Model: IoannisKat1/legal-bert-base-uncased-new
Author: IoannisKat1
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:391, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, en, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:nlpaueb/legal-bert-base-uncased, base_model:finetune:nlpaueb/legal-bert-base-uncased, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: nlpaueb/legal-bert-base-uncased
Card metadata: language: en
license: apache-2.0
tags: sentence-transformers, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:391, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: nlpaueb/legal-bert-base-uncased
widget: source_sentence: What does 'personal data breach' entail?
sentences: 1.Processing of personal data revealing racial or ethnic origin, political opinions, religious or philosophical beliefs, or trade union membership, and the processing of genetic data, biometric data for the purpose of uniquely identifying a natural person, data concerning health or data concerning a natural person's sex life or sexual orientation shall be prohibited.
2.Paragraph 1 shall not apply if one of the following applies: (a)  the data subject has given explicit consent to the processing of those personal data for one or more specified purposes, except where Union or Member State law provide that the prohibition referred to in paragraph 1 may not be lifted by the data subject; (b)  processing is necessary for the purposes of carrying out the obligations and exercising specific rights of the controller or of the data subject in the field of employment and social security and social protection law in so far as it is authorised by Union or Member State law or a collective agreement pursuant to Member State law providing for appropriate safeguards for the fundamental rights and the interests of the data subject; (c)  processing is necessary to protect the vital interests of the data subject or of another natural person where the data subject is physically or legally incapable of giving consent; (d)  processing is carried out in the course of its legitimate activities with appropriate safeguards by a foundation, association or any other not-for-profit body with a political, philosophical, religious or trade union aim and on condition that the processing relates solely to the members or to former members of the body or to persons who have regular contact with it in connection with its purposes and that the personal data are not disclosed outside that body without the consent of the data subjects; (e)  processing relates to personal data which are manifestly made public by the data subject; (f)  processing is necessary for the establishment, exercise or defence of legal claims or whenever courts are acting in their judicial capacity; (g)  processing is necessary for reasons of substantial public interest, on the basis of Union or Member State law which shall be proportionate to the aim pursued, respect the essence of the right to data protection and provide for suitable and specific measures to safeguard the fundamental rights and the interests of the data subject; (h)  processing is necessary for the purposes of preventive or occupational medicine, for the assessment of the working capacity of the employee, medical diagnosis, the provision of health or social care or treatment or the management of health or social care systems and services on the basis of Union or Member State law or pursuant to contract with a health professional and subject to the conditions and safeguards referred to in paragraph 3; (i)  processing is necessary for reasons of public interest in the area of public health, such as protecting against serious cross-border threats to health or ensuring high standards of quality and safety of health care and of medicinal products or medical devices, on the basis of Union or Member State law which provides for suitable and specific measures to safeguard the rights and freedoms of the data subject, in particular professional secrecy; 4.5.2016 L 119/38   (j)  processing is necessary for archiving purposes in the public interest, scientific or historical research purposes or statistical purposes in accordance with Article 89(1) based on Union or Member State law which shall be proportionate to the aim pursued, respect the essence of the right to data protection and provide for suitable and specific measures to safeguard the fundamental rights and the interests of the data subject.
3.Personal data referred to in paragraph 1 may be processed for the purposes referred to in point (h) of paragraph 2 when those data are processed by or under the responsibility of a professional subject to the obligation of professional secrecy under Union or Member State law or rules established by national competent bodies or by another person also subject to an obligation of secrecy under Union or Member State law or rules established by national competent bodies.
