| --- |
| tags: |
| - sentence-transformers |
| - sentence-similarity |
| - feature-extraction |
| - generated_from_trainer |
| - dataset_size:32897 |
| - loss:MatryoshkaLoss |
| - loss:MultipleNegativesRankingLoss |
| base_model: Snowflake/snowflake-arctic-embed-m-v1.5 |
| widget: |
| - source_sentence: Entities such as governments and industry groups can seek official |
| recognition for their sustainability certification programs concerning essential |
| raw materials. To apply, they must provide evidence demonstrating compliance with |
| established criteria. By a specified deadline, a standardized application template |
| will be introduced to streamline submissions. The Commission will evaluate these |
| applications and, if criteria are met, will formally recognize the schemes, detailing |
| their scope in terms of the raw materials value chain and sustainability aspects. |
| Regular assessments will ensure ongoing compliance, and any significant failures |
| in adherence will prompt a review of the scheme's status. |
| sentences: |
| - '"32018R0675: INSERTED") Carbetamide (ISO); (R)-1-(ethylcarbamoyl)ethyl carbanilate; |
| (2R)-1-(ethylamino)-1-oxopropan-2-yl phenylcarbamate 616-223-00-7 240-286-6 16118-49-3 |
| [▼M73](./../../../legal-content/EN/AUTO/?uri=celex:32023R1132 "32023R1132: INSERTED") |
| N-(2-nitrophenyl)phosphoric triamide 616-238-00-9 477-690-9 874819-71-3 Reaction |
| mass of 3-(difluoromethyl)-1-methyl-N-[(1RS,4SR,9RS)-1,2,3,4-tetrahydro-9-isopropyl-1,4-methanonaphthalen-5-yl]pyrazole-4-carboxamide |
| and 3-(difluoromethyl)-1-methyl-N-[(1RS,4SR,9SR)-1,2,3,4-tetrahydro-9-isopropyl-1,4-methanonaphthalen-5-yl]pyrazole-4-carboxamide |
| [> 78 % syn isomers < 15 % anti isomers relative content]; isopyrazam 616-240-00-X |
| - 881685-58-1' |
| - 'Article 27 |
| |
| |
| Foreign subsidies that cause or risk causing a distortion in a public procurement |
| procedure shall be understood as foreign subsidies that enable an economic operator |
| to submit a tender that is unduly advantageous in relation to the works, supplies |
| or services concerned. The assessment pursuant to Article 4 of whether there is |
| a distortion in the internal market and whether a tender is unduly advantageous |
| in relation to the works, supplies or services concerned shall be limited to the |
| public procurement procedure in question. Only foreign subsidies granted during |
| the three years prior to the notification shall be taken into account in the assessment.' |
| - '(c) |
| |
| |
| vehicles produced in small series, as defined in Article 3, point (30), of Regulation |
| (EU) 2018/858. |
| |
| |
| SECTION 2 |
| |
| |
| Certification and environmental footprint |
| |
| |
| Article 30 |
| |
| |
| Recognised schemes |
| |
| |
| 1. |
| |
| |
| Governments, industry associations and groupings of interested organisations that |
| have developed and oversee certification schemes related to the sustainability |
| of critical raw materials (scheme owners) may apply to have their schemes recognised |
| by the Commission. |
| |
| |
| Applications referred in the first subparagraph of this paragraph shall contain |
| any relevant evidence related to the fulfilment of the criteria laid down in Annex |
| IV. |
| |
| |
| By 24 May 2027, the Commission shall adopt implementing acts specifying a single |
| template to be used by scheme owners to provide the minimum information that applications |
| referred to in the first subparagraph of this paragraph are to contain. Those |
| implementing acts shall be adopted in accordance with the examination procedure |
| referred to in Article 39(3). |
| |
| |
| The extent of documentation required to complete the single template referred |
| to in the third subparagraph shall be reasonable. |
| |
| |
| 2. |
| |
| |
| Where, on the basis of the evidence provided pursuant to the paragraph 1 of this |
| Article, the Commission determines that a certification scheme meets the criteria |
| laid down in Annex IV, or a subset thereof, it shall adopt implementing acts recognising |
| that scheme and specifying the recognised coverage of the scheme. Those implementing |
| acts shall be adopted in accordance with the examination procedure referred to |
| in Article 39(3). |
| |
| |
| 3. |
| |
| |
| The recognised coverage for each scheme shall be specified along the following |
| dimensions: |
| |
| |
| (a) |
| |
| |
| the stages of the raw materials value chain covered by the scheme; |
| |
| |
| (b) |
| |
| |
| the stages of the life-cycle of a project, including before, during and after |
| closure, that are covered by the scheme; and |
| |
| |
| (c) |
| |
| |
| the sustainability dimensions and environmental risk categories listed in Annex |
| IV, point (2) that are addressed by the scheme. |
| |
| |
| The requirements laid down in Annex IV, point 1(a) to (d) shall be a prerequisite |
| for any recognition of the scheme. |
| |
| |
| ▼C2 |
| |
| |
| 4. |
| |
| |
| The Commission shall verify, at least every three years from the date of application |
| of any implementing act adopted pursuant to paragraph 2, that the scheme continues |
| to fulfil the criteria laid down in Annex IV, or a recognised subset of those |
| criteria. |
| |
| |
| ▼B |
| |
| |
| 5. |
| |
| |
| Owners of recognised schemes shall inform the Commission without delay of any |
| changes or updates related to the fulfilment of the criteria laid down in Annex |
| IV, or of a recognised subset of those criteria, made to those schemes. The Commission |
| shall assess whether such changes or updates affect the basis for the recognition |
| and take appropriate action. |
| |
| |
| 6. |
| |
| |
| If there is evidence of repeated or significant cases where economic operators |
| implementing a recognised scheme have failed to fulfil the requirements of that |
| scheme, the Commission shall examine, in consultation with the owner of the recognised |
| scheme, whether those cases indicate deficiencies in the scheme affecting the |
| basis for the recognition and take appropriate action. |
| |
| |
| 7. |
| |
| |
| Where the Commission identifies deficiencies in a recognised scheme affecting |
| the basis for the recognition, it may grant the scheme owner an appropriate period, |
| of not longer than 12 months, within which to take remedial action. |
| |
| |
| 8. |
| |
| |
| Where the scheme owner fails or refuses to take the necessary remedial action |
| and where the Commission has determined that the deficiencies referred to in paragraph |
