Model: amentaphd/snowflake-artic-embed-m-v2.0
Author: amentaphd
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, gte, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:46338, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, custom_code, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:Snowflake/snowflake-arctic-embed-m-v2.0, base_model:finetune:Snowflake/snowflake-arctic-embed-m-v2.0, model-index, endpoints_compatible, region:us
Base models (finetune): id: Snowflake/snowflake-arctic-embed-m-v2.0
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-m-v2.0
widget: source_sentence: What is the definition of 'Union processing capacity' and how does it relate to the location of processing operations for strategic raw materials?
sentences: (9)

‘Union processing capacity’ means an aggregate of the maximum annual production volumes of processing operations for strategic raw materials, excluding such operations that are typically located at or near the extraction site, located in the Union;

(10)

‘recycling’ means recycling as defined in Article 3, point (17), of Directive 2008/98/EC;

(11)

‘Union recycling capacity’ means an aggregate of the maximum annual production volume of recycling operations for strategic raw materials after re- processing, including the sorting and pre-treatment of waste, and its processing into secondary raw materials, located in the Union;

(12), 206-44-0 205-912-4 Fluoranthene (16) 118-74-1 204-273-9 Hexachlorobenzene X (17) 87-68-3 201-765-5 Hexachlorobutadiene X (18) 608-73-1 210-168-9 Hexachlorocyclohexane X (19) 34123-59-6 251-835-4 Isoproturon (20) 7439-92-1 231-100-4 Lead and its compounds (21) 7439-97-6 231-106-7 Mercury and its compounds X (22) 91-20-3 202-049-5 Naphthalene (23) 7440-02-0 231-111-4 Nickel and its compounds (24) not applicable not applicable Nonylphenols X (5) (25) not applicable not applicable Octylphenols (6) (26) 608-93-5 210-172-0 Pentachlorobenzene X (27) 87-86-5 201-778-6 Pentachlorophenol (28) not applicable not applicable Polyaromatic hydrocarbons (PAH) (7) X (29) 122-34-9 204-535-2 Simazine (30) not applicable not applicable Tributyltin compounds X, 7.

The principles governing public procurement procedures, including the principles of proportionality, non-discrimination, equal treatment, transparency and competition, shall be observed as regards all economic operators involved in the public procurement procedure. The investigation of foreign subsidies pursuant to this Regulation shall not result in the contracting authority or the contracting entity treating the economic operators concerned in a way that is contrary to those principles. Environmental, social and labour requirements shall apply to economic operators in accordance with Directives 2014/23/EU, 2014/24/EU and 2014/25/EU, or other Union law.

8., source_sentence: What types of services are one-stop shops or similar mechanisms expected to provide to households and small non-household entities regarding energy efficiency?
sentences: Low boiling point cat-reformed naphtha; 649-302-00-X 270-687-1 68476-47-1 P Residues (petroleum), C6-8 catalytic reformer; Low boiling point cat-reformed naphtha; [A complex residuum from the catalytic reforming of C6-8 feed. It consists of hydrocarbons having carbon numbers predominantly in the range of C2 through C6.] 649-303-00-5 270-794-3 68478-15-9 P Naphtha (petroleum), light catalytic reformed, arom.-free; Low boiling point cat-reformed naphtha; [A complex combination of hydrocarbons obtained from distillation of products from a catalytic reforming process. It consists predominantly of hydrocarbons having carbon numbers predominantly in the range of C5 through C8 and boiling in the range of approximately 35 °C to 120 °C (95 °F to, The undertaking may disclose by head count or full time equivalent (FTE) the following information:

(a)

full-time employees , and breakdowns by gender and by region; and

(b)

part-time employees, and breakdowns by gender and by region.

Disclosure Requirement S1-7 – Characteristics of non-employees in the undertaking’s own workforce

The undertaking shall describe key characteristics of non-employees in its own workforce., (a) the creation of one-stop shops or similar mechanisms for the provision of technical, administrative and financial advice and assistance on energy efficiency, such as energy checks for households, energy renovations of buildings, information on the replacement of old and inefficient heating systems with modern and more efficient appliances and the take-up of renewable energy and energy storage for buildings to final customers and final users, especially household and small non-household ones, including SMEs and microenterprises; (b) cooperation with private actors that provide services such as energy audits and energy consumption assessments, financing solutions and execution of energy renovations; --- --- (c) the communication of, source_sentence: What procedures must competent authorities follow to verify compliance of operators and traders with the specified regulations regarding products they place or intend to place on the market?
sentences: 1.

The competent authorities shall carry out checks within their territory to establish whether operators and traders established in the Union comply with this Regulation. The competent authorities shall carry out checks within their territory to establish whether the relevant products that the operator or trader has placed or intends to place on the market, has made available or intends to make available on the market or has exported or intends to export comply with this Regulation.

2.

The checks referred to in paragraph 1 of this Article shall be carried out in accordance with Articles 18 and 19.

3., ▼M2 —————

▼B

7.

