Model: KatGaw/eu-legal-ft-2
Author: KatGaw
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:1658, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:Snowflake/snowflake-arctic-embed-l, base_model:finetune:Snowflake/snowflake-arctic-embed-l, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: Snowflake/snowflake-arctic-embed-l
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:1658, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: Snowflake/snowflake-arctic-embed-l
widget: source_sentence: How are representatives of Member States designated in relation to their contact responsibilities towards the Board and stakeholders?
sentences: 4.
Member States shall ensure that their representatives on the Board:
(a) have the relevant competences and powers in their Member State so as to contribute actively to the achievement of the 
Board’s tasks referred to in Article 66;
(b) are designated as a single contact point vis-à-vis the Board and, where appropriate, taking into account Member States’ 
needs, as a single contact point for stakeholders;
OJ L, 12.7.2024
EN
ELI: http://data.europa.eu/eli/reg/2024/1689/oj
95/144, 43/144
(54)
Directive (EU) 2019/1937 of the European Parliament and of the Council of 23 October 2019 on the protection of persons who 
report breaches of Union law (OJ L 305, 26.11.2019, p. 17).
(55)
OJ L 123, 12.5.2016, p. 1.
(56)
Regulation (EU) No 182/2011 of the European Parliament and of the Council of 16 February 2011 laying down the rules and 
general principles concerning mechanisms for control by Member States of the Commission’s exercise of implementing powers (OJ 
L 55, 28.2.2011, p. 13)., Article 65
Establishment and structure of the European Artificial Intelligence Board
1.
A European Artificial Intelligence Board (the ‘Board’) is hereby established.
2.
The Board shall be composed of one representative per Member State. The European Data Protection Supervisor shall 
participate as observer. The AI Office shall also attend the Board’s meetings, without taking part in the votes. Other national 
and Union authorities, bodies or experts may be invited to the meetings by the Board on a case by case basis, where the 
issues discussed are of relevance for them.
3.
Each representative shall be designated by their Member State for a period of three years, renewable once.
4., source_sentence: What criteria should be used to define an 'AI system' in this Regulation?
sentences: 12.
Notified bodies shall participate in coordination activities as referred to in Article 38. They shall also take part 
directly, or be represented in, European standardisation organisations, or ensure that they are aware and up to date in 
respect of relevant standards.
Article 32
Presumption of conformity with requirements relating to notified bodies
Where a conformity assessment body demonstrates its conformity with the criteria laid down in the relevant harmonised 
standards or parts thereof, the references of which have been published in the Official Journal of the European Union, it shall 
be presumed to comply with the requirements set out in Article 31 in so far as the applicable harmonised standards cover 
those requirements.
EN, 1.
Providers of high-risk AI systems shall, upon a reasoned request by a competent authority, provide that authority all 
the information and documentation necessary to demonstrate the conformity of the high-risk AI system with the 
requirements set out in Section 2, in a language which can be easily understood by the authority in one of the official 
languages of the institutions of the Union as indicated by the Member State concerned.
2.
Upon a reasoned request by a competent authority, providers shall also give the requesting competent authority, as 
applicable, access to the automatically generated logs of the high-risk AI system referred to in Article 12(1), to the extent 
such logs are under their control.
3., (12)
The notion of ‘AI system’ in this Regulation should be clearly defined and should be closely aligned with the work of 
international organisations working on AI to ensure legal certainty, facilitate international convergence and wide 
acceptance, while providing the flexibility to accommodate the rapid technological developments in this field. 
Moreover, the definition should be based on key characteristics of AI systems that distinguish it from simpler 
traditional software systems or programming approaches and should not cover systems that are based on the rules 
defined solely by natural persons to automatically execute operations. A key characteristic of AI systems is their, source_sentence: What conditions must be met for the use of a 'real-time' remote biometric identification system in publicly accessible spaces?
sentences: the relevant law enforcement authority has completed a fundamental rights impact assessment and, unless provided 
otherwise in this Regulation, has registered the system in the database as set out in this Regulation. The reference 
database of persons should be appropriate for each use case in each of the situations mentioned above.