| 6 of this Article mean that the scheme no longer fulfils the criteria laid down |
| in Annex IV, or of the recognised subset of those criteria, the Commission shall |
| withdraw the recognition of the scheme by means of implementing acts. Those implementing |
| acts shall be adopted in accordance with the examination procedure referred to |
| in Article 39(3). |
| |
| |
| 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 requirements must investment firms fulfill when providing |
| information and marketing communications to clients to ensure clarity and fairness? |
| sentences: |
| - 'Section 2 |
| |
| |
| Provisions to ensure investor protection |
| |
| |
| Article 24 |
| |
| |
| General principles and information to clients |
| |
| |
| 1. |
| |
| |
| Member States shall require that, when providing investment services or, where |
| appropriate, ancillary services to clients, an investment firm act honestly, fairly |
| and professionally in accordance with the best interests of its clients and comply, |
| in particular, with the principles set out in this Article and in Article 25. |
| |
| |
| 2. |
| |
| |
| Investment firms which manufacture financial instruments for sale to clients shall |
| ensure that those financial instruments are designed to meet the needs of an identified |
| target market of end clients within the relevant category of clients, the strategy |
| for distribution of the financial instruments is compatible with the identified |
| target market, and the investment firm takes reasonable steps to ensure that the |
| financial instrument is distributed to the identified target market. |
| |
| |
| An investment firm shall understand the financial instruments they offer or recommend, |
| assess the compatibility of the financial instruments with the needs of the clients |
| to whom it provides investment services, also taking account of the identified |
| target market of end clients as referred to in Article 16(3), and ensure that |
| financial instruments are offered or recommended only when this is in the interest |
| of the client. |
| |
| |
| 3. |
| |
| |
| All information, including marketing communications, addressed by the investment |
| firm to clients or potential clients shall be fair, clear and not misleading. |
| Marketing communications shall be clearly identifiable as such. |
| |
| |
| 4. |
| |
| |
| Appropriate information shall be provided in good time to clients or potential |
| clients with regard to the investment firm and its services, the financial instruments |
| and proposed investment strategies, execution venues and all costs and related |
| charges. That information shall include the following: |
| |
| |
| (a) |
| |
| |
| when investment advice is provided, the investment firm must, in good time before |
| it provides investment advice, inform the client: |
| |
| |
| (i) |
| |
| |
| whether or not the advice is provided on an independent basis; |
| |
| |
| (ii)' |
| - 3. Member States may derogate from the return and separate waste collection obligation |
| in paragraph 1 of this Article for certain formats of waste, provided that collecting |
| fractions of packaging waste together, or collecting packaging waste or fractions |
| of such packaging waste together with other waste does not affect the capacity |
| of such packaging or fractions of packaging waste to undergo preparing for re-use, |
| recycling or other recovery operations in accordance with Articles 4 and 13 of |
| Directive 2008/98/EC and generates output from those operations which is of comparable |
| quality to that achieved through separate collection. |
| - '3. Prospective providers in the AI regulatory sandboxes, in particular SMEs and |
| start-ups, shall be directed, where relevant, to pre-deployment services such |
| as guidance on the implementation of this Regulation, to other value- adding services |
| such as help with standardisation documents and certification, testing and experimentation |
| facilities, European Digital Innovation Hubs and centres of excellence. |
| |
| |
| 4. Where national competent authorities consider authorising testing in real world |
| conditions supervised within the framework of an AI regulatory sandbox to be established |
| under this Article, they shall specifically agree the terms and conditions of |
| such testing and, in particular, the appropriate safeguards with the participants, |
| with a view to protecting fundamental rights, health and safety. Where appropriate, |
| they shall cooperate with other national competent authorities with a view to |
| ensuring consistent practices across the Union. |
| |
| |
| Article 59 |
| |
| |
| Further processing of personal data for developing certain AI systems in the public |
| interest in the AI regulatory sandbox |
| |
| |
| 1. In the AI regulatory sandbox, personal data lawfully collected for other purposes |
| may be processed solely for the purpose of developing, training and testing certain |
| AI systems in the sandbox when all of the following conditions are met:' |
| - source_sentence: Recent regulations have been introduced to enhance environmental |
| protection and sustainability within the EU. These include measures for responsible |
| supply chain management, the regulation of hazardous materials, and the promotion |
| of transparency in financial disclosures related to sustainability, all aimed |
| at fostering a more environmentally conscious economy. |
| sentences: |
| - '(3) OJ L 282, 19.10.2016, p. 4. |
| |
| |
| (4) Regulation (EU) 2021/1119 of the European Parliament and of the Council of |
| 30 June 2021 establishing the framework for achieving climate neutrality and amending |
| Regulations (EC) No 401/2009 and (EU) No 2018/1999 (‘European Climate Law’) (OJ |
| L 243, 9.7.2021, p. 1). |
| |
| |
| (5) Decision (EU) 2022/591 of the European Parliament and of the Council of 6 |
| April 2022 on a General Union Environment Action Programme to 2030 (OJ L 114, |
| 12.4.2022, p. 22). |
| |
| |
| (6) Directive (EU) 2024/1619 of the European Parliament and of the Council of |
| 31 May 2024 amending Directive 2013/36/EU as regards supervisory powers, sanctions, |
| third-country branches, and environmental, social and governance risks (Capital |
| Requirements Directive) (OJ L, 2024/1619, 19.6.2024, ELI: http://data.europa.eu/eli/dir/2024/1619/oj). |
| |
| |
| (7) Regulation (EU) 2017/821 of the European Parliament and of the Council of |
| 17 May 2017 laying down supply chain due diligence obligations for Union importers |
