Model: fjavigv/snoweu_v2
Author: fjavigv
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:29911, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:Snowflake/snowflake-arctic-embed-m-v1.5, base_model:finetune:Snowflake/snowflake-arctic-embed-m-v1.5, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: Snowflake/snowflake-arctic-embed-m-v1.5
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:29911, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: Snowflake/snowflake-arctic-embed-m-v1.5
widget: source_sentence: What strategies can be implemented to effectively leverage private financing opportunities for small and medium-sized enterprises (SMEs)?
sentences: (13) While the energy savings potential remains large in all sectors, there is a particular challenge relating to transport, as it is responsible for more than 30 % of final energy consumption, and to buildings, since 75 % of the Union’s building stock has a poor energy performance. Another increasingly important sector is the information and communications technology (ICT) sector, which is responsible for 5 to 9 % of the world’s total electricity use and more than 2 % of global emissions. In 2018, data centres accounted for 2,7 % of the electricity demand in the EU-28. In that context, the Commission, in its communication of 19 February 2020 on ‘Shaping Europe's digital future’ (the ‘Union’s Digital Strategy’), highlighted the need for highly energy-efficient and sustainable data centres and transparency measures for telecoms operators as regards their environmental footprint. Furthermore, the possible increase in industry’s energy demand that may result from its decarbonisation, particularly for energy intensive processes, should also be taken into account., SMEs in order to leverage and trigger private financing for SMEs., ►M5 — ◄  K Gases (petroleum), refinery; Refinery gas (A complex combination obtained from various petroleum refining operations. It consists of hydrogen and hydrocarbons having carbon numbers predominantly in the range of C1 through C3.) 649-153-00-0 272-338-9 68814-67-5 ►M5 — ◄  K Gases (petroleum), platformer products separator off; Refinery gas (A complex combination obtained from the chemical reforming of naphthenes to aromatics. It consists of hydrogen and saturated aliphatic hydrocarbons having carbon numbers predominantly in the range of C2 through C4.) 649-154-00-6 272-343-6 68814-90-4 ►M5 — ◄  K Gases (petroleum), hydrotreated sour kerosine depentaniser stabiliser off; Refinery gas (The complex combination obtained from the, source_sentence: How can an undertaking identify and leverage opportunities related to sustainability matters within its business model and strategy?
sentences: i.

focusses on specific activities, business relationships, geographies or other factors that give rise to heightened risk of adverse impacts;

ii.

considers the impacts with which the undertaking is involved through its own operations or as a result of its business relationships;

iii.

includes consultation with affected stakeholders to understand how they may be impacted and with external experts;

iv.

prioritises negative impacts based on their relative severity and likelihood, (see ESRS 1 section 3.4 Impact materiality) and, if applicable, positive impacts on their relative scale, scope and likelihood, and determines which sustainability matters are material for reporting purposes, including the qualitative or quantitative thresholds and other criteria used as prescribed by ESRS 1 section 3.4 Impact materiality;

(c)

an overview of the process used to identify, assess, prioritise and monitor risks and opportunities that have or may have financial effects . The disclosure shall include:

i.

how the undertaking has considered the connections of its impacts and dependencies with the risks and opportunities that may arise from those impacts and dependencies;

ii.

►C1 how the undertaking assesses the likelihood, magnitude, and nature of effects of the identified risk and opportunities (such as the qualitative or quantitative thresholds and other criteria used as prescribed by ESRS 1 section 3.5 Financial materiality); ◄

iii.

how the undertaking prioritises sustainability-related risks relative to other types of risks, including its use of risk-assessment tools;

(d)

a description of the decision-making process and the related internal control procedures;

(e)

the extent to which and how the process to identify, assess and manage impacts and risks is integrated into the undertaking’s overall risk management process and used to evaluate the undertaking’s overall risk profile and risk management processes;

(f)

the extent to which and how the process to identify, assess and manage opportunities is integrated into the undertaking’s overall management process where applicable;

(g)

the input parameters it uses (for example, data sources, the scope of operations covered and the detail used in assumptions); and

(h)

whether and how the process has changed compared to the prior reporting period, when the process was modified for the last time and future revision dates of the materiality assessment.

