IoannisKat1's picture
Add finetuned model
8d5b4f3 verified
metadata
language:
  - en
license: apache-2.0
tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - dense
  - generated_from_trainer
  - dataset_size:1627
  - loss:MatryoshkaLoss
  - loss:MultipleNegativesRankingLoss
base_model: nomic-ai/modernbert-embed-base
widget:
  - source_sentence: When does the supervisory authority provide an opinion on the draft code?
    sentences:
      - >-
        1.A transfer of personal data to a third country or an international
        organisation may take place where the Commission has decided that the
        third country, a territory or one or more specified sectors within that
        third country, or the international organisation in question ensures an
        adequate level of protection. Such a transfer shall not require any
        specific authorisation.

        2.When assessing the adequacy of the level of protection, the Commission
        shall, in particular, take account of the following elements: (a)  the
        rule of law, respect for human rights and fundamental freedoms, relevant
        legislation, both general and sectoral, including concerning public
        security, defence, national security and criminal law and the access of
        public authorities to personal data, as well as the implementation of
        such legislation, data protection rules, professional rules and security
        measures, including rules for the onward transfer of personal data to
        another third country or international organisation which are complied
        with in that country or international organisation, case-law, as well as
        effective and enforceable data subject rights and effective
        administrative and judicial redress for the data subjects whose personal
        data are being transferred; (b)  the existence and effective functioning
        of one or more independent supervisory authorities in the third country
        or to which an international organisation is subject, with
        responsibility for ensuring and enforcing compliance with the data
        protection rules, including adequate enforcement powers, for assisting
        and advising the data subjects in exercising their rights and for
        cooperation with the supervisory authorities of the Member States; and
        (c)  the international commitments the third country or international
        organisation concerned has entered into, or other obligations arising
        from legally binding conventions or instruments as well as from its
        participation in multilateral or regional systems, in particular in
        relation to the protection of personal data.

        3.The Commission, after assessing the adequacy of the level of
        protection, may decide, by means of implementing act, that a third
        country, a territory or one or more specified sectors within a third
        country, or an international organisation ensures an adequate level of
        protection within the meaning of paragraph 2 of this Article. The
        implementing act shall provide for a mechanism for a periodic review, at
        least every four years, which shall take into account all relevant
        developments in the third country or international organisation. The
        implementing act shall specify its territorial and sectoral application
        and, where applicable, identify the supervisory authority or authorities
        referred to in point (b) of paragraph 2 of this Article. The
        implementing act shall be adopted in accordance with the examination
        procedure referred to in Article 93(2).

        4.The Commission shall, on an ongoing basis, monitor developments in
        third countries and international organisations that could affect the
        functioning of decisions adopted pursuant to paragraph 3 of this Article
        and decisions adopted on the basis of Article 25(6) of Directive
        95/46/EC.

        5.The Commission shall, where available information reveals, in
        particular following the review referred to in paragraph 3 of this
        Article, that a third country, a territory or one or more specified
        sectors within a third country, or an international organisation no
        longer ensures an adequate level of protection within the meaning of
        paragraph 2 of this Article, to the extent necessary, repeal, amend or
        suspend the decision referred to in paragraph 3 of this Article by means
        of implementing acts without retro-active effect. Those implementing
        acts shall be adopted in accordance with the examination procedure
        referred to in Article 93(2). On duly justified imperative grounds of
        urgency, the Commission shall adopt immediately applicable implementing
        acts in accordance with the procedure referred to in Article 93(3).

        6.The Commission shall enter into consultations with the third country
        or international organisation with a view to remedying the situation
        giving rise to the decision made pursuant to paragraph 5

        7.A decision pursuant to paragraph 5 of this Article is without
        prejudice to transfers of personal data to the third country, a
        territory or one or more specified sectors within that third country, or
        the international organisation in question pursuant to Articles 46 to 49

        8.The Commission shall publish in the Official Journal of the European
        Union and on its website a list of the third countries, territories and
        specified sectors within a third country and international organisations
        for which it has decided that an adequate level of protection is or is
        no longer ensured.

        9.Decisions adopted by the Commission on the basis of Article 25(6) of
        Directive 95/46/EC shall remain in force until amended, replaced or
        repealed by a Commission Decision adopted in accordance with paragraph 3
        or 5 of this Article.
      - >-
        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.
      - >-
        A group of undertakings, or a group of enterprises engaged in a joint
        economic activity, should be able to make use of approved binding
        corporate rules for its international transfers from the Union to
        organisations within the same group of undertakings, or group of
        enterprises engaged in a joint economic activity, provided that such
        corporate rules include all essential principles and enforceable rights
        to ensure appropriate safeguards for transfers or categories of
        transfers of personal data.
  - source_sentence: >-
      When was the Regulation intended to contribute to the accomplishment of an
      area of freedom, security and justice?
    sentences:
      - >-
        1.This Regulation applies to the processing of personal data in the
        context of the activities of an establishment of a controller or a
        processor in the Union, regardless of whether the processing takes place
        in the Union or not. 4.5.2016 L 119/32  

        2.This Regulation applies to the processing of personal data of data
        subjects who are in the Union by a controller or processor not
        established in the Union, where the processing activities are related
        to: (a)  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 (b)  the monitoring of their behaviour as far as their
        behaviour takes place within the Union.

        3.This Regulation applies to the processing of personal data by a
        controller not established in the Union, but in a place where Member
        State law applies by virtue of public international law.
      - >-
        The principles of, and rules on the protection of natural persons with
        regard to the processing of their personal data should, whatever their
        nationality or residence, respect their fundamental rights and freedoms,
        in particular their right to the protection of personal data. This
        Regulation is intended to contribute to the accomplishment of an area of
        freedom, security and justice and of an economic union, to economic and
        social progress, to the strengthening and the convergence of the
        economies within the internal market, and to the well-being of natural
        persons.
      - >-
        **Court (Civil/Criminal): Civil  

        Provisions:  

        Time of commission of the act:  

        Outcome (not guilty, guilty): Rejects the lawsuit.  

        Reasoning:  

        Facts: The plaintiff holds account number ....................... at the
        defendant bank. Following the application/contract dated January 9,
        2019, the plaintiff became a subscriber to the alternative service
        networks provided by the defendant bank through online banking
        (.........................). In the aforementioned application, the
        plaintiff stated that her mobile phone (number .................) would
        be used by the defendant to send additional security codes for the
        approval of her transactions via .......................... It is noted
        that the plaintiff received subscriber code .................., thus
        enabling her to conduct transactions without her physical presence at
        the branches of the defendant bank, from fixed or mobile devices
        (computers, smartphones, tablets), by entering her username and password
        to access her personal account. Regarding the identification methods,
        these were agreed upon between the parties and are specified depending
        on the payment method used. More specifically, the plaintiff had
        installed the application ...................................... on her
        mobile phone. According to the terms of the above contract between the
        parties, the defendant bank (to ensure the protection of its customers
        in using this application) requires three stages of identification: 1)
        the input of the customer's personal codes (username and password) in
        the application .........................., 2) the input of a six-digit
        code (...................) sent via SMS to the mobile number provided by
        the customer, to complete the login to ............................. and
        3) the input of a new six-digit code (.................) sent in a new
        SMS to the mobile number provided by the customer, to authenticate the
        device on which the aforementioned application is installed (usually a
        mobile phone). 