| of tin, tantalum and tungsten, their ores, and gold originating from conflict-affected |
| and high-risk areas (OJ L 130, 19.5.2017, p. 1). |
| |
| |
| (8) Regulation (EU) 2023/1542 of the European Parliament and of the Council of |
| 12 July 2023 concerning batteries and waste batteries, amending Directive 2008/98/EC |
| and Regulation (EU) 2019/1020 and repealing Directive 2006/66/EC (OJ L 191, 28.7.2023, |
| p. 1). |
| |
| |
| (9) Regulation (EU) 2023/1115 of the European Parliament and of the Council of |
| 31 May 2023 on the making available on the Union market and the export from the |
| Union of certain commodities and products associated with deforestation and forest |
| degradation and repealing Regulation (EU) No 995/2010 (OJ L 150, 9.6.2023, p. |
| 206). |
| |
| |
| (10) Directive (EU) 2016/2341 of the European Parliament and of the Council of |
| 14 December 2016 on the activities and supervision of institutions for occupational |
| retirement provision (IORPs) (OJ L 354, 23.12.2016, p. 37). |
| |
| |
| (11) Directive (EU) 2016/943 of the European Parliament and of the Council of |
| 8 June 2016 on the protection of undisclosed know-how and business information |
| (trade secrets) against their unlawful acquisition, use and disclosure (OJ L 157, |
| 15.6.2016, p. 1). |
| |
| |
| (12) Regulation (EU) 2021/821 of the European Parliament and of the Council of |
| 20 May 2021 setting up a Union regime for the control of exports, brokering, technical |
| assistance, transit and transfer of dual-use items (OJ L 206, 11.6.2021, p. 1). |
| |
| |
| (13) Regulation (EU) 2019/125 of the European Parliament and of the Council of |
| 16 January 2019 concerning trade in certain goods which could be used for capital |
| punishment, torture or other cruel, inhuman or degrading treatment or punishment |
| (OJ L 30, 31.1.2019, p. 1). |
| |
| |
| (14) Directive 96/71/EC of the European Parliament and of the Council of 16 December |
| 1996 concerning the posting of workers in the framework of the provision of services |
| (OJ L 18, 21.1.1997, p. 1). |
| |
| |
| (15) Directive 2013/34/EU of the European Parliament and of the Council of 26 |
| June 2013 on the annual financial statements, consolidated financial statements |
| and related reports of certain types of undertakings, amending Directive 2006/43/EC |
| of the European Parliament and of the Council and repealing Council Directives |
| 78/660/EEC and 83/349/EEC (OJ L 182, 29.6.2013, p. 19). |
| |
| |
| (16) 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). |
| |
| |
| (17) Regulation (EU) 2019/2088 of the European Parliament and of the Council of |
| 27 November 2019 on sustainability-related disclosures in the financial services |
| sector (OJ L 317, 9.12.2019, p. 1). |
| |
| |
| (18) Regulation (EU) 2023/2859 of the European Parliament and of the Council of |
| 13 December 2023 establishing a European single access point providing centralised |
| access to publicly available information of relevance to financial services, capital |
| markets and sustainability (OJ L, 2023/2859, 20.12.2023, ELI: http://data.europa.eu/eli/reg/2023/2859/oj). |
| |
| |
| (19) Regulation (EU) No 596/2014 of the European Parliament and of the Council |
| of 16 April 2014 on market abuse (market abuse regulation) and repealing Directive |
| 2003/6/EC of the European Parliament and of the Council and Commission Directives |
| 2003/124/EC, 2003/125/EC and 2004/72/EC (OJ L 173, 12.6.2014, p. 1).' |
| - 'In addition, 2,5 % of the total quantity of allowances between 2024 and 2030 |
| shall be auctioned for the Modernisation Fund. The beneficiary Member States for |
| that amount of allowances shall be the Member States with a GDP per capita at |
| market prices below 75 % of the Union average during the period from 2016 to 2018. |
| The funds corresponding to that amount of allowances shall be distributed in accordance |
| with Part B of Annex IIb. |
| |
| |
| ▼M9 |
| |
| |
| The total remaining quantity of allowances to be auctioned by Member States shall |
| be distributed in accordance with paragraph 2. |
| |
| |
| ▼M7 |
| |
| |
| 1a.' |
| - 'The objective of this Minimum Disclosure Requirement is to provide an understanding |
| of the key actions taken and/or planned to prevent, mitigate and remediate actual |
| and potential impacts , and to address risks and opportunities , and where applicable |
| achieve the objectives and targets of related policies . |
| |
| |
| Where the implementation of a policy requires actions , or a comprehensive action |
| plan, to achieve its objectives, as well as when actions are implemented without |
| a specific policy, the undertaking shall disclose the following information: |
| |
| |
| (a) |
| |
| |
| the list of key actions taken in the reporting year and planned for the future, |
| their expected outcomes and, where relevant, how their implementation contributes |
| to the achievement of policy objectives and targets ; |
| |
| |
| (b) |
| |
| |
| the scope of the key actions (i.e., coverage in terms of activities, upstream |
| and/or downstream value chain, geographies and, where applicable, affected stakeholder |
| groups); |
| |
| |
| (c) |
| |
| |
| the time horizons under which the undertaking intends to complete each key action; |
| |
| |
| (d) |
| |
| |
| if applicable, key actions taken (along with results) to provide for and cooperate |
| in or support the provision of remedy for those harmed by actual material impacts; |
| |
| |
| (e) |
| |
| |
| if applicable, quantitative and qualitative information regarding the progress |
| of actions or action plans disclosed in prior periods. |
| |
| |
| Where the implementation of an action plan requires significant operational expenditures |
| (Opex) and/or capital expenditures (Capex) the undertaking shall: |
| |
| |
| (a) |
| |
| |
| describe the type of current and future financial and other resources allocated |
| to the action plan, including if applicable, the relevant terms of sustainable |
| finance instruments, such as green bonds, social bonds and green loans, the environmental |
| or social objectives, and whether the ability to implement the actions or action |
| plan depends on specific preconditions, e.g., granting of financial support or |
| public policy and market developments; |
| |
| |
| (b) |
| |
| |
| provide the amount of current financial resources and explain how they relate |
| to the most relevant amounts presented in the financial statements; and |