4.Member States may maintain or introduce further conditions, including limitations, with regard to the processing of genetic data, biometric data or data concerning health., 1) 'personal data' means any information relating to an identified or identifiable natural person ('data subject'); an identifiable natural person is one who can be identified, directly or indirectly, in particular by reference to an identifier such as a name, an identification number, location data, an online identifier or to one or more factors specific to the physical, physiological, genetic, mental, economic, cultural or social identity of that natural person;
(2) ‘processing’ means any operation or set of operations which is performed on personal data or on sets of personal data, whether or not by automated means, such as collection, recording, organisation, structuring, storage, adaptation or alteration, retrieval, consultation, use, disclosure by transmission, dissemination or otherwise making available, alignment or combination, restriction, erasure or destruction;
(3) ‘restriction of processing’ means the marking of stored personal data with the aim of limiting their processing in the future;
(4) ‘profiling’ means any form of automated processing of personal data consisting of the use of personal data to evaluate certain personal aspects relating to a natural person, in particular to analyse or predict aspects concerning that natural person's performance at work, economic situation, health, personal preferences, interests, reliability, behaviour, location or movements;
(5) ‘pseudonymisation’ means the processing of personal data in such a manner that the personal data can no longer be attributed to a specific data subject without the use of additional information, provided that such additional information is kept separately and is subject to technical and organisational measures to ensure that the personal data are not attributed to an identified or identifiable natural person;
(6) ‘filing system’ means any structured set of personal data which are accessible according to specific criteria, whether centralised, decentralised or dispersed on a functional or geographical basis;
(7) ‘controller’ means the natural or legal person, public authority, agency or other body which, alone or jointly with others, determines the purposes and means of the processing of personal data; where the purposes and means of such processing are determined by Union or Member State law, the controller or the specific criteria for its nomination may be provided for by Union or Member State law;
(8) ‘processor’ means a natural or legal person, public authority, agency or other body which processes personal data on behalf of the controller;
(9) ‘recipient’ means a natural or legal person, public authority, agency or another body, to which the personal data are disclosed, whether a third party or not. However, public authorities which may receive personal data in the framework of a particular inquiry in accordance with Union or Member State law shall not be regarded as recipients; the processing of those data by those public authorities shall be in compliance with the applicable data protection rules according to the purposes of the processing;
(10) ‘third party’ means a natural or legal person, public authority, agency or body other than the data subject, controller, processor and persons who, under the direct authority of the controller or processor, are authorised to process personal data;
(11) ‘consent’ of the data subject means any freely given, specific, informed and unambiguous indication of the data subject's wishes by which he or she, by a statement or by a clear affirmative action, signifies agreement to the processing of personal data relating to him or her;
(12) ‘personal data breach’ means a breach of security leading to the accidental or unlawful destruction, loss, alteration, unauthorised disclosure of, or access to, personal data transmitted, stored or otherwise processed;
(13) ‘genetic data’ means personal data relating to the inherited or acquired genetic characteristics of a natural person which give unique information about the physiology or the health of that natural person and which result, in particular, from an analysis of a biological sample from the natural person in question;
(14) ‘biometric data’ means personal data resulting from specific technical processing relating to the physical, physiological or behavioural characteristics of a natural person, which allow or confirm the unique identification of that natural person, such as facial images or dactyloscopic data;
(15) ‘data concerning health’ means personal data related to the physical or mental health of a natural person, including the provision of health care services, which reveal information about his or her health status;
(16) ‘main establishment’ means: (a) as regards a controller with establishments in more than one Member State, the place of its central administration in the Union, unless the decisions on the purposes and means of the processing of personal data are taken in another establishment of the controller in the Union and the latter establishment has the power to have such decisions implemented, in which case the establishment having taken such decisions is to be considered to be the main establishment; (b) as regards a processor with establishments in more than one Member State, the place of its central administration in the Union, or, if the processor has no central administration in the Union, the establishment of the processor in the Union where the main processing activities in the context of the activities of an establishment of the processor take place to the extent that the processor is subject to specific obligations under this Regulation;
(17) ‘representative’ means a natural or legal person established in the Union who, designated by the controller or processor in writing pursuant to Article 27, represents the controller or processor with regard to their respective obligations under this Regulation;
(18) ‘enterprise’ means a natural or legal person engaged in an economic activity, irrespective of its legal form, including partnerships or associations regularly engaged in an economic activity;
(19) ‘group of undertakings’ means a controlling undertaking and its controlled undertakings;
(20) ‘binding corporate rules’ means personal data protection policies which are adhered to by a controller or processor established on the territory of a Member State for transfers or a set of transfers of personal data to a controller or processor in one or more third countries within a group of undertakings, or group of enterprises engaged in a joint economic activity;
(21) ‘supervisory authority’ means an independent public authority which is established by a Member State pursuant to Article 51;
(22) ‘supervisory authority concerned’ means a supervisory authority which is concerned by the processing of personal data because: (a) the controller or processor is established on the territory of the Member State of that supervisory authority; (b) data subjects residing in the Member State of that supervisory authority are substantially affected or likely to be substantially affected by the processing; or (c) a complaint has been lodged with that supervisory authority;
(23) ‘cross-border processing’ means either: (a) processing of personal data which takes place in the context of the activities of establishments in more than one Member State of a controller or processor in the Union where the controller or processor is established in more than one Member State; or (b) processing of personal data which takes place in the context of the activities of a single establishment of a controller or processor in the Union but which substantially affects or is likely to substantially affect data subjects in more than one Member State.
