README.md

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: intfloat/multilingual-e5-large
widget:
  - source_sentence: >-
      According to Regulation (EC) No 765/2008, what accreditation body should
      certification bodies be accredited by?
    sentences:
      - >-
        Those derogations should in particular apply to data transfers required
        and necessary for important reasons of public interest, for example in
        cases of international data exchange between competition authorities,
        tax or customs administrations, between financial supervisory
        authorities, between services competent for social security matters, or
        for public health, for example in the case of contact tracing for
        contagious diseases or in order to reduce and/or eliminate doping in
        sport. A transfer of personal data should also be regarded as lawful
        where it is necessary to protect an interest which is essential for the
        data subject's or another person's vital interests, including physical
        integrity or life, if the data subject is incapable of giving consent.
        In the absence of an adequacy decision, Union or Member State law may,
        for important reasons of public interest, expressly set limits to the
        transfer of specific categories of data to a third country or an
        international organisation. Member States should notify such provisions
        to the Commission. Any transfer to an international humanitarian
        organisation of personal data of a data subject who is physically or
        legally incapable of giving consent, with a view to accomplishing a task
        incumbent under the Geneva Conventions or to complying with
        international humanitarian law applicable in armed conflicts, could be
        considered to be necessary for an important reason of public interest or
        because it is in the vital interest of the data subject.
      - >-
        1.Without prejudice to the tasks and powers of the competent supervisory
        authority under Articles 57 and 58, certification bodies which have an
        appropriate level of expertise in relation to data protection shall,
        after informing the supervisory authority in order to allow it to
        exercise its powers pursuant to point (h) of Article 58(2) where
        necessary, issue and renew certification. Member States shall ensure
        that those certification bodies are accredited by one or both of the
        following: (a)  the supervisory authority which is competent pursuant to
        Article 55 or 56; (b)  the national accreditation body named in
        accordance with Regulation (EC) No 765/2008 of the European Parliament
        and of the Council (1) in accordance with EN-ISO/IEC 17065/2012 and with
        the additional requirements established by the supervisory authority
        which is competent pursuant to Article 55 or 56. 

        2.Certification bodies referred to in paragraph 1 shall be accredited in
        accordance with that paragraph only where they have: (a)  demonstrated
        their independence and expertise in relation to the subject-matter of
        the certification to the satisfaction of the competent supervisory
        authority; 4.5.2016 L 119/59   (1) Regulation (EC) No 765/2008 of the
        European Parliament and of the Council of 9 July 2008 setting out the
        requirements for accreditation and market surveillance relating to the
        marketing of products and repealing Regulation (EEC) No 339/93 (OJ L
        218, 13.8.2008, p. 30). (b)  undertaken to respect the criteria referred
        to in Article 42(5) and approved by the supervisory authority which is
        competent pursuant to Article 55 or 56 or by the Board pursuant to
        Article 63; (c)  established procedures for the issuing, periodic review
        and withdrawal of data protection certification, seals and marks; (d) 
        established procedures and structures to handle complaints about
        infringements of the certification or the manner in which the
        certification has been, or is being, implemented by the controller or
        processor, and to make those procedures and structures transparent to
        data subjects and the public; and (e)  demonstrated, to the satisfaction
        of the competent supervisory authority, that their tasks and duties do
        not result in a conflict of interests.

        3.The accreditation of certification bodies as referred to in paragraphs
        1 and 2 of this Article shall take place on the basis of criteria
        approved by the supervisory authority which is competent pursuant to
        Article 55 or 56 or by the Board pursuant to Article 63. In the case of
        accreditation pursuant to point (b) of paragraph 1 of this Article,
        those requirements shall complement those envisaged in Regulation (EC)
        No 765/2008 and the technical rules that describe the methods and
        procedures of the certification bodies.

        4.The certification bodies referred to in paragraph 1 shall be
        responsible for the proper assessment leading to the certification or
        the withdrawal of such certification without prejudice to the
        responsibility of the controller or processor for compliance with this
        Regulation. The accreditation shall be issued for a maximum period of
        five years and may be renewed on the same conditions provided that the
        certification body meets the requirements set out in this Article.

        5.The certification bodies referred to in paragraph 1 shall provide the
        competent supervisory authorities with the reasons for granting or
        withdrawing the requested certification.

        6.The requirements referred to in paragraph 3 of this Article and the
        criteria referred to in Article 42(5) shall be made public by the
        supervisory authority in an easily accessible form. The supervisory
        authorities shall also transmit those requirements and criteria to the
        Board. The Board shall collate all certification mechanisms and data
        protection seals in a register and shall make them publicly available by
        any appropriate means.

        7.Without prejudice to Chapter VIII, the competent supervisory authority
        or the national accreditation body shall revoke an accreditation of a
        certification body pursuant to paragraph 1 of this Article where the
        conditions for the accreditation are not, or are no longer, met or where
        actions taken by a certification body infringe this Regulation.

        8.The Commission shall be empowered to adopt delegated acts in
        accordance with Article 92 for the purpose of specifying the
        requirements to be taken into account for the data protection
        certification mechanisms referred to in Article 42(1).

        9.The Commission may adopt implementing acts laying down technical
        standards for certification mechanisms and data protection seals and
        marks, and mechanisms to promote and recognise those certification
        mechanisms, seals and marks. Those implementing acts shall be adopted in
        accordance with the examination procedure referred to in Article 93(2).
        CHAPTER V Transfers of personal data to third countries or international
        organisations
      - >-
        1.The supervisory authorities shall, where appropriate, conduct joint
        operations including joint investigations and joint enforcement measures
        in which members or staff of the supervisory authorities of other Member
        States are involved. 4.5.2016 L 119/72  

        2.Where the controller or processor has establishments in several Member
        States or where a significant number of data subjects in more than one
        Member State are likely to be substantially affected by processing
        operations, a supervisory authority of each of those Member States shall
        have the right to participate in joint operations. The supervisory
        authority which is competent pursuant to Article 56(1) or (4) shall
        invite the supervisory authority of each of those Member States to take
        part in the joint operations and shall respond without delay to the
        request of a supervisory authority to participate.

        3.A supervisory authority may, in accordance with Member State law, and
        with the seconding supervisory authority's authorisation, confer powers,
        including investigative powers on the seconding supervisory authority's
        members or staff involved in joint operations or, in so far as the law
        of the Member State of the host supervisory authority permits, allow the
        seconding supervisory authority's members or staff to exercise their
        investigative powers in accordance with the law of the Member State of
        the seconding supervisory authority. Such investigative powers may be
        exercised only under the guidance and in the presence of members or
        staff of the host supervisory authority. The seconding supervisory
        authority's members or staff shall be subject to the Member State law of
        the host supervisory authority.

        4.Where, in accordance with paragraph 1, staff of a seconding
        supervisory authority operate in another Member State, the Member State
        of the host supervisory authority shall assume responsibility for their
        actions, including liability, for any damage caused by them during their
        operations, in accordance with the law of the Member State in whose
        territory they are operating.

        5.The Member State in whose territory the damage was caused shall make
        good such damage under the conditions applicable to damage caused by its
        own staff. The Member State of the seconding supervisory authority whose
        staff has caused damage to any person in the territory of another Member
        State shall reimburse that other Member State in full any sums it has
        paid to the persons entitled on their behalf.

        6.Without prejudice to the exercise of its rights vis-à-vis third
        parties and with the exception of paragraph 5, each Member State shall
        refrain, in the case provided for in paragraph 1, from requesting
        reimbursement from another Member State in relation to damage referred
        to in paragraph 4

        7.Where a joint operation is intended and a supervisory authority does
        not, within one month, comply with the obligation laid down in the
        second sentence of paragraph 2 of this Article, the other supervisory
        authorities may adopt a provisional measure on the territory of its
        Member State in accordance with Article 55. In that case, the urgent
        need to act under Article 66(1) shall be presumed to be met and require
        an opinion or an urgent binding decision from the Board pursuant to
        Article 66(2). Section 2 Consistency
  - source_sentence: >-
      Who is exempt from liability only if they prove the member is not
      responsible for the damage?
    sentences:
      - >-
        1.Union or Member State law to which the data controller or processor is
        subject may restrict by way of a legislative measure the scope of the
        obligations and rights provided for in Articles 12 to 22 and Article 34,
        as well as Article 5 in so far as its provisions correspond to the
        rights and obligations provided for in Articles 12 to 22, when such a
        restriction respects the essence of the fundamental rights and freedoms
        and is a necessary and proportionate measure in a democratic society to
        safeguard: (a)  national security; (b)  defence; (c)  public security;
        4.5.2016 L 119/46   (d)  the prevention, investigation, detection or
        prosecution of criminal offences or the execution of criminal penalties,
        including the safeguarding against and the prevention of threats to
        public security; (e)  other important objectives of general public
        interest of the Union or of a Member State, in particular an important
        economic or financial interest of the Union or of a Member State,
        including monetary, budgetary and taxation a matters, public health and
        social security; (f)  the protection of judicial independence and
        judicial proceedings; (g)  the prevention, investigation, detection and
        prosecution of breaches of ethics for regulated professions; (h)  a
        monitoring, inspection or regulatory function connected, even
        occasionally, to the exercise of official authority in the cases
        referred to in points (a) to (e) and (g); (i)  the protection of the
        data subject or the rights and freedoms of others; (j)  the enforcement
        of civil law claims.

        2.In particular, any legislative measure referred to in paragraph 1
        shall contain specific provisions at least, where relevant, as to: (a) 
        the purposes of the processing or categories of processing; (b)  the
        categories of personal data; (c)  the scope of the restrictions
        introduced; (d)  the safeguards to prevent abuse or unlawful access or
        transfer; (e)  the specification of the controller or categories of
        controllers; (f)  the storage periods and the applicable safeguards
        taking into account the nature, scope and purposes of the processing or
        categories of processing; (g)  the risks to the rights and freedoms of
        data subjects; and (h)  the right of data subjects to be informed about
        the restriction, unless that may be prejudicial to the purpose of the
        restriction. CHAPTER IV Controller and processor Section 1 General
        obligations
      - >-
        1.The competent supervisory authority shall approve binding corporate
        rules in accordance with the consistency mechanism set out in Article
        63, provided that they: (a)  are legally binding and apply to and are
        enforced by every member concerned of the group of undertakings, or
        group of enterprises engaged in a joint economic activity, including
        their employees; 4.5.2016 L 119/62   (b)  expressly confer enforceable
        rights on data subjects with regard to the processing of their personal
        data; and (c)  fulfil the requirements laid down in paragraph 2

        2.The binding corporate rules referred to in paragraph 1 shall specify
        at least: (a)  the structure and contact details of the group of
        undertakings, or group of enterprises engaged in a joint economic
        activity and of each of its members; (b)  the data transfers or set of
        transfers, including the categories of personal data, the type of
        processing and its purposes, the type of data subjects affected and the
        identification of the third country or countries in question; (c)  their
        legally binding nature, both internally and externally; (d)  the
        application of the general data protection principles, in particular
        purpose limitation, data minimisation, limited storage periods, data
        quality, data protection by design and by default, legal basis for
        processing, processing of special categories of personal data, measures
        to ensure data security, and the requirements in respect of onward
        transfers to bodies not bound by the binding corporate rules; (e)  the
        rights of data subjects in regard to processing and the means to
        exercise those rights, including the right not to be subject to
        decisions based solely on automated processing, including profiling in
        accordance with Article 22, the right to lodge a complaint with the
        competent supervisory authority and before the competent courts of the
        Member States in accordance with Article 79, and to obtain redress and,
        where appropriate, compensation for a breach of the binding corporate
        rules; (f)  the acceptance by the controller or processor established on
        the territory of a Member State of liability for any breaches of the
        binding corporate rules by any member concerned not established in the
        Union; the controller or the processor shall be exempt from that
        liability, in whole or in part, only if it proves that that member is
        not responsible for the event giving rise to the damage; (g)  how the
        information on the binding corporate rules, in particular on the
        provisions referred to in points (d), (e) and (f) of this paragraph is
        provided to the data subjects in addition to Articles 13 and 14; (h) 
        the tasks of any data protection officer designated in accordance with
        Article 37 or any other person or entity in charge of the monitoring
        compliance with the binding corporate rules within the group of
        undertakings, or group of enterprises engaged in a joint economic
        activity, as well as monitoring training and complaint-handling; (i) 
        the complaint procedures; (j)  the mechanisms within the group of
        undertakings, or group of enterprises engaged in a joint economic
        activity for ensuring the verification of compliance with the binding
        corporate rules. Such mechanisms shall include data protection audits
        and methods for ensuring corrective actions to protect the rights of the
        data subject. Results of such verification should be communicated to the
        person or entity referred to in point (h) and to the board of the
        controlling undertaking of a group of undertakings, or of the group of
        enterprises engaged in a joint economic activity, and should be
        available upon request to the competent supervisory authority; (k)  the
        mechanisms for reporting and recording changes to the rules and
        reporting those changes to the supervisory authority; (l)  the
        cooperation mechanism with the supervisory authority to ensure
        compliance by any member of the group of undertakings, or group of
        enterprises engaged in a joint economic activity, in particular by
        making available to the supervisory authority the results of
        verifications of the measures referred to in point (j); (m)  the
        mechanisms for reporting to the competent supervisory authority any
        legal requirements to which a member of the group of undertakings, or
        group of enterprises engaged in a joint economic activity is subject in
        a third country which are likely to have a substantial adverse effect on
        the guarantees provided by the binding corporate rules; and (n)  the
        appropriate data protection training to personnel having permanent or
        regular access to personal data. 4.5.2016 L 119/63  

        3.The Commission may specify the format and procedures for the exchange
        of information between controllers, processors and supervisory
        authorities for binding corporate rules within the meaning of this
        Article. Those implementing acts shall be adopted in accordance with the
        examination procedure set out in Article 93(2).
      - >-
        The processor and any person acting under the authority of the
        controller or of the processor, who has access to personal data, shall
        not process those data except on instructions from the controller,
        unless required to do so by Union or Member State law
  - source_sentence: >-
      What might hamper the efforts of supervisory authorities to work together
      in the cross-border context?
    sentences:
      - >-
        Member States law should reconcile the rules governing freedom of
        expression and information, including journalistic, academic, artistic
        and or literary expression with the right to the protection of personal
        data pursuant to this Regulation. The processing of personal data solely
        for journalistic purposes, or for the purposes of academic, artistic or
        literary expression should be subject to derogations or exemptions from
        certain provisions of this Regulation if necessary to reconcile the
        right to the protection of personal data with the right to freedom of
        expression and information, as enshrined in Article 11 of the Charter.
        This should apply in particular to the processing of personal data in
        the audiovisual field and in news archives and press libraries.
        Therefore, Member States should adopt legislative measures which lay
        down the exemptions and derogations necessary for the purpose of
        balancing those fundamental rights. Member States should adopt such
        exemptions and derogations on general principles, the rights of the data
        subject, the controller and the processor, the transfer of personal data
        to third countries or international organisations, the independent
        supervisory authorities, cooperation and consistency, and specific
        data-processing situations. Where such exemptions or derogations differ
        from one Member State to another, the law of the Member State to which
        the controller is subject should apply. In order to take account of the
        importance of the right to freedom of expression in every democratic
        society, it is necessary to interpret notions relating to that freedom,
        such as journalism, broadly.
      - >-
        1.Each supervisory authority shall ensure that the imposition of
        administrative fines pursuant to this Article in respect of
        infringements of this Regulation referred to in paragraphs 4, 5 and 6
        shall in each individual case be effective, proportionate and
        dissuasive.