| |
| |
| (c) |
| |
| |
| provide the amount of future financial resources. |
| |
| |
| 5. Metrics and targets |
| |
| |
| This chapter sets out Minimum Disclosure Requirements that shall be included when |
| the undertaking discloses information on its metrics and targets related to each |
| material sustainability matter. They shall be applied together with the Disclosure |
| Requirements, including Application Requirements, provided in the relevant topical |
| ESRS. They shall also be applied when the undertaking prepares entity-specific |
| disclosures. |
| |
| |
| The corresponding disclosures shall be located alongside disclosures prescribed |
| by the topical ESRS. |
| |
| |
| If the undertaking cannot disclose the information on targets required under the |
| relevant topical ESRS, because it has not set targets with reference to the specific |
| sustainability matter concerned, it shall disclose this to be the case, and provide |
| reasons for not having adopted targets. The undertaking may disclose a timeframe |
| in which it aims to adopt them. |
| |
| |
| Minimum disclosure requirement – Metrics MDR-M – Metrics in relation to material |
| sustainability matters |
| |
| |
| The undertaking shall apply the requirements for the content of disclosures in |
| this provision when it discloses on the metrics it has in place with regard to |
| each material sustainability matter . |
| |
| |
| The objective of this Minimum Disclosure Requirement is to provide an understanding |
| of the metrics the undertaking uses to track the effectiveness of its actions |
| to manage material sustainability matters . |
| |
| |
| The undertaking shall disclose any metrics that it uses to evaluate performance |
| and effectiveness, in relation to a material impact, risk or opportunity. |
| |
| |
| Metrics shall include those defined in ESRS, as well as metrics identified on |
| an entity-specific basis, whether taken from other sources or developed by the |
| undertaking itself. |
| |
| |
| For each metric , the undertaking shall: |
| |
| |
| (a) |
| |
| |
| disclose the methodologies and significant assumptions behind the metric, including |
| the limitations of the methodologies used; |
| |
| |
| (b) |
| |
| |
| disclose whether the measurement of the metric is validated by an external body |
| other than the assurance provider and, if so, which body; |
| |
| |
| (c) |
| |
| |
| label and define the metric using meaningful, clear and precise names and descriptions; |
| |
| |
| (d) |
| |
| |
| when currency is specified as the unit of measure, use the presentation currency |
| of its financial statements.' |
| - source_sentence: What specific categories must be used to report the quantity of |
| electrical and electronic equipment (EEE) placed on the national market and the |
| quantity of waste EEE that has been collected, recycled, recovered, and disposed |
| of? |
| sentences: |
| - '(50) Council Directive 2003/96/EC of 27 October 2003 restructuring the Community |
| framework for the taxation of energy products and electricity (OJ L 283, 31.10.2003, |
| p. 51). |
| |
| |
| (51) Directive 2009/81/EC of the European Parliament and of the Council of 13 |
| July 2009 on the coordination of procedures for the award of certain works contracts, |
| supply contracts and service contracts by contracting authorities or entities |
| in the fields of defence and security, and amending Directives 2004/17/EC and |
| 2004/18/EC (OJ L 216, 20.8.2009, p. 76). |
| |
| |
| (52) Directive 2001/42/EC of the European Parliament and of the Council of 27 |
| June 2001 on the assessment of the effects of certain plans and programmes on |
| the environment (OJ L 197, 21.7.2001, p. 30). |
| |
| |
| (53) Directive 2014/89/EU of the European Parliament and of the Council of 23 |
| July 2014 establishing a framework for maritime spatial planning (OJ L 257, 28.8.2014, |
| p. 135). |
| |
| |
| (54) Directive (EU) 2023/2413 of the European Parliament and of the Council of |
| 18 October 2023 amending Directive (EU) 2018/2001, Regulation (EU) 2018/1999 and |
| Directive 98/70/EC as regards the promotion of energy from renewable sources, |
| and repealing Council Directive (EU) 2015/652 (OJ L, 2023/2413, 31.10.2023, ELI: |
| http://data.europa.eu/eli/dir/2023/2413/oj). |
| |
| |
| (55) Directive 94/22/EC of the European Parliament and of the Council of 30 May |
| 1994 on the conditions for granting and using authorizations for the prospection, |
| exploration and production of hydrocarbons (OJ L 164, 30.6.1994, p. 3). |
| |
| |
| (56) Regulation (EU) No 952/2013 of the European Parliament and of the Council |
| of 9 October 2013 laying down the Union Customs Code (OJ L 269, 10.10.2013, p. |
| 1). |
| |
| |
| (57) Regulation (EU) 2023/955 of the European Parliament and of the Council of |
| 10 May 2023 establishing a Social Climate Fund and amending Regulation (EU) 2021/1060 |
| (OJ L 130, 16.5.2023, p. 1). |
| |
| |
| (58) Regulation (EU) 2016/589 of the European Parliament and of the Council of |
| 13 April 2016 on a European network of employment services (EURES), workers'' |
| access to mobility services and the further integration of labour markets, and |
| amending Regulations (EU) No 492/2011 and (EU) No 1296/2013 (OJ L 107, 22.4.2016, |
| p. 1).' |
| - '(d) |
| |
| |
| the processes through which the undertaking supports the availability of such |
| channels in the workplace of its own workforce; and |
| |
| |
| (e) |
| |
| |
| how it tracks and monitors issues raised and addressed, and, how it ensures the |
| effectiveness of the channels, including through the involvement of stakeholders |
| who are intended users .' |
| - '4. |
| |
| |
| Quantity of EEE placed on the national market, by weight. |
| |
| |
| 5. |
| |
| |
| Quantity, by weight, of waste of EEE separately collected, recycled (including |
| prepared for re-use), recovered and disposed of within the Member State or shipped |
| within or outside the Union. |
| |
| |
| Note: information set out in points 4 and 5 must be given by category. |
| |
| |
| ANNEX XI |
| |
| |
| PART A |
| |
| |
| Repealed Directive with its successive amendments |
| |
| |
| (referred to in Article 25) |
| |
| |
| Directive 2002/96/EC on waste electrical and electronic equipment (WEEE) (OJ L |
| 37, 13.2.2003, p. 24) Directive 2003/108/EC of the European Parliament and of |
| the Council (OJ L 345, 31.12.2003, p. 106) Directive 2008/34/EC of the European |
