\| 3.8384 \| 380 \| 3.7552 \| - \| - \| - \| - \| - \| - \|
	\| 3.9394 \| 390 \| 2.8886 \| - \| - \| - \| - \| - \| - \|
	\| 4.0 \| 396 \| - \| 0.4759 \| 0.4672 \| 0.4716 \| 0.4775 \| 0.4500 \| 0.4110 \|
	\| 4.0404 \| 400 \| 2.6625 \| - \| - \| - \| - \| - \| - \|
	\| 4.1414 \| 410 \| 1.4966 \| - \| - \| - \| - \| - \| - \|
	\| 4.2424 \| 420 \| 1.7481 \| - \| - \| - \| - \| - \| - \|
	\| 4.3434 \| 430 \| 1.854 \| - \| - \| - \| - \| - \| - \|
	\| 4.4444 \| 440 \| 2.7405 \| - \| - \| - \| - \| - \| - \|
	\| 4.5455 \| 450 \| 2.1245 \| - \| - \| - \| - \| - \| - \|
	\| 4.6465 \| 460 \| 2.2464 \| - \| - \| - \| - \| - \| - \|
	\| 4.7475 \| 470 \| 3.2942 \| - \| - \| - \| - \| - \| - \|
	\| 4.8485 \| 480 \| 3.0603 \| - \| - \| - \| - \| - \| - \|
	\| 4.9495 \| 490 \| 2.2054 \| - \| - \| - \| - \| - \| - \|
	\| 5.0 \| 495 \| - \| 0.4999 \| 0.4997 \| 0.4861 \| 0.4865 \| 0.4489 \| 0.4270 \|
	\| 5.0505 \| 500 \| 2.0539 \| - \| - \| - \| - \| - \| - \|
	\| 5.1515 \| 510 \| 1.715 \| - \| - \| - \| - \| - \| - \|
	\| 5.2525 \| 520 \| 1.214 \| - \| - \| - \| - \| - \| - \|
	\| 5.3535 \| 530 \| 1.7161 \| - \| - \| - \| - \| - \| - \|
	\| 5.4545 \| 540 \| 1.8882 \| - \| - \| - \| - \| - \| - \|
	\| 5.5556 \| 550 \| 2.0362 \| - \| - \| - \| - \| - \| - \|
	\| 5.6566 \| 560 \| 1.7486 \| - \| - \| - \| - \| - \| - \|
	\| 5.7576 \| 570 \| 2.1613 \| - \| - \| - \| - \| - \| - \|
	\| 5.8586 \| 580 \| 1.4125 \| - \| - \| - \| - \| - \| - \|
	\| 5.9596 \| 590 \| 2.3426 \| - \| - \| - \| - \| - \| - \|
	\| 6.0 \| 594 \| - \| 0.5096 \| 0.5053 \| 0.4923 \| 0.5008 \| 0.4707 \| 0.4483 \|
	\| 6.0606 \| 600 \| 1.3931 \| - \| - \| - \| - \| - \| - \|
	\| 6.1616 \| 610 \| 1.5685 \| - \| - \| - \| - \| - \| - \|
	\| 6.2626 \| 620 \| 0.6951 \| - \| - \| - \| - \| - \| - \|
	\| 6.3636 \| 630 \| 2.4788 \| - \| - \| - \| - \| - \| - \|
	\| 6.4646 \| 640 \| 1.8925 \| - \| - \| - \| - \| - \| - \|
	\| 6.5657 \| 650 \| 1.3563 \| - \| - \| - \| - \| - \| - \|
	\| 6.6667 \| 660 \| 0.8888 \| - \| - \| - \| - \| - \| - \|
	\| 6.7677 \| 670 \| 1.1035 \| - \| - \| - \| - \| - \| - \|
	\| 6.8687 \| 680 \| 1.2746 \| - \| - \| - \| - \| - \| - \|
	\| 6.9697 \| 690 \| 1.3126 \| - \| - \| - \| - \| - \| - \|
	\| 7.0 \| 693 \| - \| 0.5047 \| 0.5048 \| 0.4941 \| 0.4856 \| 0.4623 \| 0.4286 \|
	\| 7.0707 \| 700 \| 1.1118 \| - \| - \| - \| - \| - \| - \|
	\| 7.1717 \| 710 \| 0.5125 \| - \| - \| - \| - \| - \| - \|
	\| 7.2727 \| 720 \| 1.1709 \| - \| - \| - \| - \| - \| - \|
	\| 7.3737 \| 730 \| 1.4081 \| - \| - \| - \| - \| - \| - \|
	\| 7.4747 \| 740 \| 1.2162 \| - \| - \| - \| - \| - \| - \|