        Furthermore, it was established that on October 4, 2021, at 00:07, the
        plaintiff received a text message (SMS) on her mobile phone (number
        ...................) with the following content:
        ".................................", i.e., "..........: a payment was
        attempted from a new device. If this was not you, please visit...",
        providing the above link. As she acknowledges in her lawsuit, she
        followed the link that was sent to her via SMS and entered her login
        credentials (i.e., username and password) on the (fake) page she was
        redirected to. Thus, the perpetrators acquired the plaintiff's personal
        information and subsequently entered it into the application
        ........................... that they had installed on their own mobile
        phone. Following this, to complete the second stage of the process, as
        described above, the defendant bank sent the aforementioned date and
        time of 00:14, a security code to the plaintiff's mobile phone via SMS,
        with the content ".................................`." Subsequently, the
        defendant sent, at 00:17, another SMS to the plaintiff's mobile phone
        with the security code .................., containing the message
        ".........................................", to complete the third stage
        of identification. It is noted that the defendant sent another message
        to the plaintiff's mobile phone at 00:15, specifically
        "..........................", which was not used (perhaps because it was
        entered incorrectly by the plaintiff). It was later proven that the
        unknown perpetrators charged the plaintiff's account with a total amount
        of €2,800.00 and an equivalent credit to a bank account held similarly
        at the defendant bank, with the beneficiary being ............. The
        plaintiff contacted the defendant, submitting a dispute over the above
        transactions and simultaneously filed a complaint against any
        responsible party for the crimes of fraud and embezzlement. The
        defendant locked the plaintiff's subscription and provided her with new
        codes, warning her not to use the aforementioned application via her
        mobile phone unless she scanned it with updated
        antivirus/antispyware/malware software. Additionally, the defendant
        froze the account to which her money was transferred, which, as
        mentioned earlier, belongs to ................., who also stated that
        she fell victim to electronic fraud, being used by the aforementioned
        perpetrators as a front person. It was further established that the
        above-mentioned ......................... consented to the return to the
        plaintiff of the amount of €239.54, which remained in her account (as
        part of the aforementioned €2,800.00), while the plaintiff stated in a
        declaration that after the crediting of her account with the amount of
        €239.54, she has no further claims against the defendant regarding the
        above history. From the above proven facts, it was established that the
        plaintiff accessed the fraudulent page, entering her username and
        password and subsequently the codes ....., which were sent to her mobile
        phone by the defendant bank. Regarding the defendant, it was established
        that through its website ......................, through the login page
        to ................ and via messages to its subscribers, it informs them
        in detail about the risks of code interception and the protective
        measures they should take, while it also informs them with a special
        announcement about phishing. For this reason, the plaintiff's assertion
        that the perpetrators used one-time codes ......, violating the
        defendant's security systems, must be dismissed as unfounded. Therefore,
        since the defendant successfully identified the plaintiff's identity as
        well as her mobile phone without any indication of a breach of its
        electronic systems, the defendant is not liable for the plaintiff's loss
        from the transfer of funds to an unknown person's account, nor is it
        responsible for compensating that loss. Given these circumstances, the
        lawsuit must be dismissed as fundamentally unfounded.**
  - source_sentence: What is the date of the Official Journal of the European Union mentioned?
    sentences:
      - >-
        Court (Civil/Criminal): Criminal  

        Provisions: Article 386 of the Penal Code  

        Time of commission of the act:  

        Result (innocent, guilty):  

        Reasoning: Conviction for computer fraud committed repeatedly and
        professionally with a total benefit and damage exceeding €30,000.
        According to the majority opinion, the charge is substantiated in both
        its objective and subjective aspects, and the defendant must be declared
        guilty of the aforementioned criminal acts of fraud by means of a
        computer, committed repeatedly by a perpetrator acting professionally,
        where the total financial benefit and corresponding damage exceed the
        amount of €30,000, as well as for repeated embezzlement.


        Facts: The defendant accessed a website using a computer, employing,
        without the knowledge and consent of the complainants, the access codes
        for the electronic management system of the bank accounts held by the
        complainants at a Bank, and transferred money through electronically
        transmitted orders from the complainants' accounts to her own account.
        Specifically, during the period from June 2007 to June 2008, after
        unlawfully acquiring the aforementioned STICK containing the access
        codes, she accessed a website maintained by ..., using, without the
        complainants' knowledge (without their consent or approval), the access
        codes for the electronic management system of the bank accounts held at
        the aforementioned Bank, transferring through electronically transmitted
        orders to the joint account number ... of the complainants from bank
        accounts numbered ..., ..., and ..., the total amount of €55,710, as
        detailed in the orders, and subsequently, using an ATM card, she
        gradually withdrew from the aforementioned account number ..., the total
        amount of €55,710, making 84 individual withdrawals from automatic
        teller machines. In addition, the defendant, during the period from June
        2008 to November 2008, in the same exact manner (through the electronic
        management system of the bank accounts), transferred through
        electronically transmitted orders to account number ..., which she had
        opened at ..., from the complainants' bank accounts numbered ..., ...,
        ..., ..., and ..., the total amount of €73,942, as detailed in the
        orders regarding the transfers of these amounts. Furthermore, during the
        period from February 2008 to November 2008, through multiple acts
        constituting a continuation of the crime, although she had received from
        the first complainant ... the amounts of €695.04, €695.04, and €845.04,
        in order to pay his insurance contributions to O.A.E.E. for the periods
        of January-February 2008, May-June 2008, and September-October 2008, as
        well as the amounts of €250 and €280, in order to settle credit card
        bills for "...", respectively, and from the second complainant ... she
        received the amounts of €283.64, €419.26, and €385.38, to pay the
        latter's insurance contributions to O.A.E.E. for the periods of
        July-August 2007, May-June 2008, September-October 2008, and
        November-December 2008, as well as the amount of €1,888.03 for the
        settlement of VAT, she never paid the above amounts to settle the
        aforementioned obligations, nor did she return them to the complainants,
        despite being urged to do so, but incorporated them into her assets and
        wrongfully appropriated them. The defendant denies the charges against
        her and claims that the withdrawals were made by the second complainant
        and that all the amounts transferred to her account were transferred to
        cover the company's expenses and their personal expenses, due to her
        cohabitation with the second complainant and with his knowledge, with
        whom she intended to marry. However, this claim is not supported by any
        evidence; on the contrary, it emerged that she conducted the transfers
        of the money and withdrawals without the complainants' knowledge, and
        when she learned that they had been informed about the account movements
        and met at the Bank, her behavior and demeanor indicated guilt,
        according to the testimony of the prosecution witness ..., an employee
        of the Pangrati branch of ..., who saw her on the same day at the
        aforementioned Bank when she met with the complainants. The ongoing act
        of fraud using a computer was committed by the defendant professionally,
        as evidenced by her repeated commission of the act, as well as the
        infrastructure she had established with the intent of repeated
        commission, based on a specific plan and methodology (transferring
        smaller amounts to a joint account of the complainants from the
        remaining accounts of the latter, and then withdrawing the transferred
        amounts with an ATM card, as well as directly transferring smaller
        amounts from the complainants' accounts to her personal account she had
        opened at the same bank), indicating her purpose to generate income,
        with the financial benefit she gained, corresponding to the
        complainants' damage, exceeding a total of €30,000.
      - >-
        1.Without prejudice to the tasks and powers of the competent supervisory
        authority under Articles 57 and 58, the monitoring of compliance with a
        code of conduct pursuant to Article 40 may be carried out by a body
        which has an appropriate level of expertise in relation to the
        subject-matter of the code and is accredited for that purpose by the
        competent supervisory authority.

        2.A body as referred to in paragraph 1 may be accredited to monitor
        compliance with a code of conduct where that body has: (a)  demonstrated
        its independence and expertise in relation to the subject-matter of the
        code to the satisfaction of the competent supervisory authority; (b) 
        established procedures which allow it to assess the eligibility of
        controllers and processors concerned to apply the code, to monitor their
        compliance with its provisions and to periodically review its operation;
        (c)  established procedures and structures to handle complaints about
        infringements of the code or the manner in which the code has been, or
        is being, implemented by a controller or processor, and to make those
        procedures and structures transparent to data subjects and the public;
        and (d)  demonstrated to the satisfaction of the competent supervisory
        authority that its tasks and duties do not result in a conflict of
        interests.

        3.The competent supervisory authority shall submit the draft criteria
        for accreditation of a body as referred to in paragraph 1 of this
        Article to the Board pursuant to the consistency mechanism referred to
        in Article 63

        4.Without prejudice to the tasks and powers of the competent supervisory
        authority and the provisions of Chapter VIII, a body as referred to in
        paragraph 1 of this Article shall, subject to appropriate safeguards,
        take appropriate action in cases of infringement of the code by a
        controller or processor, including suspension or exclusion of the
        controller or processor concerned from the code. It shall inform the
        competent supervisory authority of such actions and the reasons for
        taking them.