| Parliament and of the Council (OJ L 81, 20.3.2008, p. 65) |
| |
| |
| PART B' |
| - source_sentence: How does the operational efficiency of energy systems impact the |
| integration of renewable energy sources into the grid, and what role does this |
| play in improving overall energy efficiency? |
| sentences: |
| - '(58) Directive 2010/75/EU of the European Parliament and of the Council (21) |
| lays down rules on installations that contribute to energy production or use energy |
| for production purposes, and provides that information on the energy used in or |
| generated by the installation is to be included in applications for integrated |
| permits in accordance with Article 12(1), point (b) of that Directive. Moreover, |
| Article 11 of that Directive provides that efficient use of energy is one of the |
| general principles governing the basic obligations of the operator and one of |
| the criteria for determining best available techniques pursuant to Annex III to |
| that Directive. The operational efficiency of energy systems at any given moment |
| is influenced by the ability to feed power generated from different sources with |
| different degrees of inertia and start-up times into the grid smoothly and flexibly. |
| Improving efficiency will enable better use to be made of renewable energy. |
| |
| |
| (59) Improvement in energy efficiency can contribute to higher economic output. |
| Member States and the Union should aim to decrease energy consumption regardless |
| of levels of economic growth. |
| |
| |
| (60) The energy savings obligation established by this Directive should be increased |
| and should also apply after 2030. That ensures stability for investors and thus |
| encourages long-term investments and long-term energy efficiency measures, such |
| as the deep renovation of buildings with the long-term objective of facilitating |
| the cost effective transformation of existing buildings into nearly zero-energy |
| buildings. The energy savings obligation plays an important role in the creation |
| of local growth, jobs, competitiveness and alleviating energy poverty. It should |
| ensure that the Union can achieve its energy and climate objectives by creating |
| further opportunities and by breaking the link between energy consumption and |
| growth. Cooperation with the private sector is important to assess the conditions |
| on which private investment for energy efficiency projects can be unlocked and |
| to develop new revenue models for innovation in the field of energy efficiency.' |
| - 'where: |
| |
| |
| ‘distance’ means the great circle distance between the aerodrome of departure |
| and the aerodrome of arrival plus an additional fixed factor of 95 km; and |
| |
| |
| ‘payload’ means the total mass of freight, mail and passengers carried. |
| |
| |
| For the purposes of calculating the payload: |
| |
| |
| the number of passengers shall be the number of persons on-board excluding crew |
| members, |
| |
| |
| an aircraft operator may choose to apply either the actual or standard mass for |
| passengers and checked baggage contained in its mass and balance documentation |
| for the relevant flights or a default value of 100 kg for each passenger and his |
| checked baggage. |
| |
| |
| Reporting of tonne-kilometre data for the purpose of Articles 3e and 3f' |
| - 'Article 12 |
| |
| |
| 1. Member States shall ensure that producers provide at least for the financing |
| of the collection, treatment, recovery and environmentally sound disposal of WEEE |
| from private households that has been deposited at collection facilities set up |
| under Article 5(2) as follows: |
| |
| |
| (a) for WEEE resulting from EEE referred to in Article 2(1), point (a), other |
| than photovoltaic panels, where such EEE was placed on the market after 13 August |
| 2005; |
| |
| |
| (b) for WEEE resulting from photovoltaic panels where such photovoltaic panels |
| were placed on the market from 13 August 2012; and |
| |
| |
| (c) for WEEE resulting from EEE referred to in Article 2(1), point (b), and which |
| does not fall within the scope of Article 2(1), point (a), where such EEE was |
| placed on the market from 15 August 2018. |
| |
| |
| 3. Each producer shall be responsible for financing the operations referred to |
| in paragraph 1 relating to the waste from his own products. The producer may choose |
| to fulfil this obligation either individually or by joining a collective scheme. |
| |
| |
| Member States shall ensure that each producer provides a guarantee when placing |
| a product on the market showing that the management of all WEEE will be financed |
| and shall ensure that producers clearly mark their products in accordance with |
| Article 15(2). This guarantee shall ensure that the operations referred to in |
| paragraph 1 relating to this product will be financed. The guarantee may take |
| the form of participation by the producer in appropriate schemes for the financing |
| of the management of WEEE, a recycling insurance or a blocked bank account.' |
| 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: 0.8110473890733474 |
| name: Cosine Accuracy@1 |
| - type: cosine_accuracy@3 |
| value: 0.9429520072441896 |
| name: Cosine Accuracy@3 |
| - type: cosine_accuracy@5 |
| value: 0.970419559311802 |
| name: Cosine Accuracy@5 |
| - type: cosine_accuracy@10 |
| value: 0.9849079384243887 |
| name: Cosine Accuracy@10 |
| - type: cosine_precision@1 |
| value: 0.8110473890733474 |
| name: Cosine Precision@1 |
| - type: cosine_precision@3 |
| value: 0.31431733574806314 |
| name: Cosine Precision@3 |
| - type: cosine_precision@5 |
| value: 0.1940839118623604 |
| name: Cosine Precision@5 |
| - type: cosine_precision@10 |
| value: 0.09849079384243888 |
| name: Cosine Precision@10 |
| - type: cosine_recall@1 |
| value: 0.8110473890733474 |
| name: Cosine Recall@1 |
| - type: cosine_recall@3 |
| value: 0.9429520072441896 |
| name: Cosine Recall@3 |
| - type: cosine_recall@5 |
| value: 0.970419559311802 |
| name: Cosine Recall@5 |
| - type: cosine_recall@10 |
| value: 0.9849079384243887 |
| name: Cosine Recall@10 |
| - type: cosine_ndcg@10 |
| value: 0.9068065758438455 |
| name: Cosine Ndcg@10 |
| - type: cosine_mrr@10 |
| value: 0.8807861287185174 |
| name: Cosine Mrr@10 |
| - type: cosine_map@100 |
| value: 0.8816391915783972 |
| name: Cosine Map@100 |
| --- |
| |
| # SentenceTransformer based on Snowflake/snowflake-arctic-embed-m-v1.5 |
|
|