	\| 7.5758 \| 750 \| 1.5649 \| - \| - \| - \| - \| - \| - \|
	\| 7.6768 \| 760 \| 1.1022 \| - \| - \| - \| - \| - \| - \|
	\| 7.7778 \| 770 \| 1.1308 \| - \| - \| - \| - \| - \| - \|
	\| 7.8788 \| 780 \| 1.4802 \| - \| - \| - \| - \| - \| - \|
	\| 7.9798 \| 790 \| 0.789 \| - \| - \| - \| - \| - \| - \|
	\| 8.0 \| 792 \| - \| 0.5137 \| 0.5091 \| 0.5177 \| 0.5103 \| 0.4781 \| 0.4697 \|
	\| 8.0808 \| 800 \| 0.9737 \| - \| - \| - \| - \| - \| - \|
	\| 8.1818 \| 810 \| 1.1912 \| - \| - \| - \| - \| - \| - \|
	\| 8.2828 \| 820 \| 0.3296 \| - \| - \| - \| - \| - \| - \|
	\| 8.3838 \| 830 \| 0.8433 \| - \| - \| - \| - \| - \| - \|
	\| 8.4848 \| 840 \| 0.7217 \| - \| - \| - \| - \| - \| - \|
	\| 8.5859 \| 850 \| 1.002 \| - \| - \| - \| - \| - \| - \|
	\| 8.6869 \| 860 \| 1.0049 \| - \| - \| - \| - \| - \| - \|
	\| 8.7879 \| 870 \| 0.2311 \| - \| - \| - \| - \| - \| - \|
	\| 8.8889 \| 880 \| 0.3288 \| - \| - \| - \| - \| - \| - \|
	\| 8.9899 \| 890 \| 0.4877 \| - \| - \| - \| - \| - \| - \|
	\| 9.0 \| 891 \| - \| 0.5116 \| 0.5005 \| 0.5073 \| 0.5034 \| 0.4832 \| 0.4694 \|
	\| 9.0909 \| 900 \| 0.9198 \| - \| - \| - \| - \| - \| - \|
	\| 9.1919 \| 910 \| 0.3942 \| - \| - \| - \| - \| - \| - \|
	\| 9.2929 \| 920 \| 0.6227 \| - \| - \| - \| - \| - \| - \|
	\| 9.3939 \| 930 \| 0.4507 \| - \| - \| - \| - \| - \| - \|
	\| 9.4949 \| 940 \| 0.5001 \| - \| - \| - \| - \| - \| - \|
	\| 9.5960 \| 950 \| 0.747 \| - \| - \| - \| - \| - \| - \|
	\| 9.6970 \| 960 \| 1.1764 \| - \| - \| - \| - \| - \| - \|
	\| 9.7980 \| 970 \| 1.0748 \| - \| - \| - \| - \| - \| - \|
	\| 9.8990 \| 980 \| 0.3899 \| - \| - \| - \| - \| - \| - \|
	\| 10.0 \| 990 \| 0.3206 \| 0.5143 \| 0.5097 \| 0.5149 \| 0.5156 \| 0.5041 \| 0.4818 \|
	\| 10.1010 \| 1000 \| 0.4675 \| - \| - \| - \| - \| - \| - \|
	\| 10.2020 \| 1010 \| 0.8518 \| - \| - \| - \| - \| - \| - \|
	\| 10.3030 \| 1020 \| 0.3375 \| - \| - \| - \| - \| - \| - \|
	\| 10.4040 \| 1030 \| 0.386 \| - \| - \| - \| - \| - \| - \|
	\| 10.5051 \| 1040 \| 0.5168 \| - \| - \| - \| - \| - \| - \|
	\| 10.6061 \| 1050 \| 1.2228 \| - \| - \| - \| - \| - \| - \|
	\| 10.7071 \| 1060 \| 0.4282 \| - \| - \| - \| - \| - \| - \|
	\| 10.8081 \| 1070 \| 0.282 \| - \| - \| - \| - \| - \| - \|
	\| 10.9091 \| 1080 \| 0.9158 \| - \| - \| - \| - \| - \| - \|
	\| 11.0 \| 1089 \| - \| 0.5390 \| 0.5374 \| 0.5394 \| 0.5309 \| 0.5189 \| 0.4965 \|
	\| 11.0101 \| 1090 \| 0.1981 \| - \| - \| - \| - \| - \| - \|
	\| 11.1111 \| 1100 \| 0.2708 \| - \| - \| - \| - \| - \| - \|
	\| 11.2121 \| 1110 \| 0.36 \| - \| - \| - \| - \| - \| - \|