        5.The competent supervisory authority shall revoke the accreditation of
        a body as referred to in paragraph 1 if the conditions for accreditation
        are not, or are no longer, met or where actions taken by the body
        infringe this Regulation.

        6.This Article shall not apply to processing carried out by public
        authorities and bodies.
      - >-
        In order to create incentives to apply pseudonymisation when processing
        personal data, measures of pseudonymisation should, whilst allowing
        general analysis, be possible within the same controller when that
        controller has taken technical and organisational measures necessary to
        ensure, for the processing concerned, that this Regulation is
        implemented, and that additional information for attributing the
        personal data to a specific data subject is kept separately. The
        controller processing the personal data should indicate the authorised
        persons within the same controller. 4.5.2016 L 119/5 Official Journal of
        the European Union EN
  - source_sentence: What restriction applies to the amount of personal data processed?
    sentences:
      - >-
        1.Personal data shall be: (a)  processed lawfully, fairly and in a
        transparent manner in relation to the data subject (‘lawfulness,
        fairness and transparency’); (b)  collected for specified, explicit and
        legitimate purposes and not further processed in a manner that is
        incompatible with those purposes; further processing for archiving
        purposes in the public interest, scientific or historical research
        purposes or statistical purposes shall, in accordance with Article
        89(1), not be considered to be incompatible with the initial purposes
        (‘purpose limitation’); (c)  adequate, relevant and limited to what is
        necessary in relation to the purposes for which they are processed
        (‘data minimisation’); (d)  accurate and, where necessary, kept up to
        date; every reasonable step must be taken to ensure that personal data
        that are inaccurate, having regard to the purposes for which they are
        processed, are erased or rectified without delay (‘accuracy’); 4.5.2016
        L 119/35   (1) Directive (EU) 2015/1535 of the European Parliament and
        of the Council of 9 September 2015 laying down a procedure for the
        provision of information in the field of technical regulations and of
        rules on Information Society services (OJ L 241, 17.9.2015, p. 1). (e) 
        kept in a form which permits identification of data subjects for no
        longer than is necessary for the purposes for which the personal data
        are processed; personal data may be stored for longer periods insofar as
        the personal data will be processed solely for archiving purposes in the
        public interest, scientific or historical research purposes or
        statistical purposes in accordance with Article 89(1) subject to
        implementation of the appropriate technical and organisational measures
        required by this Regulation in order to safeguard the rights and
        freedoms of the data subject (‘storage limitation’); (f)  processed in a
        manner that ensures appropriate security of the personal data, including
        protection against unauthorised or unlawful processing and against
        accidental loss, destruction or damage, using appropriate technical or
        organisational measures (‘integrity and confidentiality’).

        2.The controller shall be responsible for, and be able to demonstrate
        compliance with, paragraph 1 (‘accountability’).
      - >-
        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.
      - >-
        **Court (Civil/Criminal): Criminal**  

        **Provisions:**  

        **Time of commission of the act:**  

        **Outcome (not guilty, guilty):** Guilty  

        **Reasoning:** Conviction for money laundering from criminal activity as
        a profession. Bank fraud using electronic means as the primary crime.
        The location of the fraud is the USA.  

        **Facts:** Illegal electronic money transfer order (remittance) from a
        third party (non-existent beneficiary of a foreign bank account) to the
        account of the perpetrator (legal representative of a company) in
        Greece. Criminal Procedure.  

        Intervention of a third party - a non-party and beneficiary of the
        funds, namely the subject of the crime. Civil claim presented by the
        foreign bank for monetary compensation due to moral damage. Awarding
        monetary compensation to the civil claimant. Intervention of a third
        party, specifically an insurance company (providing security to the
        foreign bank, among other things, for the bank's civil liability to its
        depositors due to the electronic transfer of their remittances to third
        parties, either natural or legal entities) as the primary and
        beneficiary of the funds from the main crime of fraud. Compensation of
        the bank's clients by the bank and, subsequently, receipt of this amount
        from the insurance company. Insurance subrogation, specifically the
        subrogation of the insurance company to the rights and obligations of
        the bank. Request from the third party for the lifting of the freeze on
        the bank account and the return of the frozen funds. Accepts the
        intervention of the insurance company. Orders the lifting of the freeze
        from the account and the return of the amount to the intervening
        company. Independent claims of the defendant. Claim regarding the
        lifting of the criminal liability, due to the absence of criminal
        prosecution in America within the legal period of 3 years. The
        independent claim is rejected, as the provisions regarding the deadline
        for the initiation of criminal proceedings, according to the Greek
        Institute of International and Foreign Law, do not apply while the
        perpetrator is evading arrest. Imposition of a 10-year prison sentence
        and deprivation of civil rights for 3 years. Orders lifelong expulsion
        from the country after the complete serving of the sentence. No
        suspensive effect of the defendant's appeal.
  - source_sentence: What action was the plaintiff urged to complete within the next 24 hours?
    sentences:
      - >-
        **Court (Civil/Criminal): Civil**


        **Provisions:**


        **Time of commission of the act:**


        **Outcome (not guilty, guilty):**


        **Rationale:**


        **Facts:**

        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 process within the next 24 hours by following
        a link titled ........; otherwise, his account would be locked for
        security reasons. The plaintiff read this email on the afternoon of 30
        November 2020 and, believing it was from the defendant, followed the
        instructions and proceeded via the provided link to a website that was
        identical (a clone) to that of the defendant. On this page, he was asked
        to enter the six-digit security code (.........) that had just been sent
        to his mobile phone by the defendant at 3:41 PM, with the note that it
        was an activation code for his ........ card at ........., which he
        entered.