(24) ‘relevant and reasoned objection’ means an objection to a draft decision as to whether there is an infringement of this Regulation, or whether envisaged action in relation to the controller or processor complies with this Regulation, which clearly demonstrates the significance of the risks posed by the draft decision as regards the fundamental rights and freedoms of data subjects and, where applicable, the free flow of personal data within the Union;
(25) ‘information society service’ means a service as defined in point (b) of Article 1(1) of Directive (EU) 2015/1535 of the European Parliament and of the Council (1);
(26) ‘international organisation’ means an organisation and its subordinate bodies governed by public international law, or any other body which is set up by, or on the basis of, an agreement between two or more countries., Any processing of personal data should be lawful and fair. It should be transparent to natural persons that personal data concerning them are collected, used, consulted or otherwise processed and to what extent the personal data are or will be processed. The principle of transparency requires that any information and communication relating to the processing of those personal data be easily accessible and easy to understand, and that clear and plain language be used. That principle concerns, in particular, information to the data subjects on the identity of the controller and the purposes of the processing and further information to ensure fair and transparent processing in respect of the natural persons concerned and their right to obtain confirmation and communication of personal data concerning them which are being processed. Natural persons should be made aware of risks, rules, safeguards and rights in relation to the processing of personal data and how to exercise their rights in relation to such processing. In particular, the specific purposes for which personal data are processed should be explicit and legitimate and determined at the time of the collection of the personal data. The personal data should be adequate, relevant and limited to what is necessary for the purposes for which they are processed. This requires, in particular, ensuring that the period for which the personal data are stored is limited to a strict minimum. Personal data should be processed only if the purpose of the processing could not reasonably be fulfilled by other means. In order to ensure that the personal data are not kept longer than necessary, time limits should be established by the controller for erasure or for a periodic review. Every reasonable step should be taken to ensure that personal data which are inaccurate are rectified or deleted. Personal data should be processed in a manner that ensures appropriate security and confidentiality of the personal data, including for preventing unauthorised access to or use of personal data and the equipment used for the processing., source_sentence: In what situations could providing information to the data subject be considered impossible or involve a disproportionate effort?
sentences: 1.The controller shall consult the supervisory authority prior to processing where a data protection impact assessment under Article 35 indicates that the processing would result in a high risk in the absence of measures taken by the controller to mitigate the risk.
2.Where the supervisory authority is of the opinion that the intended processing referred to in paragraph 1 would infringe this Regulation, in particular where the controller has insufficiently identified or mitigated the risk, the supervisory authority shall, within period of up to eight weeks of receipt of the request for consultation, provide written advice to the controller and, where applicable to the processor, and may use any of its powers referred to in Article 58. That period may be extended by six weeks, taking into account the complexity of the intended processing. The supervisory authority shall inform the controller and, where applicable, the processor, of any such extension within one month of receipt of the request for consultation together with the reasons for the delay. Those periods may be suspended until the supervisory authority has obtained information it has requested for the purposes of the consultation.
3.When consulting the supervisory authority pursuant to paragraph 1, the controller shall provide the supervisory authority with: (a)  where applicable, the respective responsibilities of the controller, joint controllers and processors involved in the processing, in particular for processing within a group of undertakings; (b)  the purposes and means of the intended processing; (c)  the measures and safeguards provided to protect the rights and freedoms of data subjects pursuant to this Regulation; (d)  where applicable, the contact details of the data protection officer; 4.5.2016 L 119/54   (e)  the data protection impact assessment provided for in Article 35; and (f)  any other information requested by the supervisory authority.
4.Member States shall consult the supervisory authority during the preparation of a proposal for a legislative measure to be adopted by a national parliament, or of a regulatory measure based on such a legislative measure, which relates to processing.