| This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [Snowflake/snowflake-arctic-embed-m-v1.5](https://huggingface.co/Snowflake/snowflake-arctic-embed-m-v1.5). It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more. |
|
|
| ## Model Details |
|
|
| ### Model Description |
| - **Model Type:** Sentence Transformer |
| - **Base model:** [Snowflake/snowflake-arctic-embed-m-v1.5](https://huggingface.co/Snowflake/snowflake-arctic-embed-m-v1.5) <!-- at revision 8e4eaca09c27ad3d501908636ec7c8bc3561b6de --> |
| - **Maximum Sequence Length:** 512 tokens |
| - **Output Dimensionality:** 768 dimensions |
| - **Similarity Function:** Cosine Similarity |
| <!-- - **Training Dataset:** Unknown --> |
| <!-- - **Language:** Unknown --> |
| <!-- - **License:** Unknown --> |
|
|
| ### Model Sources |
|
|
| - **Documentation:** [Sentence Transformers Documentation](https://sbert.net) |
| - **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers) |
| - **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers) |
|
|
| ### Full Model Architecture |
|
|
| ``` |
| SentenceTransformer( |
| (0): Transformer({'max_seq_length': 512, 'do_lower_case': False}) with Transformer model: BertModel |
| (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': True, 'pooling_mode_mean_tokens': False, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True}) |
| (2): Normalize() |
| ) |
| ``` |
|
|
| ## Usage |
|
|
| ### Direct Usage (Sentence Transformers) |
|
|
| First install the Sentence Transformers library: |
|
|
| ```bash |
| pip install -U sentence-transformers |
| ``` |
|
|
| Then you can load this model and run inference. |
| ```python |
| from sentence_transformers import SentenceTransformer |
| |
| # Download from the 🤗 Hub |
| model = SentenceTransformer("sentence_transformers_model_id") |
| # Run inference |
| sentences = [ |
| 'How does the operational efficiency of energy systems impact the integration of renewable energy sources into the grid, and what role does this play in improving overall energy efficiency?', |
| '(58) Directive 2010/75/EU of the European Parliament and of the Council (21) lays down rules on installations that contribute to energy production or use energy for production purposes, and provides that information on the energy used in or generated by the installation is to be included in applications for integrated permits in accordance with Article 12(1), point (b) of that Directive. Moreover, Article 11 of that Directive provides that efficient use of energy is one of the general principles governing the basic obligations of the operator and one of the criteria for determining best available techniques pursuant to Annex III to that Directive. The operational efficiency of energy systems at any given moment is influenced by the ability to feed power generated from different sources with different degrees of inertia and start-up times into the grid smoothly and flexibly. Improving efficiency will enable better use to be made of renewable energy.\n\n(59) Improvement in energy efficiency can contribute to higher economic output. Member States and the Union should aim to decrease energy consumption regardless of levels of economic growth.\n\n(60) The energy savings obligation established by this Directive should be increased and should also apply after 2030. That ensures stability for investors and thus encourages long-term investments and long-term energy efficiency measures, such as the deep renovation of buildings with the long-term objective of facilitating the cost effective transformation of existing buildings into nearly zero-energy buildings. The energy savings obligation plays an important role in the creation of local growth, jobs, competitiveness and alleviating energy poverty. It should ensure that the Union can achieve its energy and climate objectives by creating further opportunities and by breaking the link between energy consumption and growth. Cooperation with the private sector is important to assess the conditions on which private investment for energy efficiency projects can be unlocked and to develop new revenue models for innovation in the field of energy efficiency.', |
| 'where:\n\n‘distance’ means the great circle distance between the aerodrome of departure and the aerodrome of arrival plus an additional fixed factor of 95 km; and\n\n‘payload’ means the total mass of freight, mail and passengers carried.\n\nFor the purposes of calculating the payload:\n\nthe number of passengers shall be the number of persons on-board excluding crew members,\n\nan aircraft operator may choose to apply either the actual or standard mass for passengers and checked baggage contained in its mass and balance documentation for the relevant flights or a default value of 100 kg for each passenger and his checked baggage.\n\nReporting of tonne-kilometre data for the purpose of Articles 3e and 3f', |
| ] |
| embeddings = model.encode(sentences) |
| print(embeddings.shape) |
| # [3, 768] |
| |
| # Get the similarity scores for the embeddings |
| similarities = model.similarity(embeddings, embeddings) |
| print(similarities.shape) |
| # [3, 3] |
| ``` |
|
|
| <!-- |
| ### Direct Usage (Transformers) |
|
|
| <details><summary>Click to see the direct usage in Transformers</summary> |
|
|
| </details> |
| --> |
|
|
| <!-- |
| ### Downstream Usage (Sentence Transformers) |
|
|
| You can finetune this model on your own dataset. |
|
|
| <details><summary>Click to expand</summary> |
|
|
| </details> |
| --> |
|
|
| <!-- |
| ### Out-of-Scope Use |
|
|
| *List how the model may foreseeably be misused and address what users ought not to do with the model.* |
| --> |
|
|
| ## Evaluation |
|
|
| ### Metrics |
|
|
| #### Information Retrieval |
|
|
| * Evaluated with [<code>InformationRetrievalEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator) |
|
|
| | Metric | Value | |
| |:--------------------|:-----------| |
| | cosine_accuracy@1 | 0.811 | |
| | cosine_accuracy@3 | 0.943 | |
| | cosine_accuracy@5 | 0.9704 | |
| | cosine_accuracy@10 | 0.9849 | |
| | cosine_precision@1 | 0.811 | |
| | cosine_precision@3 | 0.3143 | |
| | cosine_precision@5 | 0.1941 | |
| | cosine_precision@10 | 0.0985 | |
| | cosine_recall@1 | 0.811 | |
| | cosine_recall@3 | 0.943 | |
| | cosine_recall@5 | 0.9704 | |
| | cosine_recall@10 | 0.9849 | |
| | **cosine_ndcg@10** | **0.9068** | |
| | cosine_mrr@10 | 0.8808 | |
| | cosine_map@100 | 0.8816 | |
| |
| <!-- |
| ## Bias, Risks and Limitations |
| |
| *What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.* |
| --> |
| |
| <!-- |