Disclosure Requirement IRO-2 – Disclosure Requirements in ESRS covered by the undertaking’s sustainability statement

The undertaking shall report on the Disclosure Requirements complied with in its sustainability statements.

The objective of this Disclosure Requirement is to provide an understanding of the Disclosure Requirements included in the undertaking’s sustainability statement and of the topics that have been omitted as not material, as a result of the materiality assessment.

The undertaking shall include a list of the Disclosure Requirements complied with in preparing the sustainability statement , following the outcome of the materiality assessment (see ESRS 1 chapter 3), including the page numbers and/or paragraphs where the related disclosures are located in the sustainability statement. This may be presented as a content index. The undertaking shall also include a table of all the datapoints that derive from other EU legislation as listed in Appendix B of this standard, indicating where they can be found in the sustainability statement and including those that the undertaking has assessed as not material, in which case the undertaking shall indicate ‘Not material’ in the table in accordance with ESRS 1 paragraph 35.

If the undertaking concludes that climate change is not material and therefore omits all disclosure requirements in ESRS E1 Climate change, it shall disclose a detailed explanation of the conclusions of its materiality assessment with regard to climate change (see ESRS 2 IRO-2 Disclosure Requirements in ESRS covered by the undertaking’s sustainability statement), including a forward-looking analysis of the conditions that could lead the undertaking to conclude that climate change is material in the future.

If the undertaking concludes that a topic other than climate change is not material and therefore omits all the Disclosure Requirements in the corresponding topical ESRS, it may provide a brief explanation of the conclusions of its materiality assessment for that topic., (b)

the number and type of market participants, including the ratio of market participants to traded instruments in a particular product;

(c)

the average size of spreads, where available;

(26)

‘competent authority’ means the authority, designated by each Member State in accordance with Article 67, unless otherwise specified in this Directive;

(27)

‘credit institution’ means a credit institution as defined in point (1) of Article 4(1) of Regulation (EU) No 575/2013;

(28)

‘UCITS management company’ means a management company as defined in point (b) of Article 2(1) of Directive 2009/65/EC of the European Parliament and of the Council ( 4 );

(29), (a)

a brief description of the undertaking’s business model and strategy, including:

(i)

the resilience of the undertaking’s business model and strategy in relation to risks related to sustainability matters;

(ii)

the opportunities for the undertaking related to sustainability matters;

(iii), source_sentence: What are the conditions under which an undertaking with an average number of 750 employees can omit certain sustainability information while still needing to disclose the materiality assessment of those topics?
sentences: (c)

impose restrictions on non-EU AIFMs relating to the management of an AIF where its activities potentially constitute an important source of counterparty risk to a credit institution or other systemically relevant institutions.

5.

ESMA may take a decision under paragraph 4 and subject to the requirements set out in paragraph 6 if both of the following conditions are met:

(a)

a substantial threat exists, originating or aggravated by the activities of AIFMs, to the orderly functioning and integrity of the financial market or to the stability of the whole or a part of the financial system in the Union and there are cross border implications; and

(b), ▼B

If an undertaking or group not exceeding on its balance sheet date the average number of 750 employees during the financial year decides to omit the information required by ESRS E4, ESRS S1, ESRS S2, ESRS S3 or ESRS S4 in accordance with Appendix C of ESRS 1, it shall nevertheless disclose whether the sustainability topics covered respectively by ESRS E4, ESRS S1, ESRS S2, ESRS S3 and ESRS S4 have been assessed to be material as a result of the undertaking’s materiality assessment. In addition, if one or more of these topics has been assessed to be material, the undertaking shall, for each material topic:

(a), 9.

The Commission shall establish and keep up-to-date a register of recognised schemes. That register shall be made publicly available on a free-access website. That website shall also allow for the collation of feedback from all relevant stakeholders concerning the implementation of recognised schemes. Such feedback shall be submitted to the relevant scheme owners for consideration.