        2.Administrative fines shall, depending on the circumstances of each
        individual case, be imposed in addition to, or instead of, measures
        referred to in points (a) to (h) and (j) of Article 58(2). When deciding
        whether to impose an administrative fine and deciding on the amount of
        the administrative fine in each individual case due regard shall be
        given to the following: (a)  the nature, gravity and duration of the
        infringement taking into account the nature scope or purpose of the
        processing concerned as well as the number of data subjects affected and
        the level of damage suffered by them; (b)  the intentional or negligent
        character of the infringement; (c)  any action taken by the controller
        or processor to mitigate the damage suffered by data subjects; (d)  the
        degree of responsibility of the controller or processor taking into
        account technical and organisational measures implemented by them
        pursuant to Articles 25 and 32; (e)  any relevant previous infringements
        by the controller or processor; (f)  the degree of cooperation with the
        supervisory authority, in order to remedy the infringement and mitigate
        the possible adverse effects of the infringement; (g)  the categories of
        personal data affected by the infringement; (h)  the manner in which the
        infringement became known to the supervisory authority, in particular
        whether, and if so to what extent, the controller or processor notified
        the infringement; (i)  where measures referred to in Article 58(2) have
        previously been ordered against the controller or processor concerned
        with regard to the same subject-matter, compliance with those measures;
        (j)  adherence to approved codes of conduct pursuant to Article 40 or
        approved certification mechanisms pursuant to Article 42; and (k)  any
        other aggravating or mitigating factor applicable to the circumstances
        of the case, such as financial benefits gained, or losses avoided,
        directly or indirectly, from the infringement.

        3.If a controller or processor intentionally or negligently, for the
        same or linked processing operations, infringes several provisions of
        this Regulation, the total amount of the administrative fine shall not
        exceed the amount specified for the gravest infringement.

        4.Infringements of the following provisions shall, in accordance with
        paragraph 2, be subject to administrative fines up to 10 000 000 EUR, or
        in the case of an undertaking, up to 2 % of the total worldwide annual
        turnover of the preceding financial year, whichever is higher: (a)  the
        obligations of the controller and the processor pursuant to Articles 8,
        11, 25 to 39 and 42 and 43; (b)  the obligations of the certification
        body pursuant to Articles 42 and 43; (c)  the obligations of the
        monitoring body pursuant to Article 41(4). 4.5.2016 L 119/82  

        5.Infringements of the following provisions shall, in accordance with
        paragraph 2, be subject to administrative fines up to 20 000 000 EUR, or
        in the case of an undertaking, up to 4 % of the total worldwide annual
        turnover of the preceding financial year, whichever is higher: (a)  the
        basic principles for processing, including conditions for consent,
        pursuant to Articles 5, 6, 7 and 9; (b)  the data subjects' rights
        pursuant to Articles 12 to 22; (c)  the transfers of personal data to a
        recipient in a third country or an international organisation pursuant
        to Articles 44 to 49; (d)  any obligations pursuant to Member State law
        adopted under Chapter IX; (e)  non-compliance with an order or a
        temporary or definitive limitation on processing or the suspension of
        data flows by the supervisory authority pursuant to Article 58(2) or
        failure to provide access in violation of Article 58(1).

        6.Non-compliance with an order by the supervisory authority as referred
        to in Article 58(2) shall, in accordance with paragraph 2 of this
        Article, be subject to administrative fines up to 20 000 000 EUR, or in
        the case of an undertaking, up to 4 % of the total worldwide annual
        turnover of the preceding financial year, whichever is higher.

        7.Without prejudice to the corrective powers of supervisory authorities
        pursuant to Article 58(2), each Member State may lay down the rules on
        whether and to what extent administrative fines may be imposed on public
        authorities and bodies established in that Member State.

        8.The exercise by the supervisory authority of its powers under this
        Article shall be subject to appropriate procedural safeguards in
        accordance with Union and Member State law, including effective judicial
        remedy and due process.

        9.Where the legal system of the Member State does not provide for
        administrative fines, this Article may be applied in such a manner that
        the fine is initiated by the competent supervisory authority and imposed
        by competent national courts, while ensuring that those legal remedies
        are effective and have an equivalent effect to the administrative fines
        imposed by supervisory authorities. In any event, the fines imposed
        shall be effective, proportionate and dissuasive. Those Member States
        shall notify to the Commission the provisions of their laws which they
        adopt pursuant to this paragraph by 25 May 2018 and, without delay, any
        subsequent amendment law or amendment affecting them.
      - >-
        When personal data moves across borders outside the Union it may put at
        increased risk the ability of natural persons to exercise data
        protection rights in particular to protect themselves from the unlawful
        use or disclosure of that information. At the same time, supervisory
        authorities may find that they are unable to pursue complaints or
        conduct investigations relating to the activities outside their borders.
        Their efforts to work together in the cross-border context may also be
        hampered by insufficient preventative or remedial powers, inconsistent
        legal regimes, and practical obstacles like resource constraints.
        Therefore, there is a need to promote closer cooperation among data
        protection supervisory authorities to help them exchange information and
        carry out investigations with their international counterparts. For the
        purposes of developing international cooperation mechanisms to
        facilitate and provide international mutual assistance for the
        enforcement of legislation for the protection of personal data, the
        Commission and the supervisory authorities should exchange information
        and cooperate in activities related to the exercise of their powers with
        competent authorities in third countries, based on reciprocity and in
        accordance with this Regulation.
  - source_sentence: >-
      When may the Commission specify the format and procedures for the exchange
      of information regarding binding corporate rules?
    sentences:
      - >-
        1.The competent supervisory authority shall approve binding corporate
        rules in accordance with the consistency mechanism set out in Article
        63, provided that they: (a)  are legally binding and apply to and are
        enforced by every member concerned of the group of undertakings, or
        group of enterprises engaged in a joint economic activity, including
        their employees; 4.5.2016 L 119/62   (b)  expressly confer enforceable
        rights on data subjects with regard to the processing of their personal
        data; and (c)  fulfil the requirements laid down in paragraph 2

        2.The binding corporate rules referred to in paragraph 1 shall specify
        at least: (a)  the structure and contact details of the group of
        undertakings, or group of enterprises engaged in a joint economic
        activity and of each of its members; (b)  the data transfers or set of
        transfers, including the categories of personal data, the type of
        processing and its purposes, the type of data subjects affected and the
        identification of the third country or countries in question; (c)  their
        legally binding nature, both internally and externally; (d)  the
        application of the general data protection principles, in particular
        purpose limitation, data minimisation, limited storage periods, data
        quality, data protection by design and by default, legal basis for
        processing, processing of special categories of personal data, measures
        to ensure data security, and the requirements in respect of onward
        transfers to bodies not bound by the binding corporate rules; (e)  the
        rights of data subjects in regard to processing and the means to
        exercise those rights, including the right not to be subject to
        decisions based solely on automated processing, including profiling in
        accordance with Article 22, the right to lodge a complaint with the
        competent supervisory authority and before the competent courts of the
        Member States in accordance with Article 79, and to obtain redress and,
        where appropriate, compensation for a breach of the binding corporate
        rules; (f)  the acceptance by the controller or processor established on
        the territory of a Member State of liability for any breaches of the
        binding corporate rules by any member concerned not established in the
        Union; the controller or the processor shall be exempt from that
        liability, in whole or in part, only if it proves that that member is
        not responsible for the event giving rise to the damage; (g)  how the
        information on the binding corporate rules, in particular on the
        provisions referred to in points (d), (e) and (f) of this paragraph is
        provided to the data subjects in addition to Articles 13 and 14; (h) 
        the tasks of any data protection officer designated in accordance with
        Article 37 or any other person or entity in charge of the monitoring
        compliance with the binding corporate rules within the group of
        undertakings, or group of enterprises engaged in a joint economic
        activity, as well as monitoring training and complaint-handling; (i) 
        the complaint procedures; (j)  the mechanisms within the group of
        undertakings, or group of enterprises engaged in a joint economic
        activity for ensuring the verification of compliance with the binding
        corporate rules. Such mechanisms shall include data protection audits
        and methods for ensuring corrective actions to protect the rights of the
        data subject. Results of such verification should be communicated to the
        person or entity referred to in point (h) and to the board of the
        controlling undertaking of a group of undertakings, or of the group of
        enterprises engaged in a joint economic activity, and should be
        available upon request to the competent supervisory authority; (k)  the
        mechanisms for reporting and recording changes to the rules and
        reporting those changes to the supervisory authority; (l)  the
        cooperation mechanism with the supervisory authority to ensure
        compliance by any member of the group of undertakings, or group of
        enterprises engaged in a joint economic activity, in particular by
        making available to the supervisory authority the results of
        verifications of the measures referred to in point (j); (m)  the
        mechanisms for reporting to the competent supervisory authority any
        legal requirements to which a member of the group of undertakings, or
        group of enterprises engaged in a joint economic activity is subject in
        a third country which are likely to have a substantial adverse effect on
        the guarantees provided by the binding corporate rules; and (n)  the
        appropriate data protection training to personnel having permanent or
        regular access to personal data. 4.5.2016 L 119/63  

        3.The Commission may specify the format and procedures for the exchange
        of information between controllers, processors and supervisory
        authorities for binding corporate rules within the meaning of this
        Article. Those implementing acts shall be adopted in accordance with the
        examination procedure set out in Article 93(2).
      - >-
        1.Where personal data relating to a data subject are collected from the
        data subject, the controller shall, at the time when personal data are
        obtained, provide the data subject with all of 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; 4.5.2016 L 119/40   (d) 
        where the processing is based on point (f) of Article 6(1), the
        legitimate interests pursued by the controller or by a third party; (e) 
        the recipients or categories of recipients of the personal data, if any;
        (f)  where applicable, the fact that the controller intends to transfer
        personal data to 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 by which 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, at the time when personal data are obtained, provide
        the data subject with the following further information necessary to
        ensure fair and transparent processing: (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)  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
        or to object to processing as well as the right to data portability;
        (c)  where the 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; (d)  the right to lodge a complaint with
        a supervisory authority; (e)  whether the provision of personal data is
        a statutory or contractual requirement, or a requirement necessary to
        enter into a contract, as well as whether the data subject is obliged to
        provide the personal data and of the possible consequences of failure to
        provide such data; (f)  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.Where the controller intends to further process the personal data for
        a purpose other than that for which the personal data were collected,
        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