5.Notwithstanding paragraph 1, Member State law may require controllers to consult with, and obtain prior authorisation from, the supervisory authority in relation to processing by a controller for the performance of a task carried out by the controller in the public interest, including processing in relation to social protection and public health, 1.The Member States, the supervisory authorities, the Board and the Commission shall encourage, in particular at Union level, the establishment of data protection certification mechanisms and of data protection seals and marks, for the purpose of demonstrating compliance with this Regulation of processing operations by controllers and processors. The specific needs of micro, small and medium-sized enterprises shall be taken into account. 4.5.2016 L 119/58  
2.In addition to adherence by controllers or processors subject to this Regulation, data protection certification mechanisms, seals or marks approved pursuant to paragraph 5 of this Article may be established for the purpose of demonstrating the existence of appropriate safeguards provided by controllers or processors that are not subject to this Regulation pursuant to Article 3 within the framework of personal data transfers to third countries or international organisations under the terms referred to in point (f) of Article 46(2). Such controllers or processors shall make binding and enforceable commitments, via contractual or other legally binding instruments, to apply those appropriate safeguards, including with regard to the rights of data subjects.
3.The certification shall be voluntary and available via a process that is transparent.
4.A certification pursuant to this Article does not reduce the responsibility of the controller or the processor for compliance with this Regulation and is without prejudice to the tasks and powers of the supervisory authorities which are competent pursuant to Article 55 or 56
5.A certification pursuant to this Article shall be issued by the certification bodies referred to in Article 43 or by the competent supervisory authority, on the basis of criteria approved by that competent supervisory authority pursuant to Article 58(3) or by the Board pursuant to Article 63. Where the criteria are approved by the Board, this may result in a common certification, the European Data Protection Seal.
6.The controller or processor which submits its processing to the certification mechanism shall provide the certification body referred to in Article 43, or where applicable, the competent supervisory authority, with all information and access to its processing activities which are necessary to conduct the certification procedure.
7.Certification shall be issued to a controller or processor for a maximum period of three years and may be renewed, under the same conditions, provided that the relevant requirements continue to be met. Certification shall be withdrawn, as applicable, by the certification bodies referred to in Article 43 or by the competent supervisory authority where the requirements for the certification are not or are no longer met.
8.The Board shall collate all certification mechanisms and data protection seals and marks in a register and shall make them publicly available by any appropriate means., However, it is not necessary to impose the obligation to provide information where the data subject already possesses the information, where the recording or disclosure of the personal data is expressly laid down by law or where the provision of information to the data subject proves to be impossible or would involve a disproportionate effort. The latter could in particular be the case where processing is carried out for archiving purposes in the public interest, scientific or historical research purposes or statistical purposes. In that regard, the number of data subjects, the age of the data and any appropriate safeguards adopted should be taken into consideration., source_sentence: What is the data subject provided with prior to further processing of personal data?
sentences: 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., This Regulation respects and does not prejudice the status under existing constitutional law of churches and religious associations or communities in the Member States, as recognised in Article 17 TFEU., 1) 'personal data' means any information relating to an identified or identifiable natural person ('data subject'); an identifiable natural person is one who can be identified, directly or indirectly, in particular by reference to an identifier such as a name, an identification number, location data, an online identifier or to one or more factors specific to the physical, physiological, genetic, mental, economic, cultural or social identity of that natural person;
(2) ‘processing’ means any operation or set of operations which is performed on personal data or on sets of personal data, whether or not by automated means, such as collection, recording, organisation, structuring, storage, adaptation or alteration, retrieval, consultation, use, disclosure by transmission, dissemination or otherwise making available, alignment or combination, restriction, erasure or destruction;
(3) ‘restriction of processing’ means the marking of stored personal data with the aim of limiting their processing in the future;
(4) ‘profiling’ means any form of automated processing of personal data consisting of the use of personal data to evaluate certain personal aspects relating to a natural person, in particular to analyse or predict aspects concerning that natural person's performance at work, economic situation, health, personal preferences, interests, reliability, behaviour, location or movements;
(5) ‘pseudonymisation’ means the processing of personal data in such a manner that the personal data can no longer be attributed to a specific data subject without the use of additional information, provided that such additional information is kept separately and is subject to technical and organisational measures to ensure that the personal data are not attributed to an identified or identifiable natural person;
(6) ‘filing system’ means any structured set of personal data which are accessible according to specific criteria, whether centralised, decentralised or dispersed on a functional or geographical basis;
(7) ‘controller’ means the natural or legal person, public authority, agency or other body which, alone or jointly with others, determines the purposes and means of the processing of personal data; where the purposes and means of such processing are determined by Union or Member State law, the controller or the specific criteria for its nomination may be provided for by Union or Member State law;
