Model: amentaphd/snowflake-artic-embed-l
Author: amentaphd
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:46338, 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:46338, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: Snowflake/snowflake-arctic-embed-l
widget: source_sentence: What criteria must Member States consider when establishing penalties for infringements of the specified Regulation, and what is the deadline for notifying the Commission about these rules?
sentences: Enforcement

1.

Member States shall lay down the rules on penalties applicable to infringements of this Regulation and shall take all measures necessary to ensure that they are implemented. The penalties provided for must be effective, proportionate and dissuasive taking into account, in particular, the nature, duration, recurrence and gravity of the infringement. Member States shall, by 31 December 2024, notify the Commission of those rules and of those measures and shall notify it without delay of any subsequent amendment affecting them.

2., Within the transitional periods established, Member States shall progressively reduce their respective gaps with regard to the new minimum levels of taxation. However, where the difference between the national level and the minimum level does not exceed 3 % of that minimum level, the Member State concerned may wait until the end of the period to adjust its national level., AR 10. ‘Indirect political contribution’ refers to those political contributions made through an intermediary organisation such as a lobbyist or charity, or support given to an organisation such as a think tank or trade association linked to or supporting particular political parties or causes.

AR 11. When determining ‘comparable position’ in this standard, the undertaking shall consider various factors, including level of responsibility and scope of activities undertaken.

AR 12. The undertaking may provide the following information on its financial or in-kind contributions with regard to its lobbying expenses:

(a)

the total monetary amount of such internal and external expenses; and

(b), source_sentence: How does the use of AI systems impact access to essential public assistance benefits and services?
sentences: X. Among these substances there are ‘priority hazardous substances’ which means substances identified in accordance with Article 16(3) and (6) for which measures have to be taken in accordance with Article 16(1) and (8). --- --- 31. ‘Pollutant’means any substance liable to cause pollution, in particular those listed in Annex VIII. --- --- 32. ‘Direct discharge to groundwater’means discharge of pollutants into groundwater without percolation throughout the soil or subsoil. --- --- 33. ‘Pollution’means the direct or indirect introduction, as a result of human activity, of substances or heat into the air, water or land which may be harmful to human health or the quality of aquatic ecosystems or terrestrial ecosystems directly depending on, The competent authorities shall inform the requesting competent authorities of any decision taken under the first subparagraph, stating the reasons therefor.

4.

In order to ensure uniform application of this Article, ESMA may develop draft implementing technical standards to establish common procedures for competent authorities to cooperate in on-the-spot verifications and investigations.

Power is conferred on the Commission to adopt the implementing technical standards referred to in the first subparagraph in accordance with Article 15 of Regulation (EU) No 1095/2010.

Article 55

Dispute settlement, (58) Another area in which the use of AI systems deserves special consideration is the access to and enjoyment of certain essential private and public services and benefits necessary for people to fully participate in society or to improve one’s standard of living. In particular, natural persons applying for or receiving essential public assistance benefits and services from public authorities namely healthcare services, social security benefits, social services providing protection in cases such as maternity, illness, industrial accidents, dependency or old age and loss of employment and social and housing assistance, are typically dependent on those benefits and services and in a vulnerable position in relation to the responsible, source_sentence: How does the context suggest promoting vulnerable customers' active engagement in the energy market?
sentences: energy efficiency improvement measures as priority actions; --- --- (c) carry out early, forward-looking investments in energy efficiency improvement measures before distributional impacts from other policies and measures show their effect; --- --- (d) foster technical assistance and the roll-out of enabling funding and ﬁnancial tools, such as on-bill schemes, local loan-loss reserve, guarantee funds, funds targeting deep renovations and renovations with minimum energy gains; --- --- (e) foster technical assistance for social actors to promote vulnerable customer’s active engagement in the energy market, and positive changes in their energy consumption behaviour; --- --- (f) ensure access to ﬁnance, grants or subsidies bound to minimum, 4.

To the extent that the tasks relating to the implementation of the Innovation Fund are not delegated to an implementing body, the Commission shall carry out those tasks.