        4.Paragraphs 1, 2 and 3 shall not apply where and insofar as the data
        subject already has the information.
      - >-
        In order to enhance compliance with this Regulation where processing
        operations are likely to result in a high risk to the rights and
        freedoms of natural persons, the controller should be responsible for
        the carrying-out of a data protection impact assessment to evaluate, in
        particular, the origin, nature, particularity and severity of that risk.
        The outcome of the assessment should be taken into account when
        determining the appropriate measures to be taken in order to demonstrate
        that the processing of personal data complies with this Regulation.
        Where a data-protection impact assessment indicates that processing
        operations involve a high risk which the controller cannot mitigate by
        appropriate measures in terms of available technology and costs of
        implementation, a consultation of the supervisory authority should take
        place prior to the processing.
  - source_sentence: In what situations are restrictions imposed for the prevention of threats?
    sentences:
      - >-
        Restrictions concerning specific principles and the rights of
        information, access to and rectification or erasure of personal data,
        the right to data portability, the right to object, decisions based on
        profiling, as well as the communication of a personal data breach to a
        data subject and certain related obligations of the controllers may be
        imposed by Union or Member State law, as far as necessary and
        proportionate in a democratic society to safeguard public security,
        including the protection of human life especially in response to natural
        or manmade disasters, the prevention, investigation and prosecution of
        criminal offences or the execution of criminal penalties, including the
        safeguarding against and the prevention of threats to public security,
        or of breaches of ethics for regulated professions, other important
        objectives of general public interest of the Union or of a Member State,
        in particular an important economic or financial interest of the Union
        or of a Member State, the keeping of public registers kept for reasons
        of general public interest, further processing of archived personal data
        to provide specific information related to the political behaviour under
        former totalitarian state regimes or the protection of the data subject
        or the rights and freedoms of others, including social protection,
        public health and humanitarian purposes. Those restrictions should be in
        accordance with the requirements set out in the Charter and in the
        European Convention for the Protection of Human Rights and Fundamental
        Freedoms.
      - >-
        The data subject should have the right not to be subject to a decision,
        which may include a measure, evaluating personal aspects relating to him
        or her which is based solely on automated processing and which produces
        legal effects concerning him or her or similarly significantly affects
        him or her, such as automatic refusal of an online credit application or
        e-recruiting practices without any human intervention. Such processing
        includes ‘profiling’ that consists of any form of automated processing
        of personal data evaluating the personal aspects relating to a natural
        person, in particular to analyse or predict aspects concerning the data
        subject's performance at work, economic situation, health, personal
        preferences or interests, reliability or behaviour, location or
        movements, where it produces legal effects concerning him or her or
        similarly significantly affects him or her. However, decision-making
        based on such processing, including profiling, should be allowed where
        expressly authorised by Union or Member State law to which the
        controller is subject, including for fraud and tax-evasion monitoring
        and prevention purposes conducted in accordance with the regulations,
        standards and recommendations of Union institutions or national
        oversight bodies and to ensure the security and reliability of a service
        provided by the controller, or necessary for the entering or performance
        of a contract between the data subject and a controller, or when the
        data subject has given his or her explicit consent. In any case, such
        processing should be subject to suitable safeguards, which should
        include specific information to the data subject and the right to obtain
        human intervention, to express his or her point of view, to obtain an
        explanation of the decision reached after such assessment and to
        challenge the decision. Such measure should not concern a child. In
        order to ensure fair and transparent processing in respect of the data
        subject, taking into account the specific circumstances and context in
        which the personal data are processed, the controller should use
        appropriate mathematical or statistical procedures for the profiling,
        implement technical and organisational measures appropriate to ensure,
        in particular, that factors which result in inaccuracies in personal
        data are corrected and the risk of errors is minimised, secure personal
        data in a manner that takes account of the potential risks involved for
        the interests and rights of the data subject and that prevents, inter
        alia, discriminatory effects on natural persons on the basis of racial
        or ethnic origin, political opinion, religion or beliefs, trade union
        membership, genetic or health status or sexual orientation, or that
        result in measures having such an effect. Automated decision-making and
        profiling based on special categories of personal data should be allowed
        only under specific conditions.
      - >-
        1.The Board shall issue an opinion where a competent supervisory
        authority intends to adopt any of the measures below. To that end, the
        competent supervisory authority shall communicate the draft decision to
        the Board, when it: (a)  aims to adopt a list of the processing
        operations subject to the requirement for a data protection impact
        assessment pursuant to Article 35(4); (b)  concerns a matter pursuant to
        Article 40(7) whether a draft code of conduct or an amendment or
        extension to a code of conduct complies with this Regulation; 4.5.2016 L
        119/73   (c)  aims to approve the criteria for accreditation of a body
        pursuant to Article 41(3) or a certification body pursuant to Article
        43(3); (d)  aims to determine standard data protection clauses referred
        to in point (d) of Article 46(2) and in Article 28(8); (e)  aims to
        authorise contractual clauses referred to in point (a) of Article 46(3);
        or (f)  aims to approve binding corporate rules within the meaning of
        Article 47

        2.Any supervisory authority, the Chair of the Board or the Commission
        may request that any matter of general application or producing effects
        in more than one Member State be examined by the Board with a view to
        obtaining an opinion, in particular where a competent supervisory
        authority does not comply with the obligations for mutual assistance in
        accordance with Article 61 or for joint operations in accordance with
        Article 62

        3.In the cases referred to in paragraphs 1 and 2, the Board shall issue
        an opinion on the matter submitted to it provided that it has not
        already issued an opinion on the same matter. That opinion shall be
        adopted within eight weeks by simple majority of the members of the
        Board. That period may be extended by a further six weeks, taking into
        account the complexity of the subject matter. Regarding the draft
        decision referred to in paragraph 1 circulated to the members of the
        Board in accordance with paragraph 5, a member which has not objected
        within a reasonable period indicated by the Chair, shall be deemed to be
        in agreement with the draft decision.

        4.Supervisory authorities and the Commission shall, without undue delay,
        communicate by electronic means to the Board, using a standardised
        format any relevant information, including as the case may be a summary
        of the facts, the draft decision, the grounds which make the enactment
        of such measure necessary, and the views of other supervisory
        authorities concerned.

        5.The Chair of the Board shall, without undue, delay inform by
        electronic means: (a)  the members of the Board and the Commission of
        any relevant information which has been communicated to it using a
        standardised format. The secretariat of the Board shall, where
        necessary, provide translations of relevant information; and (b)  the
        supervisory authority referred to, as the case may be, in paragraphs 1
        and 2, and the Commission of the opinion and make it public.

        6.The competent supervisory authority shall not adopt its draft decision
        referred to in paragraph 1 within the period referred to in paragraph 3

        7.The supervisory authority referred to in paragraph 1 shall take utmost
        account of the opinion of the Board and shall, within two weeks after
        receiving the opinion, communicate to the Chair of the Board by
        electronic means whether it will maintain or amend its draft decision
        and, if any, the amended draft decision, using a standardised format.

        8.Where the supervisory authority concerned informs the Chair of the
        Board within the period referred to in paragraph 7 of this Article that
        it does not intend to follow the opinion of the Board, in whole or in
        part, providing the relevant grounds, Article 65(1) shall apply.
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: multilingual_e5_large Finetuned on Data
    results:
      - task:
          type: information-retrieval
          name: Information Retrieval
        dataset:
          name: dim 1024
          type: dim_1024
        metrics:
          - type: cosine_accuracy@1
            value: 0.4963144963144963
            name: Cosine Accuracy@1
          - type: cosine_accuracy@3
            value: 0.5331695331695332
            name: Cosine Accuracy@3
          - type: cosine_accuracy@5
            value: 0.5749385749385749
            name: Cosine Accuracy@5
          - type: cosine_accuracy@10
            value: 0.6167076167076168
            name: Cosine Accuracy@10
          - type: cosine_precision@1
            value: 0.4963144963144963
            name: Cosine Precision@1
          - type: cosine_precision@3
            value: 0.48157248157248156
            name: Cosine Precision@3
          - type: cosine_precision@5
            value: 0.4594594594594595
            name: Cosine Precision@5
          - type: cosine_precision@10
            value: 0.4085995085995086
            name: Cosine Precision@10
          - type: cosine_recall@1
            value: 0.08824500608183308
            name: Cosine Recall@1
          - type: cosine_recall@3
            value: 0.22958183848025054
            name: Cosine Recall@3
          - type: cosine_recall@5
            value: 0.31547454409833436
            name: Cosine Recall@5
          - type: cosine_recall@10
            value: 0.44607504061056136
            name: Cosine Recall@10
          - type: cosine_ndcg@10
            value: 0.5529140876526117
            name: Cosine Ndcg@10
          - type: cosine_mrr@10
            value: 0.5231065481065481
            name: Cosine Mrr@10
          - type: cosine_map@100
            value: 0.5976325744110781
            name: Cosine Map@100
      - task:
          type: information-retrieval
          name: Information Retrieval
        dataset:
          name: dim 768
          type: dim_768
        metrics:
          - type: cosine_accuracy@1
            value: 0.5036855036855037
            name: Cosine Accuracy@1
          - type: cosine_accuracy@3
            value: 0.538083538083538
            name: Cosine Accuracy@3
          - type: cosine_accuracy@5
            value: 0.5749385749385749
            name: Cosine Accuracy@5
          - type: cosine_accuracy@10
            value: 0.6216216216216216
            name: Cosine Accuracy@10
          - type: cosine_precision@1
            value: 0.5036855036855037
            name: Cosine Precision@1
          - type: cosine_precision@3
            value: 0.4881244881244881
            name: Cosine Precision@3
          - type: cosine_precision@5
            value: 0.4633906633906634
            name: Cosine Precision@5
          - type: cosine_precision@10
            value: 0.41449631449631447
            name: Cosine Precision@10
          - type: cosine_recall@1
            value: 0.08828672939941849
            name: Cosine Recall@1
          - type: cosine_recall@3
            value: 0.22962228421035147
            name: Cosine Recall@3
          - type: cosine_recall@5
            value: 0.314263088576534
            name: Cosine Recall@5
          - type: cosine_recall@10
            value: 0.4457519361108019
            name: Cosine Recall@10
          - type: cosine_ndcg@10
            value: 0.5575717566821643
            name: Cosine Ndcg@10
          - type: cosine_mrr@10
            value: 0.5292685542685541
            name: Cosine Mrr@10
          - type: cosine_map@100
            value: 0.59963281993103
            name: Cosine Map@100
      - task:
          type: information-retrieval
          name: Information Retrieval
        dataset:
          name: dim 512
          type: dim_512
        metrics:
          - type: cosine_accuracy@1
            value: 0.4987714987714988
            name: Cosine Accuracy@1
          - type: cosine_accuracy@3
            value: 0.5307125307125307
            name: Cosine Accuracy@3
          - type: cosine_accuracy@5
            value: 0.5700245700245701
            name: Cosine Accuracy@5
          - type: cosine_accuracy@10
            value: 0.6142506142506142
            name: Cosine Accuracy@10
          - type: cosine_precision@1
            value: 0.4987714987714988
            name: Cosine Precision@1
          - type: cosine_precision@3
            value: 0.48239148239148233
            name: Cosine Precision@3
          - type: cosine_precision@5
            value: 0.45995085995085994
            name: Cosine Precision@5
          - type: cosine_precision@10
            value: 0.4098280098280099
            name: Cosine Precision@10
          - type: cosine_recall@1
            value: 0.08793503529772437
            name: Cosine Recall@1
          - type: cosine_recall@3
            value: 0.22733870067676792
            name: Cosine Recall@3
          - type: cosine_recall@5
            value: 0.3141913697548152
            name: Cosine Recall@5
          - type: cosine_recall@10
            value: 0.4446383724972383
            name: Cosine Recall@10
          - type: cosine_ndcg@10
            value: 0.552146494955942
            name: Cosine Ndcg@10
          - type: cosine_mrr@10
            value: 0.5239177489177489
            name: Cosine Mrr@10
          - type: cosine_map@100
            value: 0.5948444478300201
            name: Cosine Map@100
      - task:
          type: information-retrieval
          name: Information Retrieval
        dataset:
          name: dim 256
          type: dim_256
        metrics:
          - type: cosine_accuracy@1
            value: 0.48402948402948404
            name: Cosine Accuracy@1
          - type: cosine_accuracy@3
            value: 0.5085995085995086
            name: Cosine Accuracy@3
          - type: cosine_accuracy@5
            value: 0.5503685503685504
            name: Cosine Accuracy@5
          - type: cosine_accuracy@10
            value: 0.5995085995085995
            name: Cosine Accuracy@10
          - type: cosine_precision@1
            value: 0.48402948402948404
            name: Cosine Precision@1
          - type: cosine_precision@3
            value: 0.4651924651924652
            name: Cosine Precision@3
          - type: cosine_precision@5
            value: 0.4457002457002457
            name: Cosine Precision@5
          - type: cosine_precision@10
            value: 0.4024570024570025
            name: Cosine Precision@10
          - type: cosine_recall@1
            value: 0.08319124987212079
            name: Cosine Recall@1
          - type: cosine_recall@3
            value: 0.2115461240887368
            name: Cosine Recall@3
          - type: cosine_recall@5
            value: 0.2935766531173713
            name: Cosine Recall@5
          - type: cosine_recall@10
            value: 0.4265879749013861
            name: Cosine Recall@10
          - type: cosine_ndcg@10
            value: 0.5351584949588905
            name: Cosine Ndcg@10
          - type: cosine_mrr@10
            value: 0.5073983073983072
            name: Cosine Mrr@10
          - type: cosine_map@100
            value: 0.580410788303782
            name: Cosine Map@100
      - task:
          type: information-retrieval
          name: Information Retrieval
        dataset:
          name: dim 128
          type: dim_128
        metrics:
          - type: cosine_accuracy@1
            value: 0.44717444717444715
            name: Cosine Accuracy@1
          - type: cosine_accuracy@3
            value: 0.4742014742014742
            name: Cosine Accuracy@3
          - type: cosine_accuracy@5
            value: 0.5208845208845209
            name: Cosine Accuracy@5
          - type: cosine_accuracy@10
            value: 0.5700245700245701
            name: Cosine Accuracy@10
          - type: cosine_precision@1
            value: 0.44717444717444715
            name: Cosine Precision@1
          - type: cosine_precision@3
            value: 0.4291564291564292
            name: Cosine Precision@3
          - type: cosine_precision@5
            value: 0.41130221130221134
            name: Cosine Precision@5
          - type: cosine_precision@10
            value: 0.37542997542997547
            name: Cosine Precision@10
          - type: cosine_recall@1
            value: 0.0803253135071763
            name: Cosine Recall@1
          - type: cosine_recall@3
            value: 0.20222982791177993
            name: Cosine Recall@3
          - type: cosine_recall@5
            value: 0.27932602278235874
            name: Cosine Recall@5
          - type: cosine_recall@10
            value: 0.4092208585943455
            name: Cosine Recall@10
          - type: cosine_ndcg@10
            value: 0.5040764135410748
            name: Cosine Ndcg@10
          - type: cosine_mrr@10
            value: 0.4728062478062475
            name: Cosine Mrr@10
          - type: cosine_map@100
            value: 0.5519502775806295
            name: Cosine Map@100
      - task:
          type: information-retrieval
          name: Information Retrieval
        dataset:
          name: dim 64
          type: dim_64
        metrics:
          - type: cosine_accuracy@1
            value: 0.43243243243243246
            name: Cosine Accuracy@1
          - type: cosine_accuracy@3
            value: 0.457002457002457
            name: Cosine Accuracy@3
          - type: cosine_accuracy@5
            value: 0.5061425061425061
            name: Cosine Accuracy@5
          - type: cosine_accuracy@10
            value: 0.5651105651105651
            name: Cosine Accuracy@10
          - type: cosine_precision@1
            value: 0.43243243243243246
            name: Cosine Precision@1
          - type: cosine_precision@3
            value: 0.4193284193284193
            name: Cosine Precision@3
          - type: cosine_precision@5
            value: 0.40294840294840295
            name: Cosine Precision@5
          - type: cosine_precision@10
            value: 0.371990171990172
            name: Cosine Precision@10
          - type: cosine_recall@1
            value: 0.07272051875967844
            name: Cosine Recall@1
          - type: cosine_recall@3
            value: 0.1871349201387628
            name: Cosine Recall@3
          - type: cosine_recall@5
            value: 0.2616383258113969
            name: Cosine Recall@5
          - type: cosine_recall@10
            value: 0.39280718972308115
            name: Cosine Recall@10
          - type: cosine_ndcg@10
            value: 0.4885667887984953
            name: Cosine Ndcg@10
          - type: cosine_mrr@10
            value: 0.45888030888030884
            name: Cosine Mrr@10
          - type: cosine_map@100
            value: 0.5317609303473808
            name: Cosine Map@100

multilingual_e5_large Finetuned on Data

This is a sentence-transformers model finetuned from intfloat/multilingual-e5-large. It maps sentences & paragraphs to a 1024-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