(8) ‘processor’ means a natural or legal person, public authority, agency or other body which processes personal data on behalf of the controller;
(9) ‘recipient’ means a natural or legal person, public authority, agency or another body, to which the personal data are disclosed, whether a third party or not. However, public authorities which may receive personal data in the framework of a particular inquiry in accordance with Union or Member State law shall not be regarded as recipients; the processing of those data by those public authorities shall be in compliance with the applicable data protection rules according to the purposes of the processing;
(10) ‘third party’ means a natural or legal person, public authority, agency or body other than the data subject, controller, processor and persons who, under the direct authority of the controller or processor, are authorised to process personal data;
(11) ‘consent’ of the data subject means any freely given, specific, informed and unambiguous indication of the data subject's wishes by which he or she, by a statement or by a clear affirmative action, signifies agreement to the processing of personal data relating to him or her;
(12) ‘personal data breach’ means a breach of security leading to the accidental or unlawful destruction, loss, alteration, unauthorised disclosure of, or access to, personal data transmitted, stored or otherwise processed;
(13) ‘genetic data’ means personal data relating to the inherited or acquired genetic characteristics of a natural person which give unique information about the physiology or the health of that natural person and which result, in particular, from an analysis of a biological sample from the natural person in question;
(14) ‘biometric data’ means personal data resulting from specific technical processing relating to the physical, physiological or behavioural characteristics of a natural person, which allow or confirm the unique identification of that natural person, such as facial images or dactyloscopic data;
(15) ‘data concerning health’ means personal data related to the physical or mental health of a natural person, including the provision of health care services, which reveal information about his or her health status;
(16) ‘main establishment’ means: (a) as regards a controller with establishments in more than one Member State, the place of its central administration in the Union, unless the decisions on the purposes and means of the processing of personal data are taken in another establishment of the controller in the Union and the latter establishment has the power to have such decisions implemented, in which case the establishment having taken such decisions is to be considered to be the main establishment; (b) as regards a processor with establishments in more than one Member State, the place of its central administration in the Union, or, if the processor has no central administration in the Union, the establishment of the processor in the Union where the main processing activities in the context of the activities of an establishment of the processor take place to the extent that the processor is subject to specific obligations under this Regulation;
(17) ‘representative’ means a natural or legal person established in the Union who, designated by the controller or processor in writing pursuant to Article 27, represents the controller or processor with regard to their respective obligations under this Regulation;
(18) ‘enterprise’ means a natural or legal person engaged in an economic activity, irrespective of its legal form, including partnerships or associations regularly engaged in an economic activity;
(19) ‘group of undertakings’ means a controlling undertaking and its controlled undertakings;
(20) ‘binding corporate rules’ means personal data protection policies which are adhered to by a controller or processor established on the territory of a Member State for transfers or a set of transfers of personal data to a controller or processor in one or more third countries within a group of undertakings, or group of enterprises engaged in a joint economic activity;
(21) ‘supervisory authority’ means an independent public authority which is established by a Member State pursuant to Article 51;
(22) ‘supervisory authority concerned’ means a supervisory authority which is concerned by the processing of personal data because: (a) the controller or processor is established on the territory of the Member State of that supervisory authority; (b) data subjects residing in the Member State of that supervisory authority are substantially affected or likely to be substantially affected by the processing; or (c) a complaint has been lodged with that supervisory authority;
(23) ‘cross-border processing’ means either: (a) processing of personal data which takes place in the context of the activities of establishments in more than one Member State of a controller or processor in the Union where the controller or processor is established in more than one Member State; or (b) processing of personal data which takes place in the context of the activities of a single establishment of a controller or processor in the Union but which substantially affects or is likely to substantially affect data subjects in more than one Member State.
(24) ‘relevant and reasoned objection’ means an objection to a draft decision as to whether there is an infringement of this Regulation, or whether envisaged action in relation to the controller or processor complies with this Regulation, which clearly demonstrates the significance of the risks posed by the draft decision as regards the fundamental rights and freedoms of data subjects and, where applicable, the free flow of personal data within the Union;
(25) ‘information society service’ means a service as defined in point (b) of Article 1(1) of Directive (EU) 2015/1535 of the European Parliament and of the Council (1);
(26) ‘international organisation’ means an organisation and its subordinate bodies governed by public international law, or any other body which is set up by, or on the basis of, an agreement between two or more countries., source_sentence: What type of data may be processed for purposes related to point (h) of paragraph 2?
sentences: 1.Processing of personal data revealing racial or ethnic origin, political opinions, religious or philosophical beliefs, or trade union membership, and the processing of genetic data, biometric data for the purpose of uniquely identifying a natural person, data concerning health or data concerning a natural person's sex life or sexual orientation shall be prohibited.