	\| 11.3131 \| 1120 \| 0.8882 \| - \| - \| - \| - \| - \| - \|
	\| 11.4141 \| 1130 \| 0.3434 \| - \| - \| - \| - \| - \| - \|
	\| 11.5152 \| 1140 \| 0.2293 \| - \| - \| - \| - \| - \| - \|
	\| 11.6162 \| 1150 \| 0.6078 \| - \| - \| - \| - \| - \| - \|
	\| 11.7172 \| 1160 \| 1.0283 \| - \| - \| - \| - \| - \| - \|
	\| 11.8182 \| 1170 \| 1.1603 \| - \| - \| - \| - \| - \| - \|
	\| 11.9192 \| 1180 \| 0.8614 \| - \| - \| - \| - \| - \| - \|
	\| 12.0 \| 1188 \| - \| 0.5293 \| 0.5319 \| 0.5283 \| 0.5299 \| 0.5199 \| 0.4938 \|
	\| 12.0202 \| 1190 \| 0.3831 \| - \| - \| - \| - \| - \| - \|
	\| 12.1212 \| 1200 \| 0.1211 \| - \| - \| - \| - \| - \| - \|
	\| 12.2222 \| 1210 \| 0.5642 \| - \| - \| - \| - \| - \| - \|
	\| 12.3232 \| 1220 \| 0.8418 \| - \| - \| - \| - \| - \| - \|
	\| 12.4242 \| 1230 \| 0.3555 \| - \| - \| - \| - \| - \| - \|
	\| 12.5253 \| 1240 \| 0.1138 \| - \| - \| - \| - \| - \| - \|
	\| 12.6263 \| 1250 \| 0.1858 \| - \| - \| - \| - \| - \| - \|
	\| 12.7273 \| 1260 \| 0.3527 \| - \| - \| - \| - \| - \| - \|
	\| 12.8283 \| 1270 \| 0.9225 \| - \| - \| - \| - \| - \| - \|
	\| 12.9293 \| 1280 \| 0.3991 \| - \| - \| - \| - \| - \| - \|
	\| 13.0 \| 1287 \| - \| 0.5228 \| 0.5254 \| 0.5311 \| 0.5268 \| 0.5189 \| 0.4959 \|
	\| 13.0303 \| 1290 \| 0.1794 \| - \| - \| - \| - \| - \| - \|
	\| 13.1313 \| 1300 \| 0.2153 \| - \| - \| - \| - \| - \| - \|
	\| 13.2323 \| 1310 \| 0.14 \| - \| - \| - \| - \| - \| - \|
	\| 13.3333 \| 1320 \| 0.5314 \| - \| - \| - \| - \| - \| - \|
	\| 13.4343 \| 1330 \| 0.2421 \| - \| - \| - \| - \| - \| - \|
	\| 13.5354 \| 1340 \| 0.2911 \| - \| - \| - \| - \| - \| - \|
	\| 13.6364 \| 1350 \| 0.4683 \| - \| - \| - \| - \| - \| - \|
	\| 13.7374 \| 1360 \| 0.3907 \| - \| - \| - \| - \| - \| - \|
	\| 13.8384 \| 1370 \| 0.7038 \| - \| - \| - \| - \| - \| - \|
	\| 13.9394 \| 1380 \| 0.0922 \| - \| - \| - \| - \| - \| - \|
	\| 14.0 \| 1386 \| - \| 0.5197 \| 0.5209 \| 0.5271 \| 0.5236 \| 0.5143 \| 0.5012 \|
	\| -1 \| -1 \| - \| 0.5293 \| 0.5319 \| 0.5283 \| 0.5299 \| 0.5199 \| 0.4938 \|

	* The bold row denotes the saved checkpoint.
	</details>

	### Framework Versions
	- Python: 3.11.13
	- Sentence Transformers: 4.1.0
	- Transformers: 4.51.3
	- PyTorch: 2.6.0+cu124
	- Accelerate: 1.8.1
	- Datasets: 4.0.0
	- Tokenizers: 0.21.2

	## Citation

	### BibTeX

	#### Sentence Transformers
	```bibtex
	@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
	```bibtex
	@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
	```bibtex
	@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}
	}
	```

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