Model Details

Model Description

• Model Type: Sentence Transformer
• Base model: intfloat/multilingual-e5-large
• Maximum Sequence Length: 512 tokens
• Output Dimensionality: 1024 dimensions
• Similarity Function: Cosine Similarity
• Language: en
• License: apache-2.0

Model Sources

• Documentation: Sentence Transformers Documentation
• Repository: Sentence Transformers on GitHub
• Hugging Face: Sentence Transformers on Hugging Face

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 512, 'do_lower_case': False, 'architecture': 'XLMRobertaModel'})
  (1): Pooling({'word_embedding_dimension': 1024, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
  (2): Normalize()
)

Usage

Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

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 = [
    'In what situations are restrictions imposed for the prevention of threats?',
    'Restrictions concerning specific principles and the rights of information, access to and rectification or erasure of personal data, the right to data portability, the right to object, decisions based on profiling, as well as the communication of a personal data breach to a data subject and certain related obligations of the controllers may be imposed by Union or Member State law, as far as necessary and proportionate in a democratic society to safeguard public security, including the protection of human life especially in response to natural or manmade disasters, the prevention, investigation and prosecution of criminal offences or the execution of criminal penalties, including the safeguarding against and the prevention of threats to public security, or of breaches of ethics for regulated professions, other important objectives of general public interest of the Union or of a Member State, in particular an important economic or financial interest of the Union or of a Member State, the keeping of public registers kept for reasons of general public interest, further processing of archived personal data to provide specific information related to the political behaviour under former totalitarian state regimes or the protection of the data subject or the rights and freedoms of others, including social protection, public health and humanitarian purposes. Those restrictions should be in accordance with the requirements set out in the Charter and in the European Convention for the Protection of Human Rights and Fundamental Freedoms.',
    "The data subject should have the right not to be subject to a decision, which may include a measure, evaluating personal aspects relating to him or her which is based solely on automated processing and which produces legal effects concerning him or her or similarly significantly affects him or her, such as automatic refusal of an online credit application or e-recruiting practices without any human intervention. Such processing includes ‘profiling’ that consists of any form of automated processing of personal data evaluating the personal aspects relating to a natural person, in particular to analyse or predict aspects concerning the data subject's performance at work, economic situation, health, personal preferences or interests, reliability or behaviour, location or movements, where it produces legal effects concerning him or her or similarly significantly affects him or her. However, decision-making based on such processing, including profiling, should be allowed where expressly authorised by Union or Member State law to which the controller is subject, including for fraud and tax-evasion monitoring and prevention purposes conducted in accordance with the regulations, standards and recommendations of Union institutions or national oversight bodies and to ensure the security and reliability of a service provided by the controller, or necessary for the entering or performance of a contract between the data subject and a controller, or when the data subject has given his or her explicit consent. In any case, such processing should be subject to suitable safeguards, which should include specific information to the data subject and the right to obtain human intervention, to express his or her point of view, to obtain an explanation of the decision reached after such assessment and to challenge the decision. Such measure should not concern a child. In order to ensure fair and transparent processing in respect of the data subject, taking into account the specific circumstances and context in which the personal data are processed, the controller should use appropriate mathematical or statistical procedures for the profiling, implement technical and organisational measures appropriate to ensure, in particular, that factors which result in inaccuracies in personal data are corrected and the risk of errors is minimised, secure personal data in a manner that takes account of the potential risks involved for the interests and rights of the data subject and that prevents, inter alia, discriminatory effects on natural persons on the basis of racial or ethnic origin, political opinion, religion or beliefs, trade union membership, genetic or health status or sexual orientation, or that result in measures having such an effect. Automated decision-making and profiling based on special categories of personal data should be allowed only under specific conditions.",
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 1024]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities)
# tensor([[1.0000, 0.5753, 0.0974],
#         [0.5753, 1.0000, 0.2109],
#         [0.0974, 0.2109, 1.0000]])

Evaluation

Metrics

Information Retrieval

• Dataset: dim_1024
• Evaluated with InformationRetrievalEvaluator with these parameters:

  {
      "truncate_dim": 1024
  }
  

Metric	Value
cosine_accuracy@1	0.4963
cosine_accuracy@3	0.5332
cosine_accuracy@5	0.5749
cosine_accuracy@10	0.6167
cosine_precision@1	0.4963
cosine_precision@3	0.4816
cosine_precision@5	0.4595
cosine_precision@10	0.4086
cosine_recall@1	0.0882
cosine_recall@3	0.2296
cosine_recall@5	0.3155
cosine_recall@10	0.4461
cosine_ndcg@10	0.5529
cosine_mrr@10	0.5231
cosine_map@100	0.5976

Information Retrieval

• Dataset: dim_768
• Evaluated with InformationRetrievalEvaluator with these parameters:

  {
      "truncate_dim": 768
  }
  

Metric	Value
cosine_accuracy@1	0.5037
cosine_accuracy@3	0.5381
cosine_accuracy@5	0.5749
cosine_accuracy@10	0.6216
cosine_precision@1	0.5037
cosine_precision@3	0.4881
cosine_precision@5	0.4634
cosine_precision@10	0.4145
cosine_recall@1	0.0883
cosine_recall@3	0.2296
cosine_recall@5	0.3143
cosine_recall@10	0.4458
cosine_ndcg@10	0.5576
cosine_mrr@10	0.5293
cosine_map@100	0.5996

Information Retrieval

• Dataset: dim_512
• Evaluated with InformationRetrievalEvaluator with these parameters:

  {
      "truncate_dim": 512
  }
  

Metric	Value
cosine_accuracy@1	0.4988
cosine_accuracy@3	0.5307
cosine_accuracy@5	0.57
cosine_accuracy@10	0.6143
cosine_precision@1	0.4988
cosine_precision@3	0.4824
cosine_precision@5	0.46
cosine_precision@10	0.4098
cosine_recall@1	0.0879
cosine_recall@3	0.2273
cosine_recall@5	0.3142
cosine_recall@10	0.4446
cosine_ndcg@10	0.5521
cosine_mrr@10	0.5239
cosine_map@100	0.5948

Information Retrieval

• Dataset: dim_256
• Evaluated with InformationRetrievalEvaluator with these parameters:

  {
      "truncate_dim": 256
  }
  

Metric	Value
cosine_accuracy@1	0.484
cosine_accuracy@3	0.5086
cosine_accuracy@5	0.5504
cosine_accuracy@10	0.5995
cosine_precision@1	0.484
cosine_precision@3	0.4652
cosine_precision@5	0.4457
cosine_precision@10	0.4025
cosine_recall@1	0.0832
cosine_recall@3	0.2115
cosine_recall@5	0.2936
cosine_recall@10	0.4266
cosine_ndcg@10	0.5352
cosine_mrr@10	0.5074
cosine_map@100	0.5804

Information Retrieval

• Dataset: dim_128
• Evaluated with InformationRetrievalEvaluator with these parameters:

  {
      "truncate_dim": 128
  }
  

Metric	Value
cosine_accuracy@1	0.4472
cosine_accuracy@3	0.4742
cosine_accuracy@5	0.5209
cosine_accuracy@10	0.57
cosine_precision@1	0.4472
cosine_precision@3	0.4292
cosine_precision@5	0.4113
cosine_precision@10	0.3754
cosine_recall@1	0.0803
cosine_recall@3	0.2022
cosine_recall@5	0.2793
cosine_recall@10	0.4092
cosine_ndcg@10	0.5041
cosine_mrr@10	0.4728
cosine_map@100	0.552

Information Retrieval

• Dataset: dim_64
• Evaluated with InformationRetrievalEvaluator with these parameters:

  {
      "truncate_dim": 64
  }
  

Metric	Value
cosine_accuracy@1	0.4324
cosine_accuracy@3	0.457
cosine_accuracy@5	0.5061
cosine_accuracy@10	0.5651
cosine_precision@1	0.4324
cosine_precision@3	0.4193
cosine_precision@5	0.4029
cosine_precision@10	0.372
cosine_recall@1	0.0727
cosine_recall@3	0.1871
cosine_recall@5	0.2616
cosine_recall@10	0.3928
cosine_ndcg@10	0.4886
cosine_mrr@10	0.4589
cosine_map@100	0.5318

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: 17.25 tokens max: 39 tokens	min: 27 tokens mean: 384.26 tokens max: 512 tokens

• Samples:

  anchor	positive
  According to the text, what Article is the basis for authorisations by a Member State or supervisory authority to remain valid?	1.In the absence of a decision pursuant to Article 45(3), a controller or processor may transfer personal data to a third country or an international organisation only if the controller or processor has provided appropriate safeguards, and on condition that enforceable data subject rights and effective legal remedies for data subjects are available. 2.The appropriate safeguards referred to in paragraph 1 may be provided for, without requiring any specific authorisation from a supervisory authority, by: (a) a legally binding and enforceable instrument between public authorities or bodies; (b) binding corporate rules in accordance with Article 47; (c) standard data protection clauses adopted by the Commission in accordance with the examination procedure referred to in Article 93(2); (d) standard data protection clauses adopted by a supervisory authority and approved by the Commission pursuant to the examination procedure referred to in Article 93(2); (e) an approved code of conduct ...
  For what purposes can the processing of personal data for direct marketing purposes be regarded?	The legitimate interests of a controller, including those of a controller to which the personal data may be disclosed, or of a third party, may provide a legal basis for processing, provided that the interests or the fundamental rights and freedoms of the data subject are not overriding, taking into consideration the reasonable expectations of data subjects based on their relationship with the controller. Such legitimate interest could exist for example where there is a relevant and appropriate relationship between the data subject and the controller in situations such as where the data subject is a client or in the service of the controller. At any rate the existence of a legitimate interest would need careful assessment including whether a data subject can reasonably expect at the time and in the context of the collection of the personal data that processing for that purpose may take place. The interests and fundamental rights of the data subject could in particular override the inte...
  What types of processing operations may be considered high risk?	Directive 95/46/EC provided for a general obligation to notify the processing of personal data to the supervisory authorities. While that obligation produces administrative and financial burdens, it did not in all cases contribute to improving the protection of personal data. Such indiscriminate general notification obligations should therefore be abolished, and replaced by effective procedures and mechanisms which focus instead on those types of processing operations which are likely to result in a high risk to the rights and freedoms of natural persons by virtue of their nature, scope, context and purposes. Such types of processing operations may be those which in, particular, involve using new technologies, or are of a new kind and where no data protection impact assessment has been carried out before by the controller, or where they become necessary in the light of the time that has elapsed since the initial processing.