Article 18

Tasks of the implementing body

►M2 The implementing body designated in accordance with Article 17(1) of this Regulation to implement the Innovation Fund in accordance with Article 17(2) may be entrusted with the overall management of the calls for proposals, the disbursement of the Innovation Fund support and the monitoring of the implementation of selected projects. ◄ For that purpose, the implementing body may be entrusted with the following tasks:

(a)

organising the call for proposals;

(b), Calculation

Calculations of emissions shall be performed using the formula:

Activity data × Emission factor × Oxidation factor

Activity data (fuel used, production rate etc.) shall be monitored on the basis of supply data or measurement., source_sentence: What is the purpose of Directive 2004/109/EC of the European Parliament and of the Council of 15 December 2004?
sentences: 3.7. Uses advised against ►M7 (see Section 1 of the safety data sheet) ◄

Where applicable, an indication of the uses which the registrant advises against and why (i.e. non-statutory recommendations by supplier). This need not be an exhaustive list.

4. CLASSIFICATION AND LABELLING

▼M3

4.1 The hazard classification of the substance(s), resulting from the application of Title I and II of Regulation (EC) No 1272/2008 for all hazard classes and categories in that Regulation,

In addition, for each entry, the reasons why no classification is given for a hazard class or differentiation of a hazard class should be provided (i.e. if data are lacking, inconclusive, or conclusive but not sufficient for classification),, (b)

operations by which the user of an energy product makes its reuse possible in his own undertaking provided that the taxation already paid on such product is not less than the taxation which would be due if the reused energy product were again to be liable to taxation;

(c)

an operation consisting of mixing, outside a production establishment or a tax warehouse, energy products with other energy products or other materials, provided that:

(i)

taxation on the components has been paid previously; and

(ii)

the amount paid is not less than the amount of the tax which would be chargeable on the mixture.

The condition under (i) shall not apply where the mixture is exempted for a specific use.

Article 22, ( 15 ) Directive 2004/109/EC of the European Parliament and of the Council of 15 December 2004 on the harmonisation of transparency requirements in relation to information about issuers whose securities are admitted to trading on a regulated market and amending Directive 2001/34/EC (OJ L 390, 31.12.2004, p. 38).

( 16 ) Regulation (EU) 2020/852 of the European Parliament and of the Council of 18 June 2020 on the establishment of a framework to facilitate sustainable investment, and amending Regulation (EU) 2019/2088 (OJ L 198, 22.6.2020, p. 13).

( 17 ) OJ L 142, 30.4.2004, p. 12.

( 18 ) OJ L 340, 22.12.2007, p. 66., source_sentence: What are the main objectives of the directives mentioned in the text regarding greenhouse gas emissions and carbon dioxide storage, and how do they relate to environmental protection and sustainability within the European Union?
sentences: (24) Directive 2003/87/EC of the European Parliament and of the Council of 13 October 2003 establishing a scheme for greenhouse gas emission allowance trading within the Union and amending Council Directive 96/61/EC (OJ L 275, 25.10.2003, p. 32).

(25) Directive 2009/31/EC of the European Parliament and of the Council of 23 April 2009 on the geological storage of carbon dioxide and amending Council Directive 85/337/EEC, European Parliament and Council Directives 2000/60/EC, 2001/80/EC, 2004/35/EC, 2006/12/EC, 2008/1/EC and Regulation (EC) No 1013/2006 (OJ L 140, 5.6.2009, p. 114).

(26) Directive 2014/23/EU of the European Parliament and of the Council of 26 February 2014 on the award of concession contracts (OJ L 94, 28.3.2014, p. 1)., Article 33

Responsibility and liability for drawing up and publishing the financial statements and the management report

▼M4

1., (b)

risks related to the undertaking’s dependencies on consumers and/or end-users may include the loss of business continuity where an economic crisis makes consumers unable to afford certain products or services;

(c)

►C1 opportunities related to the undertaking’s impacts on consumers and/or end- users may include market differentiation and greater customer appeal from offering safe products or privacy-respecting services; and ◄

(d)
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: 0.6659761781460383
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8841705506645952
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9312963921974797
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9672017952701536
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6659761781460383
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.29472351688819837
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1862592784394959
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09672017952701535
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6659761781460383
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8841705506645952
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9312963921974797
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9672017952701536
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8278291318026204
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7818480980055302
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.783515504381956
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 7
Created: 2025-03-27 14:39:36