Model: amentaphd/eu-regulation-embeddings-snowflake-m-v2
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 are the anticipated financial effects that could arise from material risks associated with resource use and circular economy, and how might these risks impact the financial position, performance, and cash flows of an undertaking over different time frames?
sentences: (a)

anticipated financial effects due to material risks arising from material resource use and circular economy -related impacts and dependencies and how these risks have or could reasonably be expected to have) a material influence on the undertaking’s financial position, financial performance performance, and cash flows over the short-, medium- and long-term; and

(b)

anticipated financial effects due to material opportunities related to resource use and circular economy.

The disclosure shall include:

(a), combination of hydrocarbons obtained as a raffinate from a sulphuric acid treating process. It consists of hydrocarbons having carbon numbers predominantly in the range of C7 through C12 and boiling in the range of approximately 90 °C to 230 °C.) 649-351-00-7 265-115-2 64742-15-0 P Naphtha (petroleum), chemically neutralised heavy; Low boiling point naphtha — unspecified (A complex combination of hydrocarbons produced by a treating process to remove acidic materials. It consists of hydrocarbons having carbon numbers predominantly in the range of C6 through C12 and boiling in the range of approximately 65 °C to 230 °C.) 649-352-00-2 265-122-0 64742-22-9 P Naphtha (petroleum), chemically neutralised light; Low boiling point naphtha —, 2. Member States shall require any investment firm wishing to establish a branch within the territory of another Member State or to use tied agents established in another Member State in which it has not established a branch, first to notify the competent authority of its home Member State and to provide it with the following information:

(a) the Member States within the territory of which it plans to establish a branch or the Member States in which it has not established a branch but plans to use tied agents established there;

(b) a programme of operations setting out, inter alia, the investment services and/or activities as well as the ancillary services to be offered;

(c) where established, the organisational structure of the branch and indicating whether the branch intends to use tied agents and the identity of those tied agents;

(d) where tied agents are to be used in a Member State in which an investment firm has not established a branch, a description of the intended use of the tied agent(s) and an organisational structure, including reporting lines, indicating how the agent(s) fit into the corporate structure of the investment firm;

(e) the address in the host Member State from which documents may be obtained;

(f) the names of those responsible for the management of the branch or of the tied agent.

Where an investment firm uses a tied agent established in a Member State outside its home Member State, such tied agent shall be assimilated to the branch, where one is established, and shall in any event be subject to the provisions of this Directive relating to branches., source_sentence: What steps must the single point of contact take if the project promoter submits an incomplete application for a Strategic Project, and how does this affect the permit-granting process timeline?
sentences: (1)

‘cooling’ means the extraction of heat from an enclosed or indoor space (comfort application) or from a process in order to reduce the space or process temperature to, or maintain it at, a specified temperature (set point); for cooling systems, the extracted heat is rejected into and absorbed by the ambient air, ambient water or the ground, where the environment (air, ground, and water) provides a sink for the heat extracted and thus functions as a cold source;

(2), 1. Suppliers shall provide the manufacturer with all the information and documentation necessary for the manufacturer to demonstrate the conformity of the packaging and the packaging materials with this Regulation, including the technical documentation referred to in Annex VII and required under or pursuant to Articles 5 to 11, in one or more languages which can be easily understood by the manufacturer. That information and documentation shall be provided in either paper or electronic form.

2. Where appropriate, the documentation and information required under Union legal acts applicable to contact-sensitive packaging shall be part of the information and documentation to be provided to the manufacturer pursuant to paragraph 1., 6.

No later than 45 days following the receipt of a permit-granting application related to a Strategic Project, the single point of contact concerned shall acknowledge that the application is complete or, if the project promoter has not sent all the information required to process an application, request the project promoter to submit a complete application without undue delay, specifying which information is missing. Where the application submitted is deemed to be incomplete a second time, the single point of contact concerned shall not request information in areas not covered in the first request for additional information and shall be entitled only to request further evidence to complete the identified missing information.

The date of the acknowledgement referred to in the first subparagraph shall serve as the start of the permit-granting process.

7.

No later than one month from the date of acknowledgement referred to in paragraph 6 of this Article, the single point of contact concerned shall draw up, in close cooperation with the project promoter and other competent authorities concerned, a detailed schedule for the permit-granting process. The schedule shall be published by the project promoter on the website referred to in Article 8(5). The single point of contact concerned shall update the schedule in the event that there are significant changes that potentially affect the timing of the comprehensive decision.

8.

The single point of contact concerned shall notify the project promoter when the environmental impact assessment report referred in Article 5(1) of Directive 2011/92/EU is due, taking into account the organisation of the permit-granting process in the Member State concerned and the need to allow sufficient time to assess the report. The period between the deadline for the submission of the environmental impact assessment report and the actual submission of that report shall not be counted towards the duration of the permit-granting process referred to in paragraphs 1 and 2 of this Article.

9., source_sentence: What are the requirements for energy audits to be considered compliant with the specified paragraph, and what role do voluntary agreements play in this process?
sentences: 8. Member States shall develop programmes to encourage enterprises that are not SMEs and that are not subject to paragraph 1 or 2 to undergo energy audits and to subsequently implement the recommendations arising from those audits.

9. Energy audits shall be considered to comply with paragraph 2 where they are:

(a) carried out in an independent manner, on the basis of the minimum criteria set out in Annex VI; (b) implemented under voluntary agreements concluded between organisations of stakeholders and a body appointed and supervised by the Member State concerned, by another body to which the competent authorities have delegated the responsibility concerned or by the Commission. --- ---, 3.1.1. The evaluation of all available information shall comprise:

the hazard identification based on all available information,

the establishment of the quantitative dose (concentration)-response (effect) relationship.