• Loss: MatryoshkaLoss with these parameters:

  {
      "loss": "MultipleNegativesRankingLoss",
      "matryoshka_dims": [
          1024,
          768,
          512,
          256,
          128,
          64
      ],
      "matryoshka_weights": [
          1,
          1,
          1,
          1,
          1,
          1
      ],
      "n_dims_per_step": -1
  }
  

Training Hyperparameters

Non-Default Hyperparameters

• eval_strategy: epoch
• gradient_accumulation_steps: 2
• learning_rate: 2e-05
• num_train_epochs: 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_1024_cosine_ndcg@10	dim_768_cosine_ndcg@10	dim_512_cosine_ndcg@10	dim_256_cosine_ndcg@10	dim_128_cosine_ndcg@10	dim_64_cosine_ndcg@10
0.0098	1	15.324	-	-	-	-	-	-
0.0196	2	17.0147	-	-	-	-	-	-
0.0294	3	14.8225	-	-	-	-	-	-
0.0392	4	13.8462	-	-	-	-	-	-
0.0490	5	16.2999	-	-	-	-	-	-
0.0588	6	17.4877	-	-	-	-	-	-
0.0686	7	17.8605	-	-	-	-	-	-
0.0784	8	15.6806	-	-	-	-	-	-
0.0882	9	13.2464	-	-	-	-	-	-
0.0980	10	15.3883	-	-	-	-	-	-
0.1078	11	13.7659	-	-	-	-	-	-
0.1176	12	13.4036	-	-	-	-	-	-
0.1275	13	14.9356	-	-	-	-	-	-
0.1373	14	16.1803	-	-	-	-	-	-
0.1471	15	16.3122	-	-	-	-	-	-
0.1569	16	15.4618	-	-	-	-	-	-
0.1667	17	15.5073	-	-	-	-	-	-
0.1765	18	11.6437	-	-	-	-	-	-
0.1863	19	12.2171	-	-	-	-	-	-
0.1961	20	14.9219	-	-	-	-	-	-
0.2059	21	14.5069	-	-	-	-	-	-
0.2157	22	15.0117	-	-	-	-	-	-
0.2255	23	14.6466	-	-	-	-	-	-
0.2353	24	13.3104	-	-	-	-	-	-
0.2451	25	12.5101	-	-	-	-	-	-
0.2549	26	11.3922	-	-	-	-	-	-
0.2647	27	11.772	-	-	-	-	-	-
0.2745	28	11.8186	-	-	-	-	-	-
0.2843	29	11.6001	-	-	-	-	-	-
0.2941	30	9.9045	-	-	-	-	-	-
0.3039	31	13.2828	-	-	-	-	-	-
0.3137	32	12.6591	-	-	-	-	-	-
0.3235	33	12.3677	-	-	-	-	-	-
0.3333	34	8.0986	-	-	-	-	-	-
0.3431	35	10.4323	-	-	-	-	-	-
0.3529	36	11.9792	-	-	-	-	-	-
0.3627	37	9.8071	-	-	-	-	-	-
0.3725	38	11.7875	-	-	-	-	-	-
0.3824	39	10.6545	-	-	-	-	-	-
0.3922	40	8.9779	-	-	-	-	-	-
0.4020	41	12.0673	-	-	-	-	-	-
0.4118	42	13.7131	-	-	-	-	-	-
0.4216	43	8.3107	-	-	-	-	-	-
0.4314	44	7.9659	-	-	-	-	-	-
0.4412	45	9.0921	-	-	-	-	-	-
0.4510	46	9.7038	-	-	-	-	-	-
0.4608	47	10.4994	-	-	-	-	-	-
0.4706	48	12.5112	-	-	-	-	-	-
0.4804	49	8.3138	-	-	-	-	-	-
0.4902	50	6.2068	-	-	-	-	-	-
0.5	51	9.1321	-	-	-	-	-	-
0.5098	52	8.7041	-	-	-	-	-	-
0.5196	53	7.4798	-	-	-	-	-	-
0.5294	54	9.5009	-	-	-	-	-	-
0.5392	55	9.628	-	-	-	-	-	-
0.5490	56	16.058	-	-	-	-	-	-
0.5588	57	11.9913	-	-	-	-	-	-
0.5686	58	11.1787	-	-	-	-	-	-
0.5784	59	7.6791	-	-	-	-	-	-
0.5882	60	6.8413	-	-	-	-	-	-
0.5980	61	4.0237	-	-	-	-	-	-
0.6078	62	7.5481	-	-	-	-	-	-
0.6176	63	6.2388	-	-	-	-	-	-
0.6275	64	6.7651	-	-	-	-	-	-
0.6373	65	7.0816	-	-	-	-	-	-
0.6471	66	8.7256	-	-	-	-	-	-
0.6569	67	6.9846	-	-	-	-	-	-
0.6667	68	4.045	-	-	-	-	-	-
0.6765	69	9.9729	-	-	-	-	-	-
0.6863	70	9.2729	-	-	-	-	-	-
0.6961	71	6.4106	-	-	-	-	-	-
0.7059	72	10.5278	-	-	-	-	-	-
0.7157	73	8.4437	-	-	-	-	-	-
0.7255	74	7.8812	-	-	-	-	-	-
0.7353	75	7.5065	-	-	-	-	-	-
0.7451	76	10.6546	-	-	-	-	-	-
0.7549	77	7.9648	-	-	-	-	-	-
0.7647	78	5.0529	-	-	-	-	-	-
0.7745	79	10.1484	-	-	-	-	-	-
0.7843	80	9.2155	-	-	-	-	-	-
0.7941	81	6.6863	-	-	-	-	-	-
0.8039	82	7.5756	-	-	-	-	-	-
0.8137	83	7.6175	-	-	-	-	-	-
0.8235	84	7.3882	-	-	-	-	-	-
0.8333	85	6.3436	-	-	-	-	-	-
0.8431	86	10.3158	-	-	-	-	-	-
0.8529	87	3.3064	-	-	-	-	-	-
0.8627	88	7.6493	-	-	-	-	-	-
0.8725	89	4.8372	-	-	-	-	-	-
0.8824	90	5.256	-	-	-	-	-	-
0.8922	91	9.2291	-	-	-	-	-	-
0.9020	92	6.9306	-	-	-	-	-	-
0.9118	93	4.5077	-	-	-	-	-	-
0.9216	94	5.7115	-	-	-	-	-	-
0.9314	95	5.5939	-	-	-	-	-	-
0.9412	96	8.0183	-	-	-	-	-	-
0.9510	97	6.2882	-	-	-	-	-	-
0.9608	98	12.8056	-	-	-	-	-	-
0.9706	99	9.9956	-	-	-	-	-	-
0.9804	100	7.4971	-	-	-	-	-	-
0.9902	101	10.13	-	-	-	-	-	-
1.0	102	3.2411	0.4211	0.4325	0.4349	0.4208	0.4012	0.3538
1.0098	103	5.3225	-	-	-	-	-	-
1.0196	104	4.9438	-	-	-	-	-	-
1.0294	105	7.9672	-	-	-	-	-	-
1.0392	106	5.7196	-	-	-	-	-	-
1.0490	107	3.5121	-	-	-	-	-	-
1.0588	108	3.3512	-	-	-	-	-	-
1.0686	109	6.7686	-	-	-	-	-	-
1.0784	110	7.7489	-	-	-	-	-	-
1.0882	111	2.7172	-	-	-	-	-	-
1.0980	112	4.3175	-	-	-	-	-	-
1.1078	113	8.4022	-	-	-	-	-	-
1.1176	114	5.1214	-	-	-	-	-	-
1.1275	115	7.8083	-	-	-	-	-	-
1.1373	116	3.657	-	-	-	-	-	-
1.1471	117	9.7885	-	-	-	-	-	-
1.1569	118	7.1842	-	-	-	-	-	-
1.1667	119	3.904	-	-	-	-	-	-
1.1765	120	4.5248	-	-	-	-	-	-
1.1863	121	4.0514	-	-	-	-	-	-
1.1961	122	7.3121	-	-	-	-	-	-
1.2059	123	7.195	-	-	-	-	-	-
1.2157	124	4.2942	-	-	-	-	-	-
1.2255	125	7.4596	-	-	-	-	-	-
1.2353	126	5.2864	-	-	-	-	-	-
1.2451	127	1.1805	-	-	-	-	-	-
1.2549	128	2.9964	-	-	-	-	-	-
1.2647	129	6.7119	-	-	-	-	-	-
1.2745	130	5.7116	-	-	-	-	-	-
1.2843	131	5.7917	-	-	-	-	-	-
1.2941	132	6.4809	-	-	-	-	-	-
1.3039	133	8.5369	-	-	-	-	-	-
1.3137	134	5.5397	-	-	-	-	-	-
1.3235	135	5.5748	-	-	-	-	-	-
1.3333	136	5.435	-	-	-	-	-	-
1.3431	137	4.3399	-	-	-	-	-	-
1.3529	138	12.5114	-	-	-	-	-	-
1.3627	139	5.0801	-	-	-	-	-	-
1.3725	140	3.1477	-	-	-	-	-	-
1.3824	141	6.1467	-	-	-	-	-	-
1.3922	142	4.1269	-	-	-	-	-	-
1.4020	143	9.0184	-	-	-	-	-	-
1.4118	144	1.5786	-	-	-	-	-	-
1.4216	145	4.143	-	-	-	-	-	-
1.4314	146	6.3611	-	-	-	-	-	-
1.4412	147	4.9894	-	-	-	-	-	-
1.4510	148	6.227	-	-	-	-	-	-
1.4608	149	1.9417	-	-	-	-	-	-
1.4706	150	5.8058	-	-	-	-	-	-
1.4804	151	5.3881	-	-	-	-	-	-
1.4902	152	8.852	-	-	-	-	-	-
1.5	153	8.7416	-	-	-	-	-	-
1.5098	154	4.1655	-	-	-	-	-	-
1.5196	155	3.7727	-	-	-	-	-	-
1.5294	156	8.1223	-	-	-	-	-	-
1.5392	157	4.1344	-	-	-	-	-	-
1.5490	158	8.3959	-	-	-	-	-	-
1.5588	159	3.1913	-	-	-	-	-	-
1.5686	160	5.2804	-	-	-	-	-	-
1.5784	161	4.0358	-	-	-	-	-	-
1.5882	162	8.2456	-	-	-	-	-	-
1.5980	163	4.315	-	-	-	-	-	-
1.6078	164	7.5692	-	-	-	-	-	-
1.6176	165	1.8122	-	-	-	-	-	-
1.6275	166	4.7641	-	-	-	-	-	-
1.6373	167	3.7781	-	-	-	-	-	-
1.6471	168	1.7589	-	-	-	-	-	-
1.6569	169	11.5894	-	-	-	-	-	-
1.6667	170	2.8734	-	-	-	-	-	-
1.6765	171	3.6949	-	-	-	-	-	-
1.6863	172	2.5401	-	-	-	-	-	-
1.6961	173	6.0829	-	-	-	-	-	-
1.7059	174	7.1026	-	-	-	-	-	-
1.7157	175	6.5876	-	-	-	-	-	-
1.7255	176	3.7488	-	-	-	-	-	-
1.7353	177	7.7088	-	-	-	-	-	-
1.7451	178	3.2405	-	-	-	-	-	-
1.7549	179	2.1942	-	-	-	-	-	-
1.7647	180	7.0455	-	-	-	-	-	-
1.7745	181	2.2278	-	-	-	-	-	-
1.7843	182	2.4134	-	-	-	-	-	-
1.7941	183	6.6062	-	-	-	-	-	-
1.8039	184	6.1013	-	-	-	-	-	-
1.8137	185	4.5338	-	-	-	-	-	-
1.8235	186	3.0266	-	-	-	-	-	-
1.8333	187	7.3554	-	-	-	-	-	-
1.8431	188	3.9763	-	-	-	-	-	-
1.8529	189	2.7192	-	-	-	-	-	-
1.8627	190	3.9852	-	-	-	-	-	-
1.8725	191	9.0477	-	-	-	-	-	-
1.8824	192	8.3791	-	-	-	-	-	-
1.8922	193	5.4102	-	-	-	-	-	-
1.9020	194	8.0572	-	-	-	-	-	-
1.9118	195	5.6405	-	-	-	-	-	-
1.9216	196	4.3343	-	-	-	-	-	-
1.9314	197	5.4153	-	-	-	-	-	-
1.9412	198	4.6588	-	-	-	-	-	-
1.9510	199	8.9407	-	-	-	-	-	-
1.9608	200	8.0808	-	-	-	-	-	-
1.9706	201	4.5329	-	-	-	-	-	-
1.9804	202	4.1046	-	-	-	-	-	-
1.9902	203	6.2329	-	-	-	-	-	-
2.0	204	2.1011	0.4713	0.4656	0.4712	0.4576	0.4470	0.3994
2.0098	205	2.9678	-	-	-	-	-	-
2.0196	206	4.2794	-	-	-	-	-	-
2.0294	207	8.0298	-	-	-	-	-	-
2.0392	208	5.9295	-	-	-	-	-	-
2.0490	209	6.5868	-	-	-	-	-	-
2.0588	210	2.7326	-	-	-	-	-	-
2.0686	211	4.1257	-	-	-	-	-	-
2.0784	212	3.9128	-	-	-	-	-	-
2.0882	213	3.5703	-	-	-	-	-	-
2.0980	214	1.5844	-	-	-	-	-	-
2.1078	215	3.0082	-	-	-	-	-	-
2.1176	216	1.4631	-	-	-	-	-	-
2.1275	217	1.43	-	-	-	-	-	-
2.1373	218	2.6126	-	-	-	-	-	-
2.1471	219	1.3341	-	-	-	-	-	-
2.1569	220	0.6117	-	-	-	-	-	-
2.1667	221	0.5586	-	-	-	-	-	-
2.1765	222	4.7394	-	-	-	-	-	-
2.1863	223	1.6508	-	-	-	-	-	-
2.1961	224	3.1046	-	-	-	-	-	-
2.2059	225	2.4088	-	-	-	-	-	-
2.2157	226	2.2547	-	-	-	-	-	-
2.2255	227	8.064	-	-	-	-	-	-
2.2353	228	7.0364	-	-	-	-	-	-
2.2451	229	3.3294	-	-	-	-	-	-
2.2549	230	4.6495	-	-	-	-	-	-
2.2647	231	1.2139	-	-	-	-	-	-
2.2745	232	5.4169	-	-	-	-	-	-
2.2843	233	5.2787	-	-	-	-	-	-