(35)
Each use of a ‘real-time’ remote biometric identification system in publicly accessible spaces for the purpose of law 
enforcement should be subject to an express and specific authorisation by a judicial authority or by an independent 
administrative authority of a Member State whose decision is binding. Such authorisation should, in principle, be, (i)
contribute to effective cooperation with the competent authorities of third countries and with international 
organisations;
(j)
assist national competent authorities and the Commission in developing the organisational and technical expertise 
required for the implementation of this Regulation, including by contributing to the assessment of training needs for 
staff of Member States involved in implementing this Regulation;
(k) assist the AI Office in supporting national competent authorities in the establishment and development of AI 
regulatory sandboxes, and facilitate cooperation and information-sharing among AI regulatory sandboxes;
(l)
contribute to, and provide relevant advice on, the development of guidance documents;, referred to in Article 35 of Regulation (EU) 2016/679 and in Article 39 of Regulation (EU) 2018/1725, may arise 
during the sandbox experimentation, as well as response mechanisms to promptly mitigate those risks and, where 
necessary, stop the processing;
(d) any personal data to be processed in the context of the sandbox are in a functionally separate, isolated and protected 
data processing environment under the control of the prospective provider and only authorised persons have access to 
those data;
(e) providers can further share the originally collected data only in accordance with Union data protection law; any 
personal data created in the sandbox cannot be shared outside the sandbox;, source_sentence: What responsibilities does the AI Office have in monitoring general-purpose AI models according to the Regulation?
sentences: of the tasks of the scientific panel under Article 68(2).
OJ L, 12.7.2024
EN
ELI: http://data.europa.eu/eli/reg/2024/1689/oj
111/144, Commission. The AI Office should be able to carry out all necessary actions to monitor the effective implementation 
of this Regulation as regards general-purpose AI models. It should be able to investigate possible infringements of 
the rules on providers of general-purpose AI models both on its own initiative, following the results of its 
monitoring activities, or upon request from market surveillance authorities in line with the conditions set out in this 
Regulation. To support effective monitoring of the AI Office, it should provide for the possibility that downstream 
providers lodge complaints about possible infringements of the rules on providers of general-purpose AI models and 
systems.
(163), representative and importers accordingly.
2.
Where the high-risk AI system presents a risk within the meaning of Article 79(1) and the provider becomes aware of 
that risk, it shall immediately investigate the causes, in collaboration with the reporting deployer, where applicable, and 
inform the market surveillance authorities competent for the high-risk AI system concerned and, where applicable, the 
notified body that issued a certificate for that high-risk AI system in accordance with Article 44, in particular, of the nature 
of the non-compliance and of any relevant corrective action taken.
Article 21
Cooperation with competent authorities
1., source_sentence: What is the role of the Commission in assessing a harmonised standard proposed by a European standardisation organisation?
sentences: biometric identification systems in publicly accessible spaces for purposes other than law enforcement, including by 
competent authorities, should not be covered by the specific framework regarding such use for the purpose of law 
enforcement set by this Regulation. Such use for purposes other than law enforcement should therefore not be 
subject to the requirement of an authorisation under this Regulation and the applicable detailed rules of national law 
that may give effect to that authorisation.
(39)
Any processing of biometric data and other personal data involved in the use of AI systems for biometric 
identification, other than in connection to the use of real-time remote biometric identification systems in publicly, Member States relating to the making available on the market of measuring instruments (OJ L 96, 29.3.2014, p. 149)., to in paragraph 1, or parts of those specifications, shall be presumed to be in conformity with the requirements set out in 
Section 2 of this Chapter or, as applicable, to comply with the obligations referred to in Sections 2 and 3 of Chapter V, to 
the extent those common specifications cover those requirements or those obligations.
4.
Where a harmonised standard is adopted by a European standardisation organisation and proposed to the 
Commission for the publication of its reference in the Official Journal of the European Union, the Commission shall assess the 
harmonised standard in accordance with Regulation (EU) No 1025/2012. When reference to a harmonised standard is
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: SentenceTransformer based on Snowflake/snowflake-arctic-embed-l
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: Unknown
type: unknown
metrics: type: cosine_accuracy@1
value: 0.81
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.93
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.95
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 1
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.81
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.30999999999999994
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.18999999999999997
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09999999999999998
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.81
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.93
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.95
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 1
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9068999830894289
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8770119047619047
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8770119047619047
name: Cosine Map@100
verified: no
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Created: 2025-02-19 18:56:16