Implementing bodies, other than executive agencies, and entities to which the management of the Innovation Fund revenues has been delegated pursuant Article 20(3) shall provide the Commission with the following:

(a)

by 15 February, unaudited financial statements covering the preceding financial year, which shall run from 1 January to 31 December, in respect of the activities delegated to those implementing bodies and entities;

(b)

by 15 March of the year of the transmission of the unaudited financial statements, the audited financial statements covering the preceding financial year, which shall run from 1 January to 31 December, in respect of the activities delegated to those implementing bodies and entities., (44) Where a company cannot prevent, mitigate, bring to an end or minimise the extent of all the identified actual and potential adverse impacts at the same time to the full extent, it should prioritise the adverse impacts based on their severity and likelihood. The severity of an adverse impact should be assessed based on the scale, scope or irremediable character of the adverse impact, taking into account the gravity of the impact, including the number of individuals that are or will be affected, the extent to which the environment is or may be damaged or otherwise affected, its irreversibility and the limits on the ability to restore affected individuals or the environment to a situation equivalent to their situation prior to the impact, source_sentence: What are the possible outcomes for a testing proposal that does not comply with the requirements outlined in Annexes IX, X, and XI?
sentences: 3.

Where the competent authority of the Member State of reference considers that an authorised non-EU AIFM is in breach of its obligations under this Directive, it shall notify ESMA, setting out full reasons as soon as possible.

4.

Member States shall ensure that the competent authorities have the powers necessary to take all measures required in order to ensure the orderly functioning of markets in those cases where the activity of one or more AIFs in the market for a financial instrument could jeopardise the orderly functioning of that market.

Article 47

Powers and competences of ESMA

1., 40.

not chemically modified substance: means a substance whose chemical structure remains unchanged, even if it has undergone a chemical process or treatment, or a physical mineralogical transformation, for instance to remove impurities;

41.

alloy: means a metallic material, homogenous on a macroscopic scale, consisting of two or more elements so combined that they cannot be readily separated by mechanical means.

Article 4

General provision, (c)

a decision in accordance with points (a), (b) or (d) but requiring registrant(s) or downstream user(s) to carry out one or more additional tests in cases of non-compliance of the testing proposal with Annexes IX, X and XI;

(d)

a decision rejecting the testing proposal;

(e), source_sentence: What conditions must a new registrant meet in order to refer to previously submitted study summaries for a substance that has already been registered?
sentences: 5.

If a substance has already been registered, a new registrant shall be entitled to refer to the study summaries or robust study summaries, for the same substance submitted earlier, provided that he can show that the substance that he is now registering is the same as the one previously registered, including the degree of purity and the nature of impurities, and that the previous registrant(s) have given permission to refer to the full study reports for the purpose of registration.

A new registrant shall not refer to such studies in order to provide the information required in Section 2 of Annex VI.

Article 14

Chemical safety report and duty to apply and recommend risk reduction measures

1., of high boiling fractions from bituminous coal high temperature tar and/or pitch coke oil, with a softening point of 140 to 170 °C according to DIN 52025. Composed primarily of tri- and polynuclear aromatic compounds which also contain heteroatoms.) 648-057-00-6 302-650-3 94114-13-3 M Residues (coal tar), pitch distillation; Pitch redistillate (Residue from the fractional distillation of pitch distillate boiling in the range of approximately 400 to 470 °C. Composed primarily of polynuclear aromatic hydrocarbons, and heterocyclic compounds.) 648-058-00-1 295-507-9 92061-94-4 M Tar, coal, high-temperature, distillation and storage residues; Coal tar solids residue (Coke- and ash-containing solid residues that separate on distillation and thermal treatment of bituminous coal high temperature tar in distillation installations and storage vessels. Consists predominantly of carbon and contains a small quantity of hetero compounds as well as ash components.) 648-059-00-7 295-535-1 92062-20-9 M Tar, coal, storage residues; Coal tar solids residue (The deposit removed from crude coal tar storages. Composed primarily of coal tar and carbonaceous particulate matter.) 648-060-00-2 293-764-1 91082-50-7 M Tar, coal, high-temperature, residues; Coal tar solids residue (Solids formed during the coking of bituminous coal to produce crude bituminous coal high temperature tar. Composed primarily of coke and coal particles, highly aromatised compounds and mineral substances.) 648-061-00-8 309-726-5 100684-51-3 M Tar, coal, high-temperature, high-solids; Coal tar solids residue (The condensation product obtained by cooling, to approximately ambient temperature, the gas evolved in the high temperature (greater than 700 °C) destructive distillation of coal. Composed primarily of a complex mixture of condensed ring aromatic hydrocarbons with a high solid content of coal-type materials.) 648-062-00-3 273-615-7 68990-61-4 M Waste solids, coal-tar pitch coking; Coal tar solids residue (The combination of wastes formed by the coking of bituminous coal tar pitch. It consists predominantly of carbon.) 648-063-00-9 295-549-8 92062-34-5 M Extract residues (coal), brown; Coal tar extract (The residue from extraction of dried coal.), 4. Member States shall establish a network of experts from various sectors such as the health, building and social sectors, or entrust an existing network, to develop strategies to support local and national decision makers in implementing energy efficiency improvement measures, technical assistance and financial tools aiming to alleviate energy poverty. Member States shall strive to ensure that the composition of the network of experts ensures gender balance and reflects the perspectives of all people.

Member States may entrust the network of experts to offer advice on:
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-m-v2.0
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: Unknown
type: unknown
metrics: type: cosine_accuracy@1
value: 0.7203521491455205
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.923701018470568
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9554634904194718
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9796305886414638
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7203521491455205
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3079003394901893
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1910926980838943
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09796305886414639
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7203521491455205
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.923701018470568
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9554634904194718
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9796305886414638
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8635032698612493
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8247555204831233
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8257385664756074
name: Cosine Map@100
verified: no
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Created: 2025-03-26 09:20:15