2.2941	234	3.6312	-	-	-	-	-	-
2.3039	235	2.3246	-	-	-	-	-	-
2.3137	236	2.8142	-	-	-	-	-	-
2.3235	237	3.7731	-	-	-	-	-	-
2.3333	238	1.6033	-	-	-	-	-	-
2.3431	239	1.2218	-	-	-	-	-	-
2.3529	240	7.9152	-	-	-	-	-	-
2.3627	241	4.5164	-	-	-	-	-	-
2.3725	242	5.2189	-	-	-	-	-	-
2.3824	243	4.8904	-	-	-	-	-	-
2.3922	244	1.9568	-	-	-	-	-	-
2.4020	245	1.973	-	-	-	-	-	-
2.4118	246	12.3473	-	-	-	-	-	-
2.4216	247	1.9683	-	-	-	-	-	-
2.4314	248	6.7897	-	-	-	-	-	-
2.4412	249	2.0394	-	-	-	-	-	-
2.4510	250	4.1793	-	-	-	-	-	-
2.4608	251	3.7605	-	-	-	-	-	-
2.4706	252	3.2396	-	-	-	-	-	-
2.4804	253	4.9677	-	-	-	-	-	-
2.4902	254	3.2917	-	-	-	-	-	-
2.5	255	3.6739	-	-	-	-	-	-
2.5098	256	4.0818	-	-	-	-	-	-
2.5196	257	2.997	-	-	-	-	-	-
2.5294	258	5.2039	-	-	-	-	-	-
2.5392	259	2.886	-	-	-	-	-	-
2.5490	260	2.4548	-	-	-	-	-	-
2.5588	261	1.7319	-	-	-	-	-	-
2.5686	262	2.6275	-	-	-	-	-	-
2.5784	263	7.2434	-	-	-	-	-	-
2.5882	264	4.7648	-	-	-	-	-	-
2.5980	265	3.6364	-	-	-	-	-	-
2.6078	266	3.7914	-	-	-	-	-	-
2.6176	267	5.0426	-	-	-	-	-	-
2.6275	268	2.2009	-	-	-	-	-	-
2.6373	269	9.0089	-	-	-	-	-	-
2.6471	270	3.8599	-	-	-	-	-	-
2.6569	271	6.5447	-	-	-	-	-	-
2.6667	272	3.0264	-	-	-	-	-	-
2.6765	273	4.9369	-	-	-	-	-	-
2.6863	274	2.3111	-	-	-	-	-	-
2.6961	275	3.1818	-	-	-	-	-	-
2.7059	276	2.8315	-	-	-	-	-	-
2.7157	277	1.2825	-	-	-	-	-	-
2.7255	278	5.6546	-	-	-	-	-	-
2.7353	279	1.3959	-	-	-	-	-	-
2.7451	280	3.6887	-	-	-	-	-	-
2.7549	281	2.4156	-	-	-	-	-	-
2.7647	282	2.326	-	-	-	-	-	-
2.7745	283	2.1192	-	-	-	-	-	-
2.7843	284	6.8289	-	-	-	-	-	-
2.7941	285	4.0186	-	-	-	-	-	-
2.8039	286	7.0156	-	-	-	-	-	-
2.8137	287	1.9199	-	-	-	-	-	-
2.8235	288	1.6497	-	-	-	-	-	-
2.8333	289	1.1444	-	-	-	-	-	-
2.8431	290	2.7633	-	-	-	-	-	-
2.8529	291	3.2981	-	-	-	-	-	-
2.8627	292	3.9193	-	-	-	-	-	-
2.8725	293	3.8872	-	-	-	-	-	-
2.8824	294	4.3814	-	-	-	-	-	-
2.8922	295	3.5998	-	-	-	-	-	-
2.9020	296	4.9401	-	-	-	-	-	-
2.9118	297	2.7544	-	-	-	-	-	-
2.9216	298	3.0925	-	-	-	-	-	-
2.9314	299	1.9969	-	-	-	-	-	-
2.9412	300	2.9074	-	-	-	-	-	-
2.9510	301	3.322	-	-	-	-	-	-
2.9608	302	7.719	-	-	-	-	-	-
2.9706	303	2.2305	-	-	-	-	-	-
2.9804	304	2.4653	-	-	-	-	-	-
2.9902	305	2.6506	-	-	-	-	-	-
3.0	306	0.8072	0.5359	0.5182	0.5196	0.5022	0.4773	0.4093
3.0098	307	1.451	-	-	-	-	-	-
3.0196	308	0.5015	-	-	-	-	-	-
3.0294	309	1.7901	-	-	-	-	-	-
3.0392	310	1.3272	-	-	-	-	-	-
3.0490	311	2.3769	-	-	-	-	-	-
3.0588	312	2.5458	-	-	-	-	-	-
3.0686	313	3.0403	-	-	-	-	-	-
3.0784	314	3.5089	-	-	-	-	-	-
3.0882	315	2.8959	-	-	-	-	-	-
3.0980	316	2.4988	-	-	-	-	-	-
3.1078	317	2.66	-	-	-	-	-	-
3.1176	318	1.276	-	-	-	-	-	-
3.1275	319	5.7555	-	-	-	-	-	-
3.1373	320	2.1283	-	-	-	-	-	-
3.1471	321	0.5059	-	-	-	-	-	-
3.1569	322	1.0991	-	-	-	-	-	-
3.1667	323	1.6624	-	-	-	-	-	-
3.1765	324	0.4748	-	-	-	-	-	-
3.1863	325	2.3259	-	-	-	-	-	-
3.1961	326	1.2119	-	-	-	-	-	-
3.2059	327	2.9754	-	-	-	-	-	-
3.2157	328	1.3821	-	-	-	-	-	-
3.2255	329	0.5291	-	-	-	-	-	-
3.2353	330	0.8716	-	-	-	-	-	-
3.2451	331	0.3839	-	-	-	-	-	-
3.2549	332	4.9776	-	-	-	-	-	-
3.2647	333	0.1569	-	-	-	-	-	-
3.2745	334	2.5764	-	-	-	-	-	-
3.2843	335	4.1433	-	-	-	-	-	-
3.2941	336	3.1134	-	-	-	-	-	-
3.3039	337	4.1822	-	-	-	-	-	-
3.3137	338	3.2529	-	-	-	-	-	-
3.3235	339	1.0987	-	-	-	-	-	-
3.3333	340	6.1991	-	-	-	-	-	-
3.3431	341	3.094	-	-	-	-	-	-
3.3529	342	0.7698	-	-	-	-	-	-
3.3627	343	1.2345	-	-	-	-	-	-
3.3725	344	1.9209	-	-	-	-	-	-
3.3824	345	5.9982	-	-	-	-	-	-
3.3922	346	4.39	-	-	-	-	-	-
3.4020	347	2.8024	-	-	-	-	-	-
3.4118	348	5.9221	-	-	-	-	-	-
3.4216	349	5.6582	-	-	-	-	-	-
3.4314	350	0.5768	-	-	-	-	-	-
3.4412	351	2.8013	-	-	-	-	-	-
3.4510	352	1.5867	-	-	-	-	-	-
3.4608	353	1.9682	-	-	-	-	-	-
3.4706	354	1.5387	-	-	-	-	-	-
3.4804	355	3.6408	-	-	-	-	-	-
3.4902	356	1.4683	-	-	-	-	-	-
3.5	357	3.6072	-	-	-	-	-	-
3.5098	358	4.7459	-	-	-	-	-	-
3.5196	359	5.3846	-	-	-	-	-	-
3.5294	360	1.6786	-	-	-	-	-	-
3.5392	361	7.1925	-	-	-	-	-	-
3.5490	362	1.6855	-	-	-	-	-	-
3.5588	363	2.1178	-	-	-	-	-	-
3.5686	364	3.2173	-	-	-	-	-	-
3.5784	365	2.4904	-	-	-	-	-	-
3.5882	366	0.7341	-	-	-	-	-	-
3.5980	367	1.6829	-	-	-	-	-	-
3.6078	368	2.9732	-	-	-	-	-	-
3.6176	369	2.2218	-	-	-	-	-	-
3.6275	370	3.5776	-	-	-	-	-	-
3.6373	371	3.1861	-	-	-	-	-	-
3.6471	372	3.4713	-	-	-	-	-	-
3.6569	373	3.5881	-	-	-	-	-	-
3.6667	374	2.0863	-	-	-	-	-	-
3.6765	375	1.8114	-	-	-	-	-	-
3.6863	376	6.5803	-	-	-	-	-	-
3.6961	377	6.3244	-	-	-	-	-	-
3.7059	378	1.4123	-	-	-	-	-	-
3.7157	379	6.1084	-	-	-	-	-	-
3.7255	380	1.0318	-	-	-	-	-	-
3.7353	381	2.3362	-	-	-	-	-	-
3.7451	382	5.2456	-	-	-	-	-	-
3.7549	383	2.9123	-	-	-	-	-	-
3.7647	384	0.894	-	-	-	-	-	-
3.7745	385	0.4678	-	-	-	-	-	-
3.7843	386	1.2149	-	-	-	-	-	-
3.7941	387	5.9688	-	-	-	-	-	-
3.8039	388	4.1268	-	-	-	-	-	-
3.8137	389	5.912	-	-	-	-	-	-
3.8235	390	0.7395	-	-	-	-	-	-
3.8333	391	2.4926	-	-	-	-	-	-
3.8431	392	0.1932	-	-	-	-	-	-
3.8529	393	2.1133	-	-	-	-	-	-
3.8627	394	0.6252	-	-	-	-	-	-
3.8725	395	1.0917	-	-	-	-	-	-
3.8824	396	0.8632	-	-	-	-	-	-
3.8922	397	1.2754	-	-	-	-	-	-
3.9020	398	2.7626	-	-	-	-	-	-
3.9118	399	3.4405	-	-	-	-	-	-
3.9216	400	2.8913	-	-	-	-	-	-
3.9314	401	1.7128	-	-	-	-	-	-
3.9412	402	7.7663	-	-	-	-	-	-
3.9510	403	2.0075	-	-	-	-	-	-
3.9608	404	4.7753	-	-	-	-	-	-
3.9706	405	3.6381	-	-	-	-	-	-
3.9804	406	1.8823	-	-	-	-	-	-
3.9902	407	2.4635	-	-	-	-	-	-
4.0	408	0.1052	0.5362	0.5427	0.5429	0.5083	0.4882	0.4309
4.0098	409	0.3451	-	-	-	-	-	-
4.0196	410	1.6322	-	-	-	-	-	-
4.0294	411	1.0172	-	-	-	-	-	-
4.0392	412	0.3349	-	-	-	-	-	-
4.0490	413	3.2899	-	-	-	-	-	-
4.0588	414	2.4181	-	-	-	-	-	-
4.0686	415	2.087	-	-	-	-	-	-
4.0784	416	1.6162	-	-	-	-	-	-
4.0882	417	0.6417	-	-	-	-	-	-
4.0980	418	0.3975	-	-	-	-	-	-
4.1078	419	1.8162	-	-	-	-	-	-
4.1176	420	0.9521	-	-	-	-	-	-
4.1275	421	1.7726	-	-	-	-	-	-
4.1373	422	4.1018	-	-	-	-	-	-
4.1471	423	0.4848	-	-	-	-	-	-
4.1569	424	0.3066	-	-	-	-	-	-
4.1667	425	1.3922	-	-	-	-	-	-
4.1765	426	1.3455	-	-	-	-	-	-
4.1863	427	2.5684	-	-	-	-	-	-
4.1961	428	2.7308	-	-	-	-	-	-
4.2059	429	6.1926	-	-	-	-	-	-
4.2157	430	0.4893	-	-	-	-	-	-
4.2255	431	0.8947	-	-	-	-	-	-
4.2353	432	3.9226	-	-	-	-	-	-
4.2451	433	0.4447	-	-	-	-	-	-
4.2549	434	1.5509	-	-	-	-	-	-
4.2647	435	0.1494	-	-	-	-	-	-
4.2745	436	0.6653	-	-	-	-	-	-
4.2843	437	1.2474	-	-	-	-	-	-
4.2941	438	1.003	-	-	-	-	-	-
4.3039	439	2.0581	-	-	-	-	-	-
4.3137	440	1.621	-	-	-	-	-	-
4.3235	441	0.354	-	-	-	-	-	-
4.3333	442	2.6752	-	-	-	-	-	-
4.3431	443	1.7156	-	-	-	-	-	-
4.3529	444	1.0886	-	-	-	-	-	-
4.3627	445	1.3605	-	-	-	-	-	-
4.3725	446	2.3739	-	-	-	-	-	-
4.3824	447	1.1467	-	-	-	-	-	-
4.3922	448	4.2469	-	-	-	-	-	-
4.4020	449	0.426	-	-	-	-	-	-
4.4118	450	0.697	-	-	-	-	-	-
4.4216	451	0.4556	-	-	-	-	-	-
4.4314	452	4.3441	-	-	-	-	-	-
4.4412	453	0.1128	-	-	-	-	-	-
4.4510	454	0.4467	-	-	-	-	-	-
4.4608	455	1.1093	-	-	-	-	-	-
4.4706	456	6.4229	-	-	-	-	-	-
4.4804	457	1.907	-	-	-	-	-	-
4.4902	458	2.1577	-	-	-	-	-	-
4.5	459	0.2015	-	-	-	-	-	-
4.5098	460	0.2782	-	-	-	-	-	-
4.5196	461	4.7503	-	-	-	-	-	-
4.5294	462	2.8296	-	-	-	-	-	-
4.5392	463	1.0601	-	-	-	-	-	-
4.5490	464	2.0974	-	-	-	-	-	-
4.5588	465	0.6219	-	-	-	-	-	-
4.5686	466	1.8882	-	-	-	-	-	-
4.5784	467	3.3879	-	-	-	-	-	-
4.5882	468	0.1579	-	-	-	-	-	-
4.5980	469	0.3244	-	-	-	-	-	-
4.6078	470	1.2288	-	-	-	-	-	-
4.6176	471	1.1257	-	-	-	-	-	-
4.6275	472	2.1462	-	-	-	-	-	-
4.6373	473	1.5341	-	-	-	-	-	-
4.6471	474	1.8499	-	-	-	-	-	-
4.6569	475	0.9148	-	-	-	-	-	-
4.6667	476	5.8209	-	-	-	-	-	-
4.6765	477	3.0442	-	-	-	-	-	-
4.6863	478	2.2646	-	-	-	-	-	-
4.6961	479	0.7703	-	-	-	-	-	-
4.7059	480	0.095	-	-	-	-	-	-
4.7157	481	3.467	-	-	-	-	-	-
4.7255	482	1.917	-	-	-	-	-	-
4.7353	483	1.854	-	-	-	-	-	-
4.7451	484	4.401	-	-	-	-	-	-
4.7549	485	0.8289	-	-	-	-	-	-
4.7647	486	1.4017	-	-	-	-	-	-
4.7745	487	3.4552	-	-	-	-	-	-
4.7843	488	2.5176	-	-	-	-	-	-