        Subsequently, the plaintiff received, according to his statements, a new
        email (not submitted), which requested him to enter the details of the
        aforementioned credit card, specifically the name of the cardholder and
        the card number, not the PIN, which he also entered, convinced that he
        was within the online environment of the defendant. Then, at 3:47 PM, he
        received a message on his mobile phone from the defendant containing the
        exact same content as the one he received at 3:41 PM, while at 3:50 PM
        he received a message stating that the activation of his ......... card
        at ....... had been completed. Once the plaintiff read this, he became
        concerned that something was not right, and immediately called (at 4:41
        PM) the defendant's call center to inform them. There, the employees,
        with whom he finally connected at 5:04 PM due to high call center
        volume, advised him to delete the relevant emails, cancel his credit
        card, change his access passwords for the service, and submit a dispute
        request regarding the conducted transactions. The plaintiff
        electronically sent this request to the defendant, disputing the
        detailed transactions amounting to €3,121.75, which were conducted on
        30/11/2020 during the time frame of 16:37:45-16:43:34 PM, arguing that
        he had neither performed them himself nor authorized anyone else to do
        so. The plaintiff specifically disputed the following transactions, as
        evidenced by the account activity of the disputed credit card during the
        aforementioned timeframe: a) transaction number ......... amounting to
        €150.62 conducted on 30/11/2020 at 4:43:34 PM, b) transaction number
        ........ amounting to €293.20 conducted on 30/11/2020 at 4:42:40 PM, c)
        transaction number ............ amounting to €295.21 conducted on
        30/11/2020 at 4:42:10 PM, d) transaction number .......... amounting to
        €299.22 conducted on 30/11/2020 at 4:41:31 PM, e) transaction number
        ........ amounting to €297.21 conducted on 30/11/2020 at 4:41:01 PM, f)
        transaction number ........ amounting to €299.22 conducted on 30/11/2020
        at 4:40:27 PM, g) transaction number ....... amounting to €299.22
        conducted on 30/11/2020 at 4:39:55 PM, h) transaction number ......
        amounting to €299.22 conducted on 30/11/2020 at 4:39:22 PM, i)
        transaction number ......... amounting to €297.22 conducted on
        30/11/2020 at 4:38:52 PM, j) transaction number ......... amounting to
        €295.21 conducted on 30/11/2020 at 4:38:17 PM, and k) transaction number
        ......... amounting to €296.21 conducted on 30/11/2020 at 4:37:45 PM. In
        its response letter dated 21/12/2020, the defendant denied
        responsibility for the costs of the aforementioned transactions, placing
        the entire blame on the plaintiff for the leak of his card details and
        security code to the fraudulent page. The plaintiff, completely denying
        any fault for the conducted transactions, repeatedly contacted the
        defendant, both by phone and via email (see emails dated 15/1/2021 and
        11/2/2021), while on 2/3/2021, he electronically sent a report dated
        1/03/2021 to the Consumer Advocate’s email address, recounting the
        events and requesting that the aforementioned Independent Authority
        intervene to have the disputed debt canceled. In its letter with
        reference number ...../27.04.2021, the aforementioned Independent
        Authority informed the plaintiff that the case was outside its mediating
        role and was therefore archived. Subsequently, the plaintiff sent the
        defendant on 5/3/2021 his extrajudicial statement dated 4/3/2021,
        calling upon it to fully cancel the debt of €3,121.75 that had been
        unjustly incurred against him within two days and to immediately
        instruct the representatives of the collection agency working with it to
        cease contacting him regarding the disputed case. The defendant sent the
        plaintiff a message on his mobile phone on 20/04/2021 informing him that
        his case was still being processed due to lengthy operational
        requirements, while on 23/04/2021, via email, it informed him that
        considering their good cooperation and his efforts to keep them updated,
        it had reviewed his case and decided to refund him the amounts of the
        transactions that were conducted after his contact with their
        representatives on 30/11/2020 at 4:41 PM, totaling €1,038.25,
        specifically the following: a) transaction of €150.62 conducted on
        30/11/2020 at 4:43 PM, b) transaction of €295.21 conducted on 30/11/2020
        at 4:42 PM, c) transaction of €293.20 conducted on 30/11/2020 at 4:42
        PM, and d) transaction of €299.22 conducted on 30/11/2020 at 4:41 PM.
        Beyond this, the defendant refused to refund the plaintiff the amount of
        the remaining transactions conducted on 30/11/2020, totaling €2,376.08
        (and not €2,376.48 as incorrectly stated by the plaintiff in his
        lawsuit), which the plaintiff ultimately fully paid, transferring
        €2,342.77 to the defendant on 7/06/2021 and €33.31 on 15/06/2021 (see
        related deposit receipts).
      - >-
        1.Without prejudice to other tasks set out under this Regulation, each
        supervisory authority shall on its territory: (a)  monitor and enforce
        the application of this Regulation; (b)  promote public awareness and
        understanding of the risks, rules, safeguards and rights in relation to
        processing. Activities addressed specifically to children shall receive
        specific attention; (c)  advise, in accordance with Member State law,
        the national parliament, the government, and other institutions and
        bodies on legislative and administrative measures relating to the
        protection of natural persons' rights and freedoms with regard to
        processing; (d)  promote the awareness of controllers and processors of
        their obligations under this Regulation; (e)  upon request, provide
        information to any data subject concerning the exercise of their rights
        under this Regulation and, if appropriate, cooperate with the
        supervisory authorities in other Member States to that end; (f)  handle
        complaints lodged by a data subject, or by a body, organisation or
        association in accordance with Article 80, and investigate, to the
        extent appropriate, the subject matter of the complaint and inform the
        complainant of the progress and the outcome of the investigation within
        a reasonable period, in particular if further investigation or
        coordination with another supervisory authority is necessary; (g) 
        cooperate with, including sharing information and provide mutual
        assistance to, other supervisory authorities with a view to ensuring the
        consistency of application and enforcement of this Regulation; (h) 
        conduct investigations on the application of this Regulation, including
        on the basis of information received from another supervisory authority
        or other public authority; (i)  monitor relevant developments, insofar
        as they have an impact on the protection of personal data, in particular
        the development of information and communication technologies and
        commercial practices; (j)  adopt standard contractual clauses referred
        to in Article 28(8) and in point (d) of Article 46(2); (k)  establish
        and maintain a list in relation to the requirement for data protection
        impact assessment pursuant to Article 35(4); (l)  give advice on the
        processing operations referred to in Article 36(2); (m)  encourage the
        drawing up of codes of conduct pursuant to Article 40(1) and provide an
        opinion and approve such codes of conduct which provide sufficient
        safeguards, pursuant to Article 40(5); (n)  encourage the establishment
        of data protection certification mechanisms and of data protection seals
        and marks pursuant to Article 42(1), and approve the criteria of
        certification pursuant to Article 42(5); (o)  where applicable, carry
        out a periodic review of certifications issued in accordance with
        Article 42(7); 4.5.2016 L 119/68   (p)  draft and publish the criteria
        for accreditation of a body for monitoring codes of conduct pursuant to
        Article 41 and of a certification body pursuant to Article 43; (q) 
        conduct the accreditation of a body for monitoring codes of conduct
        pursuant to Article 41 and of a certification body pursuant to Article
        43; (r)  authorise contractual clauses and provisions referred to in
        Article 46(3); (s)  approve binding corporate rules pursuant to Article
        47; (t)  contribute to the activities of the Board; (u)  keep internal
        records of infringements of this Regulation and of measures taken in
        accordance with Article 58(2); and (v)  fulfil any other tasks related
        to the protection of personal data.

        2.Each supervisory authority shall facilitate the submission of
        complaints referred to in point (f) of paragraph 1 by measures such as a
        complaint submission form which can also be completed electronically,
        without excluding other means of communication.

        3.The performance of the tasks of each supervisory authority shall be
        free of charge for the data subject and, where applicable, for the data
        protection officer.

        4.Where requests are manifestly unfounded or excessive, in particular
        because of their repetitive character, the supervisory authority may
        charge a reasonable fee based on administrative costs, or refuse to act
        on the request. The supervisory authority shall bear the burden of
        demonstrating the manifestly unfounded or excessive character of the
        request.
      - >-
        1.Where personal data have not been obtained from the data subject, the
        controller shall provide the data subject with the following
        information: (a)  the identity and the contact details of the controller
        and, where applicable, of the controller's representative; (b)  the
        contact details of the data protection officer, where applicable; (c) 
        the purposes of the processing for which the personal data are intended
        as well as the legal basis for the processing; (d)  the categories of
        personal data concerned; (e)  the recipients or categories of recipients
        of the personal data, if any; 4.5.2016 L 119/41   (f) where applicable,
        that the controller intends to transfer personal data to a recipient in
        a third country or international organisation and the existence or
        absence of an adequacy decision by the Commission, or in the case of
        transfers referred to in Article 46 or 47, or the second subparagraph of
        Article 49(1), reference to the appropriate or suitable safeguards and
        the means to obtain a copy of them or where they have been made
        available.

        2.In addition to the information referred to in paragraph 1, the
        controller shall provide the data subject with the following information
        necessary to ensure fair and transparent processing in respect of the
        data subject: (a)  the period for which the personal data will be
        stored, or if that is not possible, the criteria used to determine that
        period; (b)  where the processing is based on point (f) of Article 6(1),
        the legitimate interests pursued by the controller or by a third party;
        (c)  the existence of the right to request from the controller access to
        and rectification or erasure of personal data or restriction of
        processing concerning the data subject and to object to processing as
        well as the right to data portability; (d)  where processing is based on
        point (a) of Article 6(1) or point (a) of Article 9(2), the existence of
        the right to withdraw consent at any time, without affecting the
        lawfulness of processing based on consent before its withdrawal; (e) 
        the right to lodge a complaint with a supervisory authority; (f)  from
        which source the personal data originate, and if applicable, whether it
        came from publicly accessible sources; (g)  the existence of automated
        decision-making, including profiling, referred to in Article 22(1) and
        (4) and, at least in those cases, meaningful information about the logic
        involved, as well as the significance and the envisaged consequences of
        such processing for the data subject.

        3.The controller shall provide the information referred to in paragraphs
        1 and 2: (a)  within a reasonable period after obtaining the personal
        data, but at the latest within one month, having regard to the specific
        circumstances in which the personal data are processed; (b)  if the
        personal data are to be used for communication with the data subject, at
        the latest at the time of the first communication to that data subject;
        or (c)  if a disclosure to another recipient is envisaged, at the latest
        when the personal data are first disclosed.