| ### Recommendations |
| |
| *What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.* |
| --> |
| |
| ## Training Details |
| |
| ### Training Dataset |
| |
| #### Unnamed Dataset |
| |
| * Size: 32,897 training samples |
| * Columns: <code>sentence_0</code> and <code>sentence_1</code> |
| * Approximate statistics based on the first 1000 samples: |
| | | sentence_0 | sentence_1 | |
| |:--------|:------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------| |
| | type | string | string | |
| | details | <ul><li>min: 12 tokens</li><li>mean: 41.21 tokens</li><li>max: 184 tokens</li></ul> | <ul><li>min: 3 tokens</li><li>mean: 234.18 tokens</li><li>max: 512 tokens</li></ul> | |
| * Samples: |
| | sentence_0 | sentence_1 | |
| |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| |
| | <code>What is the maximum allowable concentration of Dimethylfumarate in articles or parts thereof, and what are the implications for market placement if this concentration is exceeded?</code> | <code>"32011R0366: INSERTED") 60. Acrylamide CAS No 79-06-1 Shall not be placed on the market or used as a substance or constituent of mixtures in a concentration, equal to or greater than 0,1 % by weight for grouting applications after 5 November 2012. [▼M16](./../../../legal-content/EN/AUTO/?uri=celex:32012R0412 "32012R0412: INSERTED") 61. Dimethylfumarate (DMF) CAS No 624-49-7 EC 210-849-0 Shall not be used in articles or any parts thereof in concentrations greater than 0,1 mg/kg. Articles or any parts thereof containing DMF in concentrations greater than 0,1 mg/kg shall not be placed on the market. [▼M20](./../../../legal-content/EN/AUTO/?uri=celex:32012R0848 "32012R0848: INSERTED") 62. (a) Phenylmercury acetate EC No: 200-532-5 CAS No:</code> | |
| | <code>The passage highlights the importance of ensuring that hygiene products made partly or wholly from plastics remain safe by avoiding harmful chemical substances. By calling for the assessment of additional restrictions under chemical regulations, it underscores a precautionary stance rooted in safeguarding consumer well-being, particularly for products intimately connected to human health.</code> | <code>(19) | The presence of hazardous chemical substances in sanitary towels, tampons and tampon applicators should be avoided in the interest of women’s health. In the framework of the restrictions process under Regulation (EC) No 1907/2006, it is appropriate for the Commission to assess further restrictions on such substances.</code> | |
| | <code>What responsibilities do Member States have regarding penalties for infringements of national provisions adopted under the directive?</code> | <code>Member States shall lay down the rules on penalties applicable to infringements of national provisions adopted pursuant to this Directive and shall take all measures necessary to ensure that they are implemented. The penalties provided for shall be effective, proportionate and dissuasive. Member States shall, by 3 July 2021, notify the Commission of those rules and those measures and shall notify it of any subsequent amendment affecting them.</code> | |
| * Loss: [<code>MatryoshkaLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#matryoshkaloss) with these parameters: |
| ```json |
| { |
| "loss": "MultipleNegativesRankingLoss", |
| "matryoshka_dims": [ |
| 768, |
| 512, |
| 256, |
| 128, |
| 64 |
| ], |
| "matryoshka_weights": [ |
| 1, |
| 1, |
| 1, |
| 1, |
| 1 |
| ], |
| "n_dims_per_step": -1 |
| } |
| ``` |
| |
| ### Training Hyperparameters |
| #### Non-Default Hyperparameters |
| |
| - `eval_strategy`: steps |
| - `per_device_train_batch_size`: 4 |
| - `per_device_eval_batch_size`: 4 |
| - `num_train_epochs`: 4 |
| - `multi_dataset_batch_sampler`: round_robin |
| |
| #### All Hyperparameters |
| <details><summary>Click to expand</summary> |
| |
| - `overwrite_output_dir`: False |
| - `do_predict`: False |
| - `eval_strategy`: steps |
| - `prediction_loss_only`: True |
| - `per_device_train_batch_size`: 4 |
| - `per_device_eval_batch_size`: 4 |
| - `per_gpu_train_batch_size`: None |
| - `per_gpu_eval_batch_size`: None |
| - `gradient_accumulation_steps`: 1 |
| - `eval_accumulation_steps`: None |
| - `torch_empty_cache_steps`: None |
| - `learning_rate`: 5e-05 |
| - `weight_decay`: 0.0 |
| - `adam_beta1`: 0.9 |
| - `adam_beta2`: 0.999 |
| - `adam_epsilon`: 1e-08 |
| - `max_grad_norm`: 1 |
| - `num_train_epochs`: 4 |
| - `max_steps`: -1 |
| - `lr_scheduler_type`: linear |
| - `lr_scheduler_kwargs`: {} |
| - `warmup_ratio`: 0.0 |
| - `warmup_steps`: 0 |
| - `log_level`: passive |
| - `log_level_replica`: warning |
| - `log_on_each_node`: True |
| - `logging_nan_inf_filter`: True |
| - `save_safetensors`: True |
| - `save_on_each_node`: False |
| - `save_only_model`: False |
| - `restore_callback_states_from_checkpoint`: False |
| - `no_cuda`: False |
| - `use_cpu`: False |
| - `use_mps_device`: False |
| - `seed`: 42 |
| - `data_seed`: None |
| - `jit_mode_eval`: False |
| - `use_ipex`: False |
| - `bf16`: False |
| - `fp16`: False |
| - `fp16_opt_level`: O1 |
| - `half_precision_backend`: auto |
| - `bf16_full_eval`: False |
| - `fp16_full_eval`: False |
| - `tf32`: None |
| - `local_rank`: 0 |
| - `ddp_backend`: None |
| - `tpu_num_cores`: None |
| - `tpu_metrics_debug`: False |
| - `debug`: [] |
| - `dataloader_drop_last`: False |
| - `dataloader_num_workers`: 0 |
| - `dataloader_prefetch_factor`: None |
| - `past_index`: -1 |
| - `disable_tqdm`: False |
| - `remove_unused_columns`: True |
| - `label_names`: None |
| - `load_best_model_at_end`: False |
| - `ignore_data_skip`: False |
| - `fsdp`: [] |
| - `fsdp_min_num_params`: 0 |
| - `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False} |
| - `fsdp_transformer_layer_cls_to_wrap`: None |
| - `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None} |
| - `deepspeed`: None |
| - `label_smoothing_factor`: 0.0 |
| - `optim`: adamw_torch |
| - `optim_args`: None |
| - `adafactor`: False |
| - `group_by_length`: False |
| - `length_column_name`: length |
| - `ddp_find_unused_parameters`: None |
| - `ddp_bucket_cap_mb`: None |
| - `ddp_broadcast_buffers`: False |
| - `dataloader_pin_memory`: True |
| - `dataloader_persistent_workers`: False |
| - `skip_memory_metrics`: True |
| - `use_legacy_prediction_loop`: False |
| - `push_to_hub`: False |
| - `resume_from_checkpoint`: None |
| - `hub_model_id`: None |
| - `hub_strategy`: every_save |
| - `hub_private_repo`: None |
| - `hub_always_push`: False |
| - `gradient_checkpointing`: False |