4.7941	489	4.1714	-	-	-	-	-	-
4.8039	490	3.3605	-	-	-	-	-	-
4.8137	491	0.6329	-	-	-	-	-	-
4.8235	492	0.4342	-	-	-	-	-	-
4.8333	493	1.2999	-	-	-	-	-	-
4.8431	494	3.3324	-	-	-	-	-	-
4.8529	495	0.8587	-	-	-	-	-	-
4.8627	496	4.4243	-	-	-	-	-	-
4.8725	497	0.606	-	-	-	-	-	-
4.8824	498	1.8828	-	-	-	-	-	-
4.8922	499	1.5326	-	-	-	-	-	-
4.9020	500	1.0877	-	-	-	-	-	-
4.9118	501	0.5801	-	-	-	-	-	-
4.9216	502	1.6975	-	-	-	-	-	-
4.9314	503	2.137	-	-	-	-	-	-
4.9412	504	0.2077	-	-	-	-	-	-
4.9510	505	2.5208	-	-	-	-	-	-
4.9608	506	1.6699	-	-	-	-	-	-
4.9706	507	1.9674	-	-	-	-	-	-
4.9804	508	2.0502	-	-	-	-	-	-
4.9902	509	3.2448	-	-	-	-	-	-
5.0	510	0.9598	0.5398	0.5410	0.5305	0.5149	0.4735	0.4376
5.0098	511	1.1768	-	-	-	-	-	-
5.0196	512	1.9281	-	-	-	-	-	-
5.0294	513	2.1877	-	-	-	-	-	-
5.0392	514	0.1436	-	-	-	-	-	-
5.0490	515	5.5032	-	-	-	-	-	-
5.0588	516	0.7393	-	-	-	-	-	-
5.0686	517	0.1758	-	-	-	-	-	-
5.0784	518	1.0376	-	-	-	-	-	-
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5.0980	520	0.599	-	-	-	-	-	-
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5.1176	522	0.8724	-	-	-	-	-	-
5.1275	523	1.7786	-	-	-	-	-	-
5.1373	524	1.1583	-	-	-	-	-	-
5.1471	525	1.6597	-	-	-	-	-	-
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5.1667	527	1.0337	-	-	-	-	-	-
5.1765	528	1.3722	-	-	-	-	-	-
5.1863	529	4.702	-	-	-	-	-	-
5.1961	530	1.9939	-	-	-	-	-	-
5.2059	531	1.8056	-	-	-	-	-	-
5.2157	532	0.84	-	-	-	-	-	-
5.2255	533	1.3357	-	-	-	-	-	-
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5.2451	535	1.9759	-	-	-	-	-	-
5.2549	536	3.5364	-	-	-	-	-	-
5.2647	537	2.4263	-	-	-	-	-	-
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5.3039	541	1.6336	-	-	-	-	-	-
5.3137	542	0.5501	-	-	-	-	-	-
5.3235	543	0.3524	-	-	-	-	-	-
5.3333	544	2.2072	-	-	-	-	-	-
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5.3529	546	0.2931	-	-	-	-	-	-
5.3627	547	3.0659	-	-	-	-	-	-
5.3725	548	4.3941	-	-	-	-	-	-
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5.4020	551	0.3234	-	-	-	-	-	-
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5.4412	555	2.3928	-	-	-	-	-	-
5.4510	556	0.1915	-	-	-	-	-	-
5.4608	557	0.8306	-	-	-	-	-	-
5.4706	558	0.3044	-	-	-	-	-	-
5.4804	559	2.031	-	-	-	-	-	-
5.4902	560	0.094	-	-	-	-	-	-
5.5	561	1.7682	-	-	-	-	-	-
5.5098	562	0.1988	-	-	-	-	-	-
5.5196	563	3.5462	-	-	-	-	-	-
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5.5784	569	1.6965	-	-	-	-	-	-
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5.6078	572	1.6501	-	-	-	-	-	-
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5.6471	576	0.3	-	-	-	-	-	-
5.6569	577	1.4371	-	-	-	-	-	-
5.6667	578	1.0097	-	-	-	-	-	-
5.6765	579	1.154	-	-	-	-	-	-
5.6863	580	2.3609	-	-	-	-	-	-
5.6961	581	1.4063	-	-	-	-	-	-
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5.9510	607	1.0022	-	-	-	-	-	-
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5.9804	610	1.466	-	-	-	-	-	-
5.9902	611	1.6886	-	-	-	-	-	-
6.0	612	0.0075	0.5460	0.5573	0.5504	0.5377	0.5031	0.4622
6.0098	613	2.9338	-	-	-	-	-	-
6.0196	614	0.4003	-	-	-	-	-	-
6.0294	615	0.7203	-	-	-	-	-	-
6.0392	616	0.0941	-	-	-	-	-	-
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6.0588	618	1.827	-	-	-	-	-	-
6.0686	619	1.7858	-	-	-	-	-	-
6.0784	620	0.1243	-	-	-	-	-	-
6.0882	621	3.4995	-	-	-	-	-	-
6.0980	622	2.243	-	-	-	-	-	-
6.1078	623	2.3023	-	-	-	-	-	-
6.1176	624	0.1504	-	-	-	-	-	-
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6.1667	629	0.1287	-	-	-	-	-	-
6.1765	630	0.5132	-	-	-	-	-	-
6.1863	631	1.6294	-	-	-	-	-	-
6.1961	632	3.0269	-	-	-	-	-	-
6.2059	633	0.1832	-	-	-	-	-	-
6.2157	634	0.1013	-	-	-	-	-	-
6.2255	635	2.2236	-	-	-	-	-	-
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6.2549	638	0.4776	-	-	-	-	-	-
6.2647	639	0.3226	-	-	-	-	-	-
6.2745	640	1.3842	-	-	-	-	-	-
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6.2941	642	2.6577	-	-	-	-	-	-
6.3039	643	1.8295	-	-	-	-	-	-
6.3137	644	0.6483	-	-	-	-	-	-
6.3235	645	0.671	-	-	-	-	-	-
6.3333	646	1.4637	-	-	-	-	-	-
6.3431	647	3.4489	-	-	-	-	-	-
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6.3627	649	0.0927	-	-	-	-	-	-
6.3725	650	0.2907	-	-	-	-	-	-
6.3824	651	1.884	-	-	-	-	-	-
6.3922	652	3.2645	-	-	-	-	-	-
6.4020	653	0.7554	-	-	-	-	-	-
6.4118	654	1.1387	-	-	-	-	-	-
6.4216	655	0.2648	-	-	-	-	-	-
6.4314	656	0.2713	-	-	-	-	-	-
6.4412	657	0.9713	-	-	-	-	-	-
6.4510	658	2.1971	-	-	-	-	-	-
6.4608	659	0.687	-	-	-	-	-	-
6.4706	660	3.149	-	-	-	-	-	-
6.4804	661	0.7407	-	-	-	-	-	-
6.4902	662	0.3483	-	-	-	-	-	-
6.5	663	0.4235	-	-	-	-	-	-
6.5098	664	2.3466	-	-	-	-	-	-
6.5196	665	0.108	-	-	-	-	-	-
6.5294	666	0.1696	-	-	-	-	-	-
6.5392	667	1.1348	-	-	-	-	-	-
6.5490	668	0.1783	-	-	-	-	-	-
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6.5686	670	0.2698	-	-	-	-	-	-
6.5784	671	0.7624	-	-	-	-	-	-
6.5882	672	1.9315	-	-	-	-	-	-
6.5980	673	1.4153	-	-	-	-	-	-
6.6078	674	0.0972	-	-	-	-	-	-
6.6176	675	0.6259	-	-	-	-	-	-
6.6275	676	0.1532	-	-	-	-	-	-
6.6373	677	1.5359	-	-	-	-	-	-
6.6471	678	3.6835	-	-	-	-	-	-
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6.6863	682	4.545	-	-	-	-	-	-
6.6961	683	4.13	-	-	-	-	-	-
6.7059	684	5.5336	-	-	-	-	-	-
6.7157	685	0.4967	-	-	-	-	-	-
6.7255	686	6.8419	-	-	-	-	-	-
6.7353	687	2.141	-	-	-	-	-	-
6.7451	688	0.4577	-	-	-	-	-	-
6.7549	689	1.3861	-	-	-	-	-	-
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6.7745	691	0.3602	-	-	-	-	-	-
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6.8039	694	0.7028	-	-	-	-	-	-
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6.8235	696	4.9585	-	-	-	-	-	-
6.8333	697	1.8145	-	-	-	-	-	-
6.8431	698	0.5992	-	-	-	-	-	-
6.8529	699	0.3326	-	-	-	-	-	-
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6.8922	703	0.6391	-	-	-	-	-	-
6.9020	704	0.4043	-	-	-	-	-	-
6.9118	705	3.0587	-	-	-	-	-	-
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6.9510	709	2.7437	-	-	-	-	-	-
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6.9804	712	3.4652	-	-	-	-	-	-
6.9902	713	1.0678	-	-	-	-	-	-
7.0	714	0.0745	0.5512	0.5564	0.5439	0.5374	0.5045	0.4774
7.0098	715	0.4542	-	-	-	-	-	-
7.0196	716	1.7377	-	-	-	-	-	-
7.0294	717	0.7405	-	-	-	-	-	-
7.0392	718	0.2791	-	-	-	-	-	-
7.0490	719	0.655	-	-	-	-	-	-
7.0588	720	0.6784	-	-	-	-	-	-
7.0686	721	2.269	-	-	-	-	-	-
7.0784	722	1.7147	-	-	-	-	-	-
7.0882	723	1.2439	-	-	-	-	-	-
7.0980	724	0.6956	-	-	-	-	-	-
7.1078	725	1.5403	-	-	-	-	-	-
7.1176	726	0.8351	-	-	-	-	-	-
7.1275	727	0.4354	-	-	-	-	-	-
7.1373	728	0.0799	-	-	-	-	-	-
7.1471	729	0.2014	-	-	-	-	-	-
7.1569	730	0.0683	-	-	-	-	-	-
7.1667	731	0.2685	-	-	-	-	-	-
7.1765	732	0.5861	-	-	-	-	-	-
7.1863	733	0.2006	-	-	-	-	-	-
7.1961	734	0.4644	-	-	-	-	-	-
7.2059	735	0.4079	-	-	-	-	-	-
7.2157	736	2.1752	-	-	-	-	-	-
7.2255	737	0.6598	-	-	-	-	-	-
7.2353	738	0.3968	-	-	-	-	-	-
7.2451	739	2.0319	-	-	-	-	-	-
7.2549	740	1.414	-	-	-	-	-	-
7.2647	741	0.972	-	-	-	-	-	-
7.2745	742	0.8023	-	-	-	-	-	-
7.2843	743	0.0865	-	-	-	-	-	-
7.2941	744	0.5504	-	-	-	-	-	-
7.3039	745	0.1786	-	-	-	-	-	-
7.3137	746	0.0577	-	-	-	-	-	-
7.3235	747	0.2733	-	-	-	-	-	-
7.3333	748	0.1569	-	-	-	-	-	-
7.3431	749	0.8364	-	-	-	-	-	-
7.3529	750	0.4199	-	-	-	-	-	-
7.3627	751	0.1372	-	-	-	-	-	-
7.3725	752	0.5961	-	-	-	-	-	-
7.3824	753	0.5606	-	-	-	-	-	-
7.3922	754	0.3691	-	-	-	-	-	-
7.4020	755	0.2112	-	-	-	-	-	-
7.4118	756	0.1481	-	-	-	-	-	-
7.4216	757	0.4519	-	-	-	-	-	-
7.4314	758	0.0891	-	-	-	-	-	-
7.4412	759	0.6373	-	-	-	-	-	-
7.4510	760	0.2603	-	-	-	-	-	-
7.4608	761	0.1376	-	-	-	-	-	-
7.4706	762	0.8313	-	-	-	-	-	-
7.4804	763	0.6816	-	-	-	-	-	-
7.4902	764	0.2357	-	-	-	-	-	-
7.5	765	1.0941	-	-	-	-	-	-
7.5098	766	0.1432	-	-	-	-	-	-
7.5196	767	1.3971	-	-	-	-	-	-
7.5294	768	0.085	-	-	-	-	-	-
7.5392	769	0.1028	-	-	-	-	-	-
7.5490	770	1.3943	-	-	-	-	-	-
7.5588	771	0.3034	-	-	-	-	-	-
7.5686	772	0.1066	-	-	-	-	-	-