        4.Where the controller intends to further process the personal data for
        a purpose other than that for which the personal data were obtained, the
        controller shall provide the data subject prior to that further
        processing with information on that other purpose and with any relevant
        further information as referred to in paragraph 2

        5.Paragraphs 1 to 4 shall not apply where and insofar as: (a)  the data
        subject already has the information; (b)  the provision of such
        information proves impossible or would involve a disproportionate
        effort, in particular for processing for archiving purposes in the
        public interest, scientific or historical research purposes or
        statistical purposes, subject to the conditions and safeguards referred
        to in Article 89(1) or in so far as the obligation referred to in
        paragraph 1 of this Article is likely to render impossible or seriously
        impair the achievement of the objectives of that processing. In such
        cases the controller shall take appropriate measures to protect the data
        subject's rights and freedoms and legitimate interests, including making
        the information publicly available; (c)  obtaining or disclosure is
        expressly laid down by Union or Member State law to which the controller
        is subject and which provides appropriate measures to protect the data
        subject's legitimate interests; or (d)  where the personal data must
        remain confidential subject to an obligation of professional secrecy
        regulated by Union or Member State law, including a statutory obligation
        of secrecy. 4.5.2016 L 119/42
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 Finetuned on Data
    results:
      - task:
          type: information-retrieval
          name: Information Retrieval
        dataset:
          name: dim 768
          type: dim_768
        metrics:
          - type: cosine_accuracy@1
            value: 0.515970515970516
            name: Cosine Accuracy@1
          - type: cosine_accuracy@3
            value: 0.5675675675675675
            name: Cosine Accuracy@3
          - type: cosine_accuracy@5
            value: 0.5945945945945946
            name: Cosine Accuracy@5
          - type: cosine_accuracy@10
            value: 0.6314496314496314
            name: Cosine Accuracy@10
          - type: cosine_precision@1
            value: 0.515970515970516
            name: Cosine Precision@1
          - type: cosine_precision@3
            value: 0.5069615069615069
            name: Cosine Precision@3
          - type: cosine_precision@5
            value: 0.4810810810810811
            name: Cosine Precision@5
          - type: cosine_precision@10
            value: 0.41990171990171987
            name: Cosine Precision@10
          - type: cosine_recall@1
            value: 0.09222250249271509
            name: Cosine Recall@1
          - type: cosine_recall@3
            value: 0.24131830337894114
            name: Cosine Recall@3
          - type: cosine_recall@5
            value: 0.32843376342119
            name: Cosine Recall@5
          - type: cosine_recall@10
            value: 0.4384109730265887
            name: Cosine Recall@10
          - type: cosine_ndcg@10
            value: 0.5731083245176737
            name: Cosine Ndcg@10
          - type: cosine_mrr@10
            value: 0.5448012948012949
            name: Cosine Mrr@10
          - type: cosine_map@100
            value: 0.62134226097305
            name: Cosine Map@100
      - task:
          type: information-retrieval
          name: Information Retrieval
        dataset:
          name: dim 512
          type: dim_512
        metrics:
          - type: cosine_accuracy@1
            value: 0.5061425061425061
            name: Cosine Accuracy@1
          - type: cosine_accuracy@3
            value: 0.5454545454545454
            name: Cosine Accuracy@3
          - type: cosine_accuracy@5
            value: 0.5847665847665847
            name: Cosine Accuracy@5
          - type: cosine_accuracy@10
            value: 0.6240786240786241
            name: Cosine Accuracy@10
          - type: cosine_precision@1
            value: 0.5061425061425061
            name: Cosine Precision@1
          - type: cosine_precision@3
            value: 0.4922194922194922
            name: Cosine Precision@3
          - type: cosine_precision@5
            value: 0.4678132678132678
            name: Cosine Precision@5
          - type: cosine_precision@10
            value: 0.4100737100737101
            name: Cosine Precision@10
          - type: cosine_recall@1
            value: 0.09254312025038411
            name: Cosine Recall@1
          - type: cosine_recall@3
            value: 0.23505276731248995
            name: Cosine Recall@3
          - type: cosine_recall@5
            value: 0.32115776460787704
            name: Cosine Recall@5
          - type: cosine_recall@10
            value: 0.43125363140039286
            name: Cosine Recall@10
          - type: cosine_ndcg@10
            value: 0.562063599044297
            name: Cosine Ndcg@10
          - type: cosine_mrr@10
            value: 0.5338169338169338
            name: Cosine Mrr@10
          - type: cosine_map@100
            value: 0.6106843063225947
            name: Cosine Map@100
      - task:
          type: information-retrieval
          name: Information Retrieval
        dataset:
          name: dim 256
          type: dim_256
        metrics:
          - type: cosine_accuracy@1
            value: 0.4987714987714988
            name: Cosine Accuracy@1
          - type: cosine_accuracy@3
            value: 0.5503685503685504
            name: Cosine Accuracy@3
          - type: cosine_accuracy@5
            value: 0.5675675675675675
            name: Cosine Accuracy@5
          - type: cosine_accuracy@10
            value: 0.5896805896805897
            name: Cosine Accuracy@10
          - type: cosine_precision@1
            value: 0.4987714987714988
            name: Cosine Precision@1
          - type: cosine_precision@3
            value: 0.48894348894348894
            name: Cosine Precision@3
          - type: cosine_precision@5
            value: 0.4614250614250614
            name: Cosine Precision@5
          - type: cosine_precision@10
            value: 0.39828009828009825
            name: Cosine Precision@10
          - type: cosine_recall@1
            value: 0.09151564610770621
            name: Cosine Recall@1
          - type: cosine_recall@3
            value: 0.23305522808140838
            name: Cosine Recall@3
          - type: cosine_recall@5
            value: 0.3163318642921648
            name: Cosine Recall@5
          - type: cosine_recall@10
            value: 0.42340190169053793
            name: Cosine Recall@10
          - type: cosine_ndcg@10
            value: 0.548808809551761
            name: Cosine Ndcg@10
          - type: cosine_mrr@10
            value: 0.5232342732342733
            name: Cosine Mrr@10
          - type: cosine_map@100
            value: 0.6027731105356272
            name: Cosine Map@100
      - task:
          type: information-retrieval
          name: Information Retrieval
        dataset:
          name: dim 128
          type: dim_128
        metrics:
          - type: cosine_accuracy@1
            value: 0.4619164619164619
            name: Cosine Accuracy@1
          - type: cosine_accuracy@3
            value: 0.5135135135135135
            name: Cosine Accuracy@3
          - type: cosine_accuracy@5
            value: 0.5331695331695332
            name: Cosine Accuracy@5
          - type: cosine_accuracy@10
            value: 0.5700245700245701
            name: Cosine Accuracy@10
          - type: cosine_precision@1
            value: 0.4619164619164619
            name: Cosine Precision@1
          - type: cosine_precision@3
            value: 0.4561834561834562
            name: Cosine Precision@3
          - type: cosine_precision@5
            value: 0.42997542997543
            name: Cosine Precision@5
          - type: cosine_precision@10
            value: 0.3764127764127764
            name: Cosine Precision@10
          - type: cosine_recall@1
            value: 0.08322036542606188
            name: Cosine Recall@1
          - type: cosine_recall@3
            value: 0.21423574124076167
            name: Cosine Recall@3
          - type: cosine_recall@5
            value: 0.29035499254726793
            name: Cosine Recall@5
          - type: cosine_recall@10
            value: 0.3925224035919075
            name: Cosine Recall@10
          - type: cosine_ndcg@10
            value: 0.515312205174379
            name: Cosine Ndcg@10
          - type: cosine_mrr@10
            value: 0.48871046371046367
            name: Cosine Mrr@10
          - type: cosine_map@100
            value: 0.5673270865883646
            name: Cosine Map@100
      - task:
          type: information-retrieval
          name: Information Retrieval
        dataset:
          name: dim 64
          type: dim_64
        metrics:
          - type: cosine_accuracy@1
            value: 0.4201474201474201
            name: Cosine Accuracy@1
          - type: cosine_accuracy@3
            value: 0.45454545454545453
            name: Cosine Accuracy@3
          - type: cosine_accuracy@5
            value: 0.47665847665847666
            name: Cosine Accuracy@5
          - type: cosine_accuracy@10
            value: 0.5061425061425061
            name: Cosine Accuracy@10
          - type: cosine_precision@1
            value: 0.4201474201474201
            name: Cosine Precision@1
          - type: cosine_precision@3
            value: 0.4103194103194103
            name: Cosine Precision@3
          - type: cosine_precision@5
            value: 0.3857493857493858
            name: Cosine Precision@5
          - type: cosine_precision@10
            value: 0.3383292383292383
            name: Cosine Precision@10
          - type: cosine_recall@1
            value: 0.07519707490277137
            name: Cosine Recall@1
          - type: cosine_recall@3
            value: 0.1897854764025658
            name: Cosine Recall@3
          - type: cosine_recall@5
            value: 0.25337663940512173
            name: Cosine Recall@5
          - type: cosine_recall@10
            value: 0.3453812424382071
            name: Cosine Recall@10
          - type: cosine_ndcg@10
            value: 0.46144253459547774
            name: Cosine Ndcg@10
          - type: cosine_mrr@10
            value: 0.4411089661089661
            name: Cosine Mrr@10
          - type: cosine_map@100
            value: 0.511857180644301
            name: Cosine Map@100

modernbert_embed_base Finetuned on Data

This is a sentence-transformers model finetuned from nomic-ai/modernbert-embed-base. It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