2.Paragraph 1 shall not apply if one of the following applies: (a)  the data subject has given explicit consent to the processing of those personal data for one or more specified purposes, except where Union or Member State law provide that the prohibition referred to in paragraph 1 may not be lifted by the data subject; (b)  processing is necessary for the purposes of carrying out the obligations and exercising specific rights of the controller or of the data subject in the field of employment and social security and social protection law in so far as it is authorised by Union or Member State law or a collective agreement pursuant to Member State law providing for appropriate safeguards for the fundamental rights and the interests of the data subject; (c)  processing is necessary to protect the vital interests of the data subject or of another natural person where the data subject is physically or legally incapable of giving consent; (d)  processing is carried out in the course of its legitimate activities with appropriate safeguards by a foundation, association or any other not-for-profit body with a political, philosophical, religious or trade union aim and on condition that the processing relates solely to the members or to former members of the body or to persons who have regular contact with it in connection with its purposes and that the personal data are not disclosed outside that body without the consent of the data subjects; (e)  processing relates to personal data which are manifestly made public by the data subject; (f)  processing is necessary for the establishment, exercise or defence of legal claims or whenever courts are acting in their judicial capacity; (g)  processing is necessary for reasons of substantial public interest, on the basis of Union or Member State law which shall be proportionate to the aim pursued, respect the essence of the right to data protection and provide for suitable and specific measures to safeguard the fundamental rights and the interests of the data subject; (h)  processing is necessary for the purposes of preventive or occupational medicine, for the assessment of the working capacity of the employee, medical diagnosis, the provision of health or social care or treatment or the management of health or social care systems and services on the basis of Union or Member State law or pursuant to contract with a health professional and subject to the conditions and safeguards referred to in paragraph 3; (i)  processing is necessary for reasons of public interest in the area of public health, such as protecting against serious cross-border threats to health or ensuring high standards of quality and safety of health care and of medicinal products or medical devices, on the basis of Union or Member State law which provides for suitable and specific measures to safeguard the rights and freedoms of the data subject, in particular professional secrecy; 4.5.2016 L 119/38   (j)  processing is necessary for archiving purposes in the public interest, scientific or historical research purposes or statistical purposes in accordance with Article 89(1) based on Union or Member State law which shall be proportionate to the aim pursued, respect the essence of the right to data protection and provide for suitable and specific measures to safeguard the fundamental rights and the interests of the data subject.
3.Personal data referred to in paragraph 1 may be processed for the purposes referred to in point (h) of paragraph 2 when those data are processed by or under the responsibility of a professional subject to the obligation of professional secrecy under Union or Member State law or rules established by national competent bodies or by another person also subject to an obligation of secrecy under Union or Member State law or rules established by national competent bodies.
4.Member States may maintain or introduce further conditions, including limitations, with regard to the processing of genetic data, biometric data or data concerning health., 1.The data protection officer shall have at least the following tasks: (a)  to inform and advise the controller or the processor and the employees who carry out processing of their obligations pursuant to this Regulation and to other Union or Member State data protection provisions; (b)  to monitor compliance with this Regulation, with other Union or Member State data protection provisions and with the policies of the controller or processor in relation to the protection of personal data, including the assignment of responsibilities, awareness-raising and training of staff involved in processing operations, and the related audits; (c)  to provide advice where requested as regards the data protection impact assessment and monitor its performance pursuant to Article 35; (d)  to cooperate with the supervisory authority; (e)  to act as the contact point for the supervisory authority on issues relating to processing, including the prior consultation referred to in Article 36, and to consult, where appropriate, with regard to any other matter.