3.1.2. When it is not possible to establish the quantitative dose (concentration)-response (effect) relationship, then this should be justified and a semi-quantitative or qualitative analysis shall be included.

3.1.3. All information used to assess the effects on a specific environmental sphere shall be briefly presented, if possible in the form of a table or tables. The relevant test results (e.g. LC50 or NOEC) and test conditions (e.g. test duration, route of administration) and other relevant information shall be presented, in internationally recognised units of measurement for that effect.

3.1.4. All information used to assess the environmental fate of the substance shall be briefly presented, if possible in the form of a table or tables. The relevant test results and test conditions and other relevant information shall be presented, in internationally recognised units of measurement for that effect.

3.1.5. If one study is available then a robust study summary should be prepared for that study. Where there is more than one study addressing the same effect, then the study or studies giving rise to the highest concern shall be used to draw a conclusion and a robust study summary shall be prepared for that study or studies and included as part of the technical dossier. Robust summaries will be required of all key data used in the hazard assessment. If the study or studies giving rise to the highest concern are not used, then this shall be fully justified and included as part of the technical dossier, not only for the study being used but also for all studies reaching a higher concern than the study being used. For substances where all available studies indicate no hazards an overall assessment of the validity of all studies should be performed.

3.2.  Step 2 : Classification and Labelling

▼M51, impact of single-use packaging, in particular plastic carrier bags; --- --- (f) the composting properties and appropriate waste management options for compostable packaging in accordance with Article 9(2) of this Regulation; consumers shall be informed that compostable packaging is not suitable for home composting and that compostable packaging is not to be discarded in nature. --- ---, source_sentence: In what scenario should information on toxic effects be listed only once for a mixture?
sentences: In determining the energy savings from taxation-related policy measures introduced under Article 10, the following principles shall apply: (a) credit shall be given only for energy savings from taxation measures exceeding the minimum levels of taxation applicable to fuels as required in Council Directive 2003/96/EC (2) or 2006/112/EC (3); (b) short-run price elasticities for the calculation of the impact of the energy taxation measures shall represent the responsiveness of energy demand to price changes, and shall be estimated on the basis of recent and representative official data sources, which are applicable for the Member State, and, where applicable, on the basis of accompanying studies from an independent institute. If a different, Article 13

Project development assistance

1.

The Commission shall, after consulting the Member States in accordance with Article 21(2), point (c), determine the maximum amount of Innovation Fund support available for project development assistance.

2.

The Commission may award project development assistance in the form of technical assistance to any project that falls within the scope of the Innovation Fund, as set out in Article 10a(8), first and sixth subparagraphs of Directive 2003/87/EC.

3.

The following activities may be funded by way of project development assistance:

(a)

improvement and development of project documentation or of components of the project design with a view to ensuring the sufficient maturity of the project;

(b)

assessment of the feasibility of the project, including technical and economic studies;

(c)

advice on the financial and legal structure of the project;

(d)

capacity building of the project proponent.

4.

If project development assistance is implemented under indirect management, the implementing entity shall carry out the selection procedure and take the decision to award the project development assistance after having consulted the Commission. The award criteria shall take into account the degree of innovation compared to the state of the art, the potential to significantly reduce climate impacts and to support widespread application, the maturity as well as the geographical and sectoral balance in relation to the portfolio of funded projects., effects of the mixture. The information on toxic effects shall be presented for each substance, except for the following cases: (a)  if the information is duplicated, it shall be listed only once for the mixture overall, such as when two substances both cause vomiting and diarrhoea; (b)  if it is unlikely that these effects will occur at the concentrations present, such as when a mild irritant is diluted to below a certain concentration in a non-irritant solution; (c)  where information on interactions between substances in a mixture is not available, assumptions shall not be made and instead the health effects of each substance shall be listed separately. --- ---, source_sentence: How does the text suggest addressing the social aspects related to low- and middle-income transport users in the context of zero-emission vehicle initiatives?
sentences: (b)

measures intended to accelerate the uptake of zero-emission vehicles or to provide financial support for the deployment of fully interoperable refuelling and recharging infrastructure for zero-emission vehicles, or measures to encourage a shift to public transport and improve multimodality, or to provide financial support in order to address social aspects concerning low- and middle-income transport users;

(c)

to finance their Social Climate Plan in accordance with Article 15 of Regulation (EU) 2023/955;

(d), If the planned change is implemented notwithstanding the first and second subparagraphs, or if an unplanned change has taken place pursuant to which the AIFM’s management of the AIF no longer complies with this Directive or the AIFM otherwise no longer complies with this Directive, the competent authorities of the Member State of reference of the AIFM shall take all due measures in accordance with Article 46, including, if necessary, the express prohibition of marketing of the AIF., (d)

for gas discharge lamps, 80 % shall be recycled.

Part 2: Minimum targets applicable by category from 15 August 2015 until 14 August 2018 with reference to the categories listed in Annex I:

(a)

for WEEE falling within category 1 or 10 of Annex I,

85 % shall be recovered, and

80 % shall be prepared for re-use and recycled;

(b)

for WEEE falling within category 3 or 4 of Annex I,

80 % shall be recovered, and

70 % shall be prepared for re-use and recycled;

(c)

for WEEE falling within category 2, 5, 6, 7, 8 or 9 of Annex I,

75 % shall be recovered, and

55 % shall be prepared for re-use and recycled;

(d)

for gas discharge lamps, 80 % shall be recycled.
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: 0.7058518902123252
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9067840497151735
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9447609183497324
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9730709476954945
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7058518902123252
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3022613499050578
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.18895218366994648
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09730709476954946
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7058518902123252
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9067840497151735
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9447609183497324
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9730709476954945
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.851314896054128
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8109469830857718
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8122768308333804
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 77
Created: 2025-04-25 10:41:15