Model Details

Model Description

  • Model Type: Sentence Transformer
  • Base model: nomic-ai/modernbert-embed-base
  • Maximum Sequence Length: 8192 tokens
  • Output Dimensionality: 768 dimensions
  • Similarity Function: Cosine Similarity
  • Language: en
  • License: apache-2.0

Model Sources

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 8192, 'do_lower_case': False, 'architecture': 'ModernBertModel'})
  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
  (2): Normalize()
)

Usage

Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("sentence_transformers_model_id")
# Run inference
sentences = [
    'What action was the plaintiff urged to complete within the next 24 hours?',
    '**Court (Civil/Criminal): Civil**\n\n**Provisions:**\n\n**Time of commission of the act:**\n\n**Outcome (not guilty, guilty):**\n\n**Rationale:**\n\n**Facts:**\nThe 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 process within the next 24 hours by following a link titled ........; otherwise, his account would be locked for security reasons. The plaintiff read this email on the afternoon of 30 November 2020 and, believing it was from the defendant, followed the instructions and proceeded via the provided link to a website that was identical (a clone) to that of the defendant. On this page, he was asked to enter the six-digit security code (.........) that had just been sent to his mobile phone by the defendant at 3:41 PM, with the note that it was an activation code for his ........ card at ........., which he entered.\n\nSubsequently, the plaintiff received, according to his statements, a new email (not submitted), which requested him to enter the details of the aforementioned credit card, specifically the name of the cardholder and the card number, not the PIN, which he also entered, convinced that he was within the online environment of the defendant. Then, at 3:47 PM, he received a message on his mobile phone from the defendant containing the exact same content as the one he received at 3:41 PM, while at 3:50 PM he received a message stating that the activation of his ......... card at ....... had been completed. Once the plaintiff read this, he became concerned that something was not right, and immediately called (at 4:41 PM) the defendant\'s call center to inform them. There, the employees, with whom he finally connected at 5:04 PM due to high call center volume, advised him to delete the relevant emails, cancel his credit card, change his access passwords for the service, and submit a dispute request regarding the conducted transactions. The plaintiff electronically sent this request to the defendant, disputing the detailed transactions amounting to €3,121.75, which were conducted on 30/11/2020 during the time frame of 16:37:45-16:43:34 PM, arguing that he had neither performed them himself nor authorized anyone else to do so. The plaintiff specifically disputed the following transactions, as evidenced by the account activity of the disputed credit card during the aforementioned timeframe: a) transaction number ......... amounting to €150.62 conducted on 30/11/2020 at 4:43:34 PM, b) transaction number ........ amounting to €293.20 conducted on 30/11/2020 at 4:42:40 PM, c) transaction number ............ amounting to €295.21 conducted on 30/11/2020 at 4:42:10 PM, d) transaction number .......... amounting to €299.22 conducted on 30/11/2020 at 4:41:31 PM, e) transaction number ........ amounting to €297.21 conducted on 30/11/2020 at 4:41:01 PM, f) transaction number ........ amounting to €299.22 conducted on 30/11/2020 at 4:40:27 PM, g) transaction number ....... amounting to €299.22 conducted on 30/11/2020 at 4:39:55 PM, h) transaction number ...... amounting to €299.22 conducted on 30/11/2020 at 4:39:22 PM, i) transaction number ......... amounting to €297.22 conducted on 30/11/2020 at 4:38:52 PM, j) transaction number ......... amounting to €295.21 conducted on 30/11/2020 at 4:38:17 PM, and k) transaction number ......... amounting to €296.21 conducted on 30/11/2020 at 4:37:45 PM. In its response letter dated 21/12/2020, the defendant denied responsibility for the costs of the aforementioned transactions, placing the entire blame on the plaintiff for the leak of his card details and security code to the fraudulent page. The plaintiff, completely denying any fault for the conducted transactions, repeatedly contacted the defendant, both by phone and via email (see emails dated 15/1/2021 and 11/2/2021), while on 2/3/2021, he electronically sent a report dated 1/03/2021 to the Consumer Advocate’s email address, recounting the events and requesting that the aforementioned Independent Authority intervene to have the disputed debt canceled. In its letter with reference number ...../27.04.2021, the aforementioned Independent Authority informed the plaintiff that the case was outside its mediating role and was therefore archived. Subsequently, the plaintiff sent the defendant on 5/3/2021 his extrajudicial statement dated 4/3/2021, calling upon it to fully cancel the debt of €3,121.75 that had been unjustly incurred against him within two days and to immediately instruct the representatives of the collection agency working with it to cease contacting him regarding the disputed case. The defendant sent the plaintiff a message on his mobile phone on 20/04/2021 informing him that his case was still being processed due to lengthy operational requirements, while on 23/04/2021, via email, it informed him that considering their good cooperation and his efforts to keep them updated, it had reviewed his case and decided to refund him the amounts of the transactions that were conducted after his contact with their representatives on 30/11/2020 at 4:41 PM, totaling €1,038.25, specifically the following: a) transaction of €150.62 conducted on 30/11/2020 at 4:43 PM, b) transaction of €295.21 conducted on 30/11/2020 at 4:42 PM, c) transaction of €293.20 conducted on 30/11/2020 at 4:42 PM, and d) transaction of €299.22 conducted on 30/11/2020 at 4:41 PM. Beyond this, the defendant refused to refund the plaintiff the amount of the remaining transactions conducted on 30/11/2020, totaling €2,376.08 (and not €2,376.48 as incorrectly stated by the plaintiff in his lawsuit), which the plaintiff ultimately fully paid, transferring €2,342.77 to the defendant on 7/06/2021 and €33.31 on 15/06/2021 (see related deposit receipts).',
    "1.Without prejudice to other tasks set out under this Regulation, each supervisory authority shall on its territory: (a)  monitor and enforce the application of this Regulation; (b)  promote public awareness and understanding of the risks, rules, safeguards and rights in relation to processing. Activities addressed specifically to children shall receive specific attention; (c)  advise, in accordance with Member State law, the national parliament, the government, and other institutions and bodies on legislative and administrative measures relating to the protection of natural persons' rights and freedoms with regard to processing; (d)  promote the awareness of controllers and processors of their obligations under this Regulation; (e)  upon request, provide information to any data subject concerning the exercise of their rights under this Regulation and, if appropriate, cooperate with the supervisory authorities in other Member States to that end; (f)  handle complaints lodged by a data subject, or by a body, organisation or association in accordance with Article 80, and investigate, to the extent appropriate, the subject matter of the complaint and inform the complainant of the progress and the outcome of the investigation within a reasonable period, in particular if further investigation or coordination with another supervisory authority is necessary; (g)  cooperate with, including sharing information and provide mutual assistance to, other supervisory authorities with a view to ensuring the consistency of application and enforcement of this Regulation; (h)  conduct investigations on the application of this Regulation, including on the basis of information received from another supervisory authority or other public authority; (i)  monitor relevant developments, insofar as they have an impact on the protection of personal data, in particular the development of information and communication technologies and commercial practices; (j)  adopt standard contractual clauses referred to in Article 28(8) and in point (d) of Article 46(2); (k)  establish and maintain a list in relation to the requirement for data protection impact assessment pursuant to Article 35(4); (l)  give advice on the processing operations referred to in Article 36(2); (m)  encourage the drawing up of codes of conduct pursuant to Article 40(1) and provide an opinion and approve such codes of conduct which provide sufficient safeguards, pursuant to Article 40(5); (n)  encourage the establishment of data protection certification mechanisms and of data protection seals and marks pursuant to Article 42(1), and approve the criteria of certification pursuant to Article 42(5); (o)  where applicable, carry out a periodic review of certifications issued in accordance with Article 42(7); 4.5.2016 L 119/68   (p)  draft and publish the criteria for accreditation of a body for monitoring codes of conduct pursuant to Article 41 and of a certification body pursuant to Article 43; (q)  conduct the accreditation of a body for monitoring codes of conduct pursuant to Article 41 and of a certification body pursuant to Article 43; (r)  authorise contractual clauses and provisions referred to in Article 46(3); (s)  approve binding corporate rules pursuant to Article 47; (t)  contribute to the activities of the Board; (u)  keep internal records of infringements of this Regulation and of measures taken in accordance with Article 58(2); and (v)  fulfil any other tasks related to the protection of personal data.\n2.Each supervisory authority shall facilitate the submission of complaints referred to in point (f) of paragraph 1 by measures such as a complaint submission form which can also be completed electronically, without excluding other means of communication.\n3.The performance of the tasks of each supervisory authority shall be free of charge for the data subject and, where applicable, for the data protection officer.\n4.Where requests are manifestly unfounded or excessive, in particular because of their repetitive character, the supervisory authority may charge a reasonable fee based on administrative costs, or refuse to act on the request. The supervisory authority shall bear the burden of demonstrating the manifestly unfounded or excessive character of the request.",
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities)
# tensor([[ 1.0000,  0.3932, -0.0156],
#         [ 0.3932,  1.0000, -0.0606],
#         [-0.0156, -0.0606,  1.0000]])