2.The data protection officer shall in the performance of his or her tasks have due regard to the risk associated with processing operations, taking into account the nature, scope, context and purposes of processing. Section 5 Codes of conduct and certification, Processing should be lawful where it is necessary in the context of a contract or the intention to enter into a contract., source_sentence: What may impede authorities in the discharge of their responsibilities under Union law?
sentences: 1.The controller and the processor shall designate a data protection officer in any case where: (a)  the processing is carried out by a public authority or body, except for courts acting in their judicial capacity; (b)  the core activities of the controller or the processor consist of processing operations which, by virtue of their nature, their scope and/or their purposes, require regular and systematic monitoring of data subjects on a large scale; or (c)  the core activities of the controller or the processor consist of processing on a large scale of special categories of data pursuant to Article 9 and personal data relating to criminal convictions and offences referred to in Article 10
2.A group of undertakings may appoint a single data protection officer provided that a data protection officer is easily accessible from each establishment.
3.Where the controller or the processor is a public authority or body, a single data protection officer may be designated for several such authorities or bodies, taking account of their organisational structure and size.
4.In cases other than those referred to in paragraph 1, the controller or processor or associations and other bodies representing categories of controllers or processors may or, where required by Union or Member State law shall, designate a data protection officer. The data protection officer may act for such associations and other bodies representing controllers or processors.
5.The data protection officer shall be designated on the basis of professional qualities and, in particular, expert knowledge of data protection law and practices and the ability to fulfil the tasks referred to in Article 39
6.The data protection officer may be a staff member of the controller or processor, or fulfil the tasks on the basis of a service contract.
7.The controller or the processor shall publish the contact details of the data protection officer and communicate them to the supervisory authority., This Regulation is without prejudice to international agreements concluded between the Union and third countries regulating the transfer of personal data including appropriate safeguards for the data subjects. Member States may conclude international agreements which involve the transfer of personal data to third countries or international organisations, as far as such agreements do not affect this Regulation or any other provisions of Union law and include an appropriate level of protection for the fundamental rights of the data subjects., The objectives and principles of Directive 95/46/EC remain sound, but it has not prevented fragmentation in the implementation of data protection across the Union, legal uncertainty or a widespread public perception that there are significant risks to the protection of natural persons, in particular with regard to online activity. Differences in the level of protection of the rights and freedoms of natural persons, in particular the right to the protection of personal data, with regard to the processing of personal data in the Member States may prevent the free flow of personal data throughout the Union. Those differences may therefore constitute an obstacle to the pursuit of economic activities at the level of the Union, distort competition and impede authorities in the discharge of their responsibilities under Union law. Such a difference in levels of protection is due to the existence of differences in the implementation and application of Directive 95/46/EC.
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: legal-bert-base-uncased
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.29449423815621
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.29897567221510885
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.3290653008962868
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.36107554417413573
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.29449423815621
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2940674349125053
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.2902688860435339
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.2742637644046095
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.03026684512223475
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.08832516449344607
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.13552647614747548
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.21410735615609716
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.3186633219467259
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.3058878523667252
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.3755675129047903
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 512
type: dim_512
metrics: type: cosine_accuracy@1
value: 0.2912932138284251
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.29513444302176695
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.31882202304737517
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.3553137003841229
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.2912932138284251
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.29043960734101576
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.2851472471190781
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.2681177976952625
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.030361386611704476
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.0882907384677484
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.13407548376179323
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.20905329863886993
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.3126292857296644
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.30175192569558734
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.3699121037745867
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 256
type: dim_256
metrics: type: cosine_accuracy@1
value: 0.2912932138284251
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.29513444302176695
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.31690140845070425
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.3418693982074264
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.2912932138284251
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.29086641058472046
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.2860435339308579
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.2651728553137004
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.0292825483371299
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.08580699200242682
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.13210929571847116
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.205766272309207
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.3091299452567313
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.2998435054773079
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.3618106670285059
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 128
type: dim_128
metrics: type: cosine_accuracy@1
value: 0.28040973111395645
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.28425096030729835
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.3040973111395647
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.3265044814340589
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.28040973111395645
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.27955612462654716
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.2742637644046095
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.25275288092189496
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.02891895888775105
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.08401783167068705
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.12794499275374233
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.19542775070145985
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.29650577605186873
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.28831168831168796
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.34582113277936
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 64
type: dim_64
metrics: type: cosine_accuracy@1
value: 0.26248399487836105
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.26504481434058896
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.2861715749039693
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.3066581306017926
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.26248399487836105
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2609901835253948
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.2563380281690141
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.23847631241997438
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.02640598810403516
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.07629702961300178
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.11634271108294637
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.1797900542673238
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.27821953742538774
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.26997439180537736
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.32457175472568783
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 223
Created: 2025-09-13 18:14:27