Article 31

Environmental footprint declaration

1., source_sentence: What are the specific roles and responsibilities of the InvestEU Advisory Hub in relation to project development assistance for public authorities and project promoters?
sentences: System B

Alternative characterisation Physical and chemical factors that determine the characteristics of the coastal water and hence the biological community structure and composition Obligatory factors latitude longitude tidal range salinity Optional factors current velocity wave exposure mean water temperature mixing characteristics turbidity retention time (of enclosed bays) mean substratum composition water temperature range

1.3. Establishment of type-specific reference conditions for surface water body types, newly implemented since 31 December 2008 that continue to have an impact in 2020 with respect to the obligation period referred to in paragraph 1, first subparagraph, point (a), and beyond 2020 with respect to the period referred to in point (b)(i), of that subparagraph, and which can be measured and verified; --- --- (e) count towards the amount of required energy savings, energy savings that stem from policy measures, provided that it can be demonstrated that those measures result in individual actions carried out from 1 January 2018 to 31 December 2020 which deliver savings after 31 December 2020; --- --- (f) exclude from the calculation of the amount of required energy savings pursuant to paragraph 1, first subparagraph, points (a) and, Advisory initiatives shall be available as a component under each policy window referred to in Article 8(1), covering sectors under that window. In addition, advisory initiatives shall be available under a cross-sectoral component.

2.

The InvestEU Advisory Hub shall in particular:

(a)

provide a central point of entry, managed and hosted by the Commission, for project development assistance under the InvestEU Advisory Hub for public authorities and for project promoters;

(b)

disseminate to public authorities and project promoters all available additional information regarding the investment guidelines, including information on their application or on the interpretation provided by the Commission;

(c), source_sentence: What is the definition of a preliminary economic assessment in the context of evaluating projects for the recovery of critical raw materials?
sentences: For the purposes of the first subparagraph of this paragraph, insurance undertakings referred to in point (a) of the first subparagraph of Article 1(3) of this Directive that are part of a group, on the basis of financial relationships referred to in point (c)(ii) of Article 212(1) of Directive 2009/138/EC, and which are subject to group supervision in accordance with points (a) to (c) of Article 213(2) of that Directive shall be treated as subsidiary undertakings of the parent undertaking of that group.

9., (a)

progress in the implementation of the Strategic Project, in particular with regard to the permit-granting process;

(b)

where relevant, reasons for delays compared to the timetable referred to in Article 7(1), point (c) and a plan to overcome such delays;

(c)

progress in financing the Strategic Project, including information on public financial support.

The Commission shall submit a copy of the report referred to in the first subparagraph of this paragraph to the Board in order to facilitate the discussions referred to in Article 36(7), point (c).

2.

The Commission may, where necessary, request additional information from project promoters relevant to the implementation of the Strategic Project to ascertain the continuing fulfilment of the criteria laid down in Article 6(1).

3.

The project promoter shall notify the Commission of:

(a)

changes to the Strategic Project affecting its fulfilment of the criteria laid down in Article 6(1);

(b)

changes in control of the undertakings involved in the Strategic Project on a lasting basis, compared to the information referred to in Article 7(1), point (e).

4.

The Commission may adopt implementing acts establishing a single template to be used by project promoters to provide all the information required for the reports referred to in paragraph 1 of this Article. The single template may indicate how the information referred to in paragraph 1 of this Article is to be expressed. Those implementing acts shall be adopted in accordance with the advisory procedure referred to in Article 39(2).

The extent of documentation required to complete the single template referred to in the first subparagraph shall be reasonable.

5., (39)

‘preliminary economic assessment’ means an early-stage, conceptual assessment of the potential economic viability of a project for the recovery of critical raw materials from extractive waste;

(40)

‘magnetic resonance imaging device’ means a non-invasive medical device that uses magnetic fields to make anatomical images or any other device that uses magnetic fields to make images of the inside of object;

(41)

‘wind energy generator’ means the part of an onshore or offshore wind turbine that converts the mechanical energy of the rotor into electrical energy;

(42)
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-v1.5
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: Unknown
type: unknown
metrics: type: cosine_accuracy@1
value: 0.822517355870812
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9526109266525807
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9725324479323876
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9873226682764865
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.822517355870812
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.31753697555086025
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1945064895864775
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09873226682764866
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.822517355870812
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9526109266525807
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9725324479323876
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9873226682764865
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9140763784801484
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8895886335216252
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8902791958273809
name: Cosine Map@100
verified: no
Likes: 1 | All-time downloads: 8808
Created: 2025-03-19 23:09:52