Evaluation

Metrics

Information Retrieval

Metric Value
cosine_accuracy@1 0.516
cosine_accuracy@3 0.5676
cosine_accuracy@5 0.5946
cosine_accuracy@10 0.6314
cosine_precision@1 0.516
cosine_precision@3 0.507
cosine_precision@5 0.4811
cosine_precision@10 0.4199
cosine_recall@1 0.0922
cosine_recall@3 0.2413
cosine_recall@5 0.3284
cosine_recall@10 0.4384
cosine_ndcg@10 0.5731
cosine_mrr@10 0.5448
cosine_map@100 0.6213

Information Retrieval

Metric Value
cosine_accuracy@1 0.5061
cosine_accuracy@3 0.5455
cosine_accuracy@5 0.5848
cosine_accuracy@10 0.6241
cosine_precision@1 0.5061
cosine_precision@3 0.4922
cosine_precision@5 0.4678
cosine_precision@10 0.4101
cosine_recall@1 0.0925
cosine_recall@3 0.2351
cosine_recall@5 0.3212
cosine_recall@10 0.4313
cosine_ndcg@10 0.5621
cosine_mrr@10 0.5338
cosine_map@100 0.6107

Information Retrieval

Metric Value
cosine_accuracy@1 0.4988
cosine_accuracy@3 0.5504
cosine_accuracy@5 0.5676
cosine_accuracy@10 0.5897
cosine_precision@1 0.4988
cosine_precision@3 0.4889
cosine_precision@5 0.4614
cosine_precision@10 0.3983
cosine_recall@1 0.0915
cosine_recall@3 0.2331
cosine_recall@5 0.3163
cosine_recall@10 0.4234
cosine_ndcg@10 0.5488
cosine_mrr@10 0.5232
cosine_map@100 0.6028

Information Retrieval

Metric Value
cosine_accuracy@1 0.4619
cosine_accuracy@3 0.5135
cosine_accuracy@5 0.5332
cosine_accuracy@10 0.57
cosine_precision@1 0.4619
cosine_precision@3 0.4562
cosine_precision@5 0.43
cosine_precision@10 0.3764
cosine_recall@1 0.0832
cosine_recall@3 0.2142
cosine_recall@5 0.2904
cosine_recall@10 0.3925
cosine_ndcg@10 0.5153
cosine_mrr@10 0.4887
cosine_map@100 0.5673

Information Retrieval

Metric Value
cosine_accuracy@1 0.4201
cosine_accuracy@3 0.4545
cosine_accuracy@5 0.4767
cosine_accuracy@10 0.5061
cosine_precision@1 0.4201
cosine_precision@3 0.4103
cosine_precision@5 0.3857
cosine_precision@10 0.3383
cosine_recall@1 0.0752
cosine_recall@3 0.1898
cosine_recall@5 0.2534
cosine_recall@10 0.3454
cosine_ndcg@10 0.4614
cosine_mrr@10 0.4411
cosine_map@100 0.5119

Training Details

Training Dataset

Unnamed Dataset

  • Size: 1,627 training samples
  • Columns: anchor and positive
  • Approximate statistics based on the first 1000 samples:
    anchor positive
    type string string
    details
    • min: 7 tokens
    • mean: 15.44 tokens
    • max: 35 tokens
    • min: 25 tokens
    • mean: 627.36 tokens
    • max: 2429 tokens
  • Samples:
    anchor positive
    What type of data processing triggers the obligations for entities with fewer than 250 employees? 1.Each controller and, where applicable, the controller's representative, shall maintain a record of processing activities under its responsibility. That record shall contain all of the following information: (a) the name and contact details of the controller and, where applicable, the joint controller, the controller's representative and the data protection officer; (b) the purposes of the processing; (c) a description of the categories of data subjects and of the categories of personal data; 4.5.2016 L 119/50 (d) the categories of recipients to whom the personal data have been or will be disclosed including recipients in third countries or international organisations; (e) where applicable, transfers of personal data to a third country or an international organisation, including the identification of that third country or international organisation and, in the case of transfers referred to in the second subparagraph of Article 49(1), the documentation of suitable safeguards; (f) ...
    For what purposes can the data subject object to data processing based on personal grounds? 1.The data subject shall have the right to object, on grounds relating to his or her particular situation, at any time to processing of personal data concerning him or her which is based on point (e) or (f) of Article 6(1), including profiling based on those provisions. The controller shall no longer process the personal data unless the controller demonstrates compelling legitimate grounds for the processing which override the interests, rights and freedoms of the data subject or for the establishment, exercise or defence of legal claims.
    2.Where personal data are processed for direct marketing purposes, the data subject shall have the right to object at any time to processing of personal data concerning him or her for such marketing, which includes profiling to the extent that it is related to such direct marketing.
    3.Where the data subject objects to processing for direct marketing purposes, the personal data shall no longer be processed for such purposes. 4.5.2016 L 119/45
    4.At th...
    What should legally binding measures refer to? In order to ensure consistent monitoring and enforcement of this Regulation throughout the Union, the supervisory authorities should have in each Member State the same tasks and effective powers, including powers of investigation, corrective powers and sanctions, and authorisation and advisory powers, in particular in cases of complaints from natural persons, and without prejudice to the powers of prosecutorial authorities under Member State law, to bring infringements of this Regulation to the attention of the judicial authorities and engage in legal proceedings. Such powers should also include the power to impose a temporary or definitive limitation, including a ban, on processing. Member States may specify other tasks related to the protection of personal data under this Regulation. The powers of supervisory authorities should be exercised in accordance with appropriate procedural safeguards set out in Union and Member State law, impartially, fairly and within a reasonable time. In ...
  • Loss: MatryoshkaLoss with these parameters:
    {
        "loss": "MultipleNegativesRankingLoss",
        "matryoshka_dims": [
            768,
            512,
            256,
            128,
            64
        ],
        "matryoshka_weights": [
            1,
            1,
            1,
            1,
            1
        ],
        "n_dims_per_step": -1
    }
    