7.5784	773	0.3826	-	-	-	-	-	-
7.5882	774	2.9294	-	-	-	-	-	-
7.5980	775	0.3147	-	-	-	-	-	-
7.6078	776	0.2727	-	-	-	-	-	-
7.6176	777	0.8388	-	-	-	-	-	-
7.6275	778	0.7989	-	-	-	-	-	-
7.6373	779	0.6952	-	-	-	-	-	-
7.6471	780	0.3426	-	-	-	-	-	-
7.6569	781	0.2356	-	-	-	-	-	-
7.6667	782	1.9497	-	-	-	-	-	-
7.6765	783	0.1705	-	-	-	-	-	-
7.6863	784	0.0647	-	-	-	-	-	-
7.6961	785	1.5847	-	-	-	-	-	-
7.7059	786	1.5402	-	-	-	-	-	-
7.7157	787	1.4899	-	-	-	-	-	-
7.7255	788	0.2314	-	-	-	-	-	-
7.7353	789	0.2176	-	-	-	-	-	-
7.7451	790	0.213	-	-	-	-	-	-
7.7549	791	0.1569	-	-	-	-	-	-
7.7647	792	1.2804	-	-	-	-	-	-
7.7745	793	0.5637	-	-	-	-	-	-
7.7843	794	1.8881	-	-	-	-	-	-
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7.8039	796	2.1347	-	-	-	-	-	-
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7.8235	798	0.7448	-	-	-	-	-	-
7.8333	799	0.4868	-	-	-	-	-	-
7.8431	800	0.4079	-	-	-	-	-	-
7.8529	801	0.4587	-	-	-	-	-	-
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7.9020	806	1.4083	-	-	-	-	-	-
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7.9216	808	1.7572	-	-	-	-	-	-
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7.9412	810	1.0738	-	-	-	-	-	-
7.9510	811	4.2591	-	-	-	-	-	-
7.9608	812	0.2817	-	-	-	-	-	-
7.9706	813	4.4951	-	-	-	-	-	-
7.9804	814	0.2119	-	-	-	-	-	-
7.9902	815	0.6086	-	-	-	-	-	-
8.0	816	0.0476	0.5521	0.5556	0.5462	0.5374	0.5033	0.4851
8.0098	817	0.8563	-	-	-	-	-	-
8.0196	818	0.7961	-	-	-	-	-	-
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8.0392	820	0.1805	-	-	-	-	-	-
8.0490	821	0.4718	-	-	-	-	-	-
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8.0686	823	0.3712	-	-	-	-	-	-
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8.0882	825	0.5099	-	-	-	-	-	-
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8.1176	828	1.2681	-	-	-	-	-	-
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8.1373	830	0.354	-	-	-	-	-	-
8.1471	831	0.4248	-	-	-	-	-	-
8.1569	832	0.6051	-	-	-	-	-	-
8.1667	833	0.5927	-	-	-	-	-	-
8.1765	834	0.8834	-	-	-	-	-	-
8.1863	835	0.7545	-	-	-	-	-	-
8.1961	836	0.5309	-	-	-	-	-	-
8.2059	837	0.6324	-	-	-	-	-	-
8.2157	838	0.1074	-	-	-	-	-	-
8.2255	839	1.5831	-	-	-	-	-	-
8.2353	840	0.0787	-	-	-	-	-	-
8.2451	841	0.1396	-	-	-	-	-	-
8.2549	842	2.757	-	-	-	-	-	-
8.2647	843	0.4178	-	-	-	-	-	-
8.2745	844	0.0328	-	-	-	-	-	-
8.2843	845	0.1078	-	-	-	-	-	-
8.2941	846	1.2134	-	-	-	-	-	-
8.3039	847	2.043	-	-	-	-	-	-
8.3137	848	1.2416	-	-	-	-	-	-
8.3235	849	0.3595	-	-	-	-	-	-
8.3333	850	0.203	-	-	-	-	-	-
8.3431	851	1.0074	-	-	-	-	-	-
8.3529	852	0.4635	-	-	-	-	-	-
8.3627	853	1.2737	-	-	-	-	-	-
8.3725	854	0.3156	-	-	-	-	-	-
8.3824	855	0.2234	-	-	-	-	-	-
8.3922	856	2.3354	-	-	-	-	-	-
8.4020	857	0.0932	-	-	-	-	-	-
8.4118	858	1.1709	-	-	-	-	-	-
8.4216	859	0.0524	-	-	-	-	-	-
8.4314	860	0.6069	-	-	-	-	-	-
8.4412	861	0.134	-	-	-	-	-	-
8.4510	862	0.103	-	-	-	-	-	-
8.4608	863	0.4228	-	-	-	-	-	-
8.4706	864	0.2694	-	-	-	-	-	-
8.4804	865	0.8675	-	-	-	-	-	-
8.4902	866	0.0473	-	-	-	-	-	-
8.5	867	1.5123	-	-	-	-	-	-
8.5098	868	0.1701	-	-	-	-	-	-
8.5196	869	0.2643	-	-	-	-	-	-
8.5294	870	0.3825	-	-	-	-	-	-
8.5392	871	0.8721	-	-	-	-	-	-
8.5490	872	0.4029	-	-	-	-	-	-
8.5588	873	0.6358	-	-	-	-	-	-
8.5686	874	1.4352	-	-	-	-	-	-
8.5784	875	3.0679	-	-	-	-	-	-
8.5882	876	0.3414	-	-	-	-	-	-
8.5980	877	0.0676	-	-	-	-	-	-
8.6078	878	0.2983	-	-	-	-	-	-
8.6176	879	0.661	-	-	-	-	-	-
8.6275	880	0.8606	-	-	-	-	-	-
8.6373	881	1.0992	-	-	-	-	-	-
8.6471	882	0.5299	-	-	-	-	-	-
8.6569	883	0.8567	-	-	-	-	-	-
8.6667	884	0.0464	-	-	-	-	-	-
8.6765	885	4.8367	-	-	-	-	-	-
8.6863	886	0.1096	-	-	-	-	-	-
8.6961	887	1.0106	-	-	-	-	-	-
8.7059	888	0.503	-	-	-	-	-	-
8.7157	889	0.5452	-	-	-	-	-	-
8.7255	890	0.0479	-	-	-	-	-	-
8.7353	891	0.1997	-	-	-	-	-	-
8.7451	892	1.6794	-	-	-	-	-	-
8.7549	893	0.3959	-	-	-	-	-	-
8.7647	894	0.124	-	-	-	-	-	-
8.7745	895	0.0321	-	-	-	-	-	-
8.7843	896	0.0465	-	-	-	-	-	-
8.7941	897	1.7601	-	-	-	-	-	-
8.8039	898	1.4143	-	-	-	-	-	-
8.8137	899	0.5717	-	-	-	-	-	-
8.8235	900	0.1885	-	-	-	-	-	-
8.8333	901	0.0329	-	-	-	-	-	-
8.8431	902	0.8594	-	-	-	-	-	-
8.8529	903	0.2483	-	-	-	-	-	-
8.8627	904	0.3048	-	-	-	-	-	-
8.8725	905	0.2954	-	-	-	-	-	-
8.8824	906	0.0401	-	-	-	-	-	-
8.8922	907	0.8687	-	-	-	-	-	-
8.9020	908	0.1259	-	-	-	-	-	-
8.9118	909	0.1995	-	-	-	-	-	-
8.9216	910	0.7339	-	-	-	-	-	-
8.9314	911	0.614	-	-	-	-	-	-
8.9412	912	0.7818	-	-	-	-	-	-
8.9510	913	0.1676	-	-	-	-	-	-
8.9608	914	0.2969	-	-	-	-	-	-
8.9706	915	0.2982	-	-	-	-	-	-
8.9804	916	0.1581	-	-	-	-	-	-
8.9902	917	1.218	-	-	-	-	-	-
9.0	918	1.4346	0.5584	0.5632	0.5544	0.5341	0.5061	0.4862
9.0098	919	1.3829	-	-	-	-	-	-
9.0196	920	0.66	-	-	-	-	-	-
9.0294	921	1.1933	-	-	-	-	-	-
9.0392	922	2.1405	-	-	-	-	-	-
9.0490	923	2.2798	-	-	-	-	-	-
9.0588	924	1.0026	-	-	-	-	-	-
9.0686	925	0.1313	-	-	-	-	-	-
9.0784	926	0.8387	-	-	-	-	-	-
9.0882	927	0.2706	-	-	-	-	-	-
9.0980	928	1.2225	-	-	-	-	-	-
9.1078	929	0.4177	-	-	-	-	-	-
9.1176	930	0.1102	-	-	-	-	-	-
9.1275	931	0.3428	-	-	-	-	-	-
9.1373	932	0.178	-	-	-	-	-	-
9.1471	933	1.0469	-	-	-	-	-	-
9.1569	934	1.0711	-	-	-	-	-	-
9.1667	935	1.2592	-	-	-	-	-	-
9.1765	936	0.4589	-	-	-	-	-	-
9.1863	937	0.0413	-	-	-	-	-	-
9.1961	938	0.119	-	-	-	-	-	-
9.2059	939	1.8376	-	-	-	-	-	-
9.2157	940	0.0359	-	-	-	-	-	-
9.2255	941	0.1707	-	-	-	-	-	-
9.2353	942	2.9861	-	-	-	-	-	-
9.2451	943	0.0806	-	-	-	-	-	-
9.2549	944	0.2299	-	-	-	-	-	-
9.2647	945	0.0742	-	-	-	-	-	-
9.2745	946	0.3245	-	-	-	-	-	-
9.2843	947	0.2226	-	-	-	-	-	-
9.2941	948	0.2429	-	-	-	-	-	-
9.3039	949	0.259	-	-	-	-	-	-
9.3137	950	0.0743	-	-	-	-	-	-
9.3235	951	0.1357	-	-	-	-	-	-
9.3333	952	0.5285	-	-	-	-	-	-
9.3431	953	0.154	-	-	-	-	-	-
9.3529	954	0.0586	-	-	-	-	-	-
9.3627	955	0.1569	-	-	-	-	-	-
9.3725	956	0.3171	-	-	-	-	-	-
9.3824	957	0.0161	-	-	-	-	-	-
9.3922	958	0.0415	-	-	-	-	-	-
9.4020	959	2.5649	-	-	-	-	-	-
9.4118	960	0.2358	-	-	-	-	-	-
9.4216	961	0.6078	-	-	-	-	-	-
9.4314	962	1.802	-	-	-	-	-	-
9.4412	963	0.0035	-	-	-	-	-	-
9.4510	964	0.3974	-	-	-	-	-	-
9.4608	965	1.8158	-	-	-	-	-	-
9.4706	966	0.8078	-	-	-	-	-	-
9.4804	967	0.0497	-	-	-	-	-	-
9.4902	968	0.8231	-	-	-	-	-	-
9.5	969	0.3436	-	-	-	-	-	-
9.5098	970	1.7315	-	-	-	-	-	-
9.5196	971	0.9816	-	-	-	-	-	-
9.5294	972	1.2535	-	-	-	-	-	-
9.5392	973	0.1249	-	-	-	-	-	-
9.5490	974	0.3484	-	-	-	-	-	-
9.5588	975	0.2927	-	-	-	-	-	-
9.5686	976	1.5592	-	-	-	-	-	-
9.5784	977	0.4511	-	-	-	-	-	-
9.5882	978	0.4105	-	-	-	-	-	-
9.5980	979	0.1007	-	-	-	-	-	-
9.6078	980	1.0741	-	-	-	-	-	-
9.6176	981	0.4839	-	-	-	-	-	-
9.6275	982	0.1092	-	-	-	-	-	-
9.6373	983	2.4432	-	-	-	-	-	-
9.6471	984	0.1773	-	-	-	-	-	-
9.6569	985	0.1584	-	-	-	-	-	-
9.6667	986	0.1581	-	-	-	-	-	-
9.6765	987	0.1331	-	-	-	-	-	-
9.6863	988	0.1053	-	-	-	-	-	-
9.6961	989	0.1884	-	-	-	-	-	-
9.7059	990	0.1585	-	-	-	-	-	-
9.7157	991	0.0562	-	-	-	-	-	-
9.7255	992	0.1197	-	-	-	-	-	-
9.7353	993	0.2471	-	-	-	-	-	-
9.7451	994	1.7135	-	-	-	-	-	-
9.7549	995	0.0801	-	-	-	-	-	-
9.7647	996	0.2973	-	-	-	-	-	-
9.7745	997	0.062	-	-	-	-	-	-
9.7843	998	2.3336	-	-	-	-	-	-
9.7941	999	1.7538	-	-	-	-	-	-
9.8039	1000	0.2638	-	-	-	-	-	-
9.8137	1001	0.7697	-	-	-	-	-	-
9.8235	1002	0.3561	-	-	-	-	-	-
9.8333	1003	0.1987	-	-	-	-	-	-
9.8431	1004	0.3988	-	-	-	-	-	-
9.8529	1005	0.0579	-	-	-	-	-	-
9.8627	1006	0.1217	-	-	-	-	-	-
9.8725	1007	1.1973	-	-	-	-	-	-
9.8824	1008	2.085	-	-	-	-	-	-
9.8922	1009	0.7251	-	-	-	-	-	-
9.9020	1010	0.1544	-	-	-	-	-	-
9.9118	1011	0.0993	-	-	-	-	-	-
9.9216	1012	0.5318	-	-	-	-	-	-
9.9314	1013	0.0847	-	-	-	-	-	-
9.9412	1014	2.1554	-	-	-	-	-	-
9.9510	1015	0.287	-	-	-	-	-	-
9.9608	1016	0.0654	-	-	-	-	-	-
9.9706	1017	4.5422	-	-	-	-	-	-
9.9804	1018	0.6639	-	-	-	-	-	-
9.9902	1019	0.0347	-	-	-	-	-	-
10.0	1020	0.1511	0.5529	0.5576	0.5521	0.5352	0.5041	0.4886

• 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}
}