Training Hyperparameters

Non-Default Hyperparameters

  • eval_strategy: epoch
  • gradient_accumulation_steps: 2
  • learning_rate: 2e-05
  • num_train_epochs: 10
  • 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

Click to expand
  • 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: 10
  • 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
  • router_mapping: {}
  • learning_rate_mapping: {}

Training Logs

Click to expand
Epoch Step Training Loss dim_768_cosine_ndcg@10 dim_512_cosine_ndcg@10 dim_256_cosine_ndcg@10 dim_128_cosine_ndcg@10 dim_64_cosine_ndcg@10
0.0098 1 17.4853 - - - - -
0.0196 2 15.5822 - - - - -
0.0294 3 8.6936 - - - - -
0.0392 4 12.4725 - - - - -
0.0490 5 8.4815 - - - - -
0.0588 6 10.6456 - - - - -
0.0686 7 14.3675 - - - - -
0.0784 8 10.4737 - - - - -
0.0882 9 10.21 - - - - -
0.0980 10 8.6732 - - - - -
0.1078 11 6.8418 - - - - -
0.1176 12 8.9665 - - - - -
0.1275 13 7.3845 - - - - -
0.1373 14 7.4307 - - - - -
0.1471 15 8.574 - - - - -
0.1569 16 13.5512 - - - - -
0.1667 17 9.0797 - - - - -
0.1765 18 10.7027 - - - - -
0.1863 19 8.1399 - - - - -
0.1961 20 5.2519 - - - - -
0.2059 21 5.7496 - - - - -
0.2157 22 6.6065 - - - - -
0.2255 23 7.2297 - - - - -
0.2353 24 9.7108 - - - - -
0.2451 25 6.0649 - - - - -
0.2549 26 12.5883 - - - - -
0.2647 27 3.3575 - - - - -
0.2745 28 8.5852 - - - - -
0.2843 29 11.2424 - - - - -
0.2941 30 3.9034 - - - - -
0.3039 31 4.0761 - - - - -
0.3137 32 6.7761 - - - - -
0.3235 33 11.8273 - - - - -
0.3333 34 9.8458 - - - - -
0.3431 35 10.1052 - - - - -
0.3529 36 12.6555 - - - - -
0.3627 37 7.6164 - - - - -
0.3725 38 6.2306 - - - - -
0.3824 39 9.7449 - - - - -
0.3922 40 9.503 - - - - -
0.4020 41 3.9503 - - - - -
0.4118 42 9.0781 - - - - -
0.4216 43 7.6947 - - - - -
0.4314 44 7.4759 - - - - -
0.4412 45 8.9653 - - - - -
0.4510 46 5.9928 - - - - -
0.4608 47 7.7841 - - - - -
0.4706 48 4.9347 - - - - -
0.4804 49 8.5892 - - - - -
0.4902 50 7.7227 - - - - -
0.5 51 8.8423 - - - - -
0.5098 52 7.9743 - - - - -
0.5196 53 6.0536 - - - - -
0.5294 54 6.2513 - - - - -
0.5392 55 3.7778 - - - - -
0.5490 56 9.3877 - - - - -
0.5588 57 9.3963 - - - - -
0.5686 58 5.6104 - - - - -
0.5784 59 5.8724 - - - - -
0.5882 60 3.8029 - - - - -
0.5980 61 8.6739 - - - - -
0.6078 62 4.371 - - - - -
0.6176 63 10.0285 - - - - -
0.6275 64 9.1923 - - - - -
0.6373 65 5.1715 - - - - -
0.6471 66 6.2528 - - - - -
0.6569 67 5.3587 - - - - -
0.6667 68 8.1243 - - - - -
0.6765 69 5.5494 - - - - -
0.6863 70 4.4475 - - - - -
0.6961 71 4.8783 - - - - -
0.7059 72 5.4655 - - - - -
0.7157 73 1.4754 - - - - -
0.7255 74 6.2656 - - - - -
0.7353 75 8.3554 - - - - -
0.7451 76 6.1232 - - - - -
0.7549 77 2.2596 - - - - -
0.7647 78 4.9636 - - - - -
0.7745 79 5.6401 - - - - -
0.7843 80 5.5852 - - - - -
0.7941 81 8.55 - - - - -
0.8039 82 5.2085 - - - - -
0.8137 83 5.7077 - - - - -
0.8235 84 3.9988 - - - - -
0.8333 85 8.3305 - - - - -
0.8431 86 7.063 - - - - -
0.8529 87 6.9146 - - - - -
0.8627 88 7.1729 - - - - -
0.8725 89 5.6916 - - - - -
0.8824 90 4.689 - - - - -
0.8922 91 10.2449 - - - - -
0.9020 92 4.4491 - - - - -
0.9118 93 7.1342 - - - - -
0.9216 94 6.8294 - - - - -
0.9314 95 6.429 - - - - -
0.9412 96 2.6789 - - - - -
0.9510 97 5.7232 - - - - -
0.9608 98 4.0619 - - - - -
0.9706 99 4.7323 - - - - -
0.9804 100 5.403 - - - - -
0.9902 101 7.4416 - - - - -
1.0 102 2.2006 0.5075 0.4838 0.4900 0.4167 0.3557
1.0098 103 2.523 - - - - -
1.0196 104 1.4913 - - - - -
1.0294 105 9.9224 - - - - -
1.0392 106 7.2427 - - - - -
1.0490 107 3.8076 - - - - -
1.0588 108 3.5538 - - - - -
1.0686 109 2.9958 - - - - -
1.0784 110 5.0938 - - - - -
1.0882 111 1.6151 - - - - -
1.0980 112 2.4825 - - - - -
1.1078 113 2.6052 - - - - -
1.1176 114 3.2484 - - - - -
1.1275 115 1.7134 - - - - -
1.1373 116 4.5488 - - - - -
1.1471 117 2.9845 - - - - -
1.1569 118 3.6352 - - - - -
1.1667 119 5.681 - - - - -
1.1765 120 2.7269 - - - - -
1.1863 121 3.1317 - - - - -
1.1961 122 8.6548 - - - - -
1.2059 123 1.2277 - - - - -
1.2157 124 4.8203 - - - - -
1.2255 125 5.0602 - - - - -
1.2353 126 5.9304 - - - - -
1.2451 127 3.8992 - - - - -
1.2549 128 4.6071 - - - - -
1.2647 129 7.071 - - - - -
1.2745 130 2.796 - - - - -
1.2843 131 4.1005 - - - - -
1.2941 132 2.4508 - - - - -
1.3039 133 3.0313 - - - - -
1.3137 134 1.6569 - - - - -
1.3235 135 5.6474 - - - - -
1.3333 136 5.0485 - - - - -
1.3431 137 5.342 - - - - -
1.3529 138 2.1806 - - - - -
1.3627 139 2.3089 - - - - -
1.3725 140 2.0881 - - - - -
1.3824 141 1.2435 - - - - -
1.3922 142 2.3912 - - - - -
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9.9902 1019 0.2951 - - - - -
10.0 1020 0.0307 0.5731 0.5621 0.5488 0.5153 0.4614
  • The bold row denotes the saved checkpoint.

Framework Versions

  • Python: 3.12.12
  • Sentence Transformers: 5.1.2
  • Transformers: 4.51.3
  • PyTorch: 2.8.0+cu126
  • Accelerate: 1.11.0
  • Datasets: 4.0.0
  • Tokenizers: 0.21.4

Citation

BibTeX

Sentence Transformers

@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}

MatryoshkaLoss

@misc{kusupati2024matryoshka,
    title={Matryoshka Representation Learning},
    author={Aditya Kusupati and Gantavya Bhatt and Aniket Rege and Matthew Wallingford and Aditya Sinha and Vivek Ramanujan and William Howard-Snyder and Kaifeng Chen and Sham Kakade and Prateek Jain and Ali Farhadi},
    year={2024},
    eprint={2205.13147},
    archivePrefix={arXiv},
    primaryClass={cs.LG}
}

MultipleNegativesRankingLoss

@misc{henderson2017efficient,
    title={Efficient Natural Language Response Suggestion for Smart Reply},
    author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil},
    year={2017},
    eprint={1705.00652},
    archivePrefix={arXiv},
    primaryClass={cs.CL}
}