| - `gradient_checkpointing_kwargs`: None |
| - `include_inputs_for_metrics`: False |
| - `include_for_metrics`: [] |
| - `eval_do_concat_batches`: True |
| - `fp16_backend`: auto |
| - `push_to_hub_model_id`: None |
| - `push_to_hub_organization`: None |
| - `mp_parameters`: |
| - `auto_find_batch_size`: False |
| - `full_determinism`: False |
| - `torchdynamo`: None |
| - `ray_scope`: last |
| - `ddp_timeout`: 1800 |
| - `torch_compile`: False |
| - `torch_compile_backend`: None |
| - `torch_compile_mode`: None |
| - `dispatch_batches`: None |
| - `split_batches`: None |
| - `include_tokens_per_second`: False |
| - `include_num_input_tokens_seen`: False |
| - `neftune_noise_alpha`: None |
| - `optim_target_modules`: None |
| - `batch_eval_metrics`: False |
| - `eval_on_start`: False |
| - `use_liger_kernel`: False |
| - `eval_use_gather_object`: False |
| - `average_tokens_across_devices`: False |
| - `prompts`: None |
| - `batch_sampler`: batch_sampler |
| - `multi_dataset_batch_sampler`: round_robin |
| |
| </details> |
| |
| ### Training Logs |
| <details><summary>Click to expand</summary> |
| |
| | Epoch | Step | Training Loss | cosine_ndcg@10 | |
| |:------:|:-----:|:-------------:|:--------------:| |
| | 0.0122 | 100 | - | 0.6297 | |
| | 0.0243 | 200 | - | 0.7126 | |
| | 0.0365 | 300 | - | 0.7753 | |
| | 0.0486 | 400 | - | 0.8207 | |
| | 0.0608 | 500 | 0.3802 | 0.8440 | |
| | 0.0729 | 600 | - | 0.8541 | |
| | 0.0851 | 700 | - | 0.8600 | |
| | 0.0973 | 800 | - | 0.8646 | |
| | 0.1094 | 900 | - | 0.8693 | |
| | 0.1216 | 1000 | 0.0994 | 0.8703 | |
| | 0.1337 | 1100 | - | 0.8769 | |
| | 0.1459 | 1200 | - | 0.8739 | |
| | 0.1581 | 1300 | - | 0.8716 | |
| | 0.1702 | 1400 | - | 0.8766 | |
| | 0.1824 | 1500 | 0.0749 | 0.8791 | |
| | 0.1945 | 1600 | - | 0.8791 | |
| | 0.2067 | 1700 | - | 0.8793 | |
| | 0.2188 | 1800 | - | 0.8810 | |
| | 0.2310 | 1900 | - | 0.8801 | |
| | 0.2432 | 2000 | 0.0834 | 0.8821 | |
| | 0.2553 | 2100 | - | 0.8851 | |
| | 0.2675 | 2200 | - | 0.8810 | |
| | 0.2796 | 2300 | - | 0.8790 | |
| | 0.2918 | 2400 | - | 0.8799 | |
| | 0.3040 | 2500 | 0.0686 | 0.8762 | |
| | 0.3161 | 2600 | - | 0.8785 | |
| | 0.3283 | 2700 | - | 0.8801 | |
| | 0.3404 | 2800 | - | 0.8754 | |
| | 0.3526 | 2900 | - | 0.8767 | |
| | 0.3647 | 3000 | 0.0402 | 0.8748 | |
| | 0.3769 | 3100 | - | 0.8742 | |
| | 0.3891 | 3200 | - | 0.8733 | |
| | 0.4012 | 3300 | - | 0.8801 | |
| | 0.4134 | 3400 | - | 0.8824 | |
| | 0.4255 | 3500 | 0.065 | 0.8796 | |
| | 0.4377 | 3600 | - | 0.8783 | |
| | 0.4498 | 3700 | - | 0.8707 | |
| | 0.4620 | 3800 | - | 0.8768 | |
| | 0.4742 | 3900 | - | 0.8761 | |
| | 0.4863 | 4000 | 0.0543 | 0.8797 | |
| | 0.4985 | 4100 | - | 0.8787 | |
| | 0.5106 | 4200 | - | 0.8796 | |
| | 0.5228 | 4300 | - | 0.8788 | |
| | 0.5350 | 4400 | - | 0.8808 | |
| | 0.5471 | 4500 | 0.0817 | 0.8813 | |
| | 0.5593 | 4600 | - | 0.8778 | |
| | 0.5714 | 4700 | - | 0.8794 | |
| | 0.5836 | 4800 | - | 0.8824 | |
| | 0.5957 | 4900 | - | 0.8820 | |
| | 0.6079 | 5000 | 0.0425 | 0.8809 | |
| | 0.6201 | 5100 | - | 0.8786 | |
| | 0.6322 | 5200 | - | 0.8794 | |
| | 0.6444 | 5300 | - | 0.8760 | |
| | 0.6565 | 5400 | - | 0.8765 | |
| | 0.6687 | 5500 | 0.0509 | 0.8743 | |
| | 0.6809 | 5600 | - | 0.8792 | |
| | 0.6930 | 5700 | - | 0.8835 | |
| | 0.7052 | 5800 | - | 0.8825 | |
| | 0.7173 | 5900 | - | 0.8826 | |
| | 0.7295 | 6000 | 0.0538 | 0.8817 | |
| | 0.7416 | 6100 | - | 0.8769 | |
| | 0.7538 | 6200 | - | 0.8793 | |
| | 0.7660 | 6300 | - | 0.8785 | |
| | 0.7781 | 6400 | - | 0.8775 | |
| | 0.7903 | 6500 | 0.0193 | 0.8790 | |
| | 0.8024 | 6600 | - | 0.8827 | |
| | 0.8146 | 6700 | - | 0.8782 | |
| | 0.8267 | 6800 | - | 0.8727 | |
| | 0.8389 | 6900 | - | 0.8807 | |
| | 0.8511 | 7000 | 0.0441 | 0.8819 | |
| | 0.8632 | 7100 | - | 0.8825 | |
| | 0.8754 | 7200 | - | 0.8822 | |
| | 0.8875 | 7300 | - | 0.8781 | |
| | 0.8997 | 7400 | - | 0.8794 | |
| | 0.9119 | 7500 | 0.0518 | 0.8799 | |
| | 0.9240 | 7600 | - | 0.8801 | |
| | 0.9362 | 7700 | - | 0.8792 | |
| | 0.9483 | 7800 | - | 0.8773 | |
| | 0.9605 | 7900 | - | 0.8759 | |
| | 0.9726 | 8000 | 0.03 | 0.8768 | |
| | 0.9848 | 8100 | - | 0.8748 | |
| | 0.9970 | 8200 | - | 0.8736 | |
| | 1.0 | 8225 | - | 0.8802 | |
| | 1.0091 | 8300 | - | 0.8779 | |
| | 1.0213 | 8400 | - | 0.8747 | |
| | 1.0334 | 8500 | 0.028 | 0.8798 | |
| | 1.0456 | 8600 | - | 0.8793 | |
| | 1.0578 | 8700 | - | 0.8773 | |
| | 1.0699 | 8800 | - | 0.8810 | |
| | 1.0821 | 8900 | - | 0.8823 | |
| | 1.0942 | 9000 | 0.0232 | 0.8782 | |
| | 1.1064 | 9100 | - | 0.8844 | |
| | 1.1185 | 9200 | - | 0.8772 | |
| | 1.1307 | 9300 | - | 0.8746 | |
| | 1.1429 | 9400 | - | 0.8739 | |
| | 1.1550 | 9500 | 0.0316 | 0.8806 | |
| | 1.1672 | 9600 | - | 0.8789 | |
| | 1.1793 | 9700 | - | 0.8818 | |
| | 1.1915 | 9800 | - | 0.8812 | |
| | 1.2036 | 9900 | - | 0.8871 | |
| | 1.2158 | 10000 | 0.0251 | 0.8876 | |
| | 1.2280 | 10100 | - | 0.8884 | |
| | 1.2401 | 10200 | - | 0.8859 | |
| | 1.2523 | 10300 | - | 0.8844 | |
| | 1.2644 | 10400 | - | 0.8840 | |
| | 1.2766 | 10500 | 0.0244 | 0.8844 | |
| | 1.2888 | 10600 | - | 0.8842 | |
| | 1.3009 | 10700 | - | 0.8874 | |
| | 1.3131 | 10800 | - | 0.8875 | |
| | 1.3252 | 10900 | - | 0.8827 | |
| | 1.3374 | 11000 | 0.0258 | 0.8831 | |
| | 1.3495 | 11100 | - | 0.8830 | |
| | 1.3617 | 11200 | - | 0.8831 | |
| | 1.3739 | 11300 | - | 0.8845 | |
| | 1.3860 | 11400 | - | 0.8868 | |
| | 1.3982 | 11500 | 0.0334 | 0.8871 | |
| | 1.4103 | 11600 | - | 0.8872 | |
| | 1.4225 | 11700 | - | 0.8886 | |
| | 1.4347 | 11800 | - | 0.8894 | |
| | 1.4468 | 11900 | - | 0.8876 | |
| | 1.4590 | 12000 | 0.0167 | 0.8906 | |
| | 1.4711 | 12100 | - | 0.8915 | |
| | 1.4833 | 12200 | - | 0.8910 | |
| | 1.4954 | 12300 | - | 0.8892 | |
| | 1.5076 | 12400 | - | 0.8894 | |
| | 1.5198 | 12500 | 0.0216 | 0.8877 | |
| | 1.5319 | 12600 | - | 0.8899 | |
| | 1.5441 | 12700 | - | 0.8881 | |
| | 1.5562 | 12800 | - | 0.8889 | |
| | 1.5684 | 12900 | - | 0.8869 | |
| | 1.5805 | 13000 | 0.0181 | 0.8879 | |
| | 1.5927 | 13100 | - | 0.8883 | |
| | 1.6049 | 13200 | - | 0.8876 | |
| | 1.6170 | 13300 | - | 0.8873 | |
| | 1.6292 | 13400 | - | 0.8895 | |
| | 1.6413 | 13500 | 0.0236 | 0.8913 | |
| | 1.6535 | 13600 | - | 0.8918 | |
| | 1.6657 | 13700 | - | 0.8933 | |
| | 1.6778 | 13800 | - | 0.8913 | |
| | 1.6900 | 13900 | - | 0.8937 | |
| | 1.7021 | 14000 | 0.0291 | 0.8941 | |
| | 1.7143 | 14100 | - | 0.8950 | |
| | 1.7264 | 14200 | - | 0.8957 | |
| | 1.7386 | 14300 | - | 0.8912 | |
| | 1.7508 | 14400 | - | 0.8937 | |
| | 1.7629 | 14500 | 0.0266 | 0.8922 | |
| | 1.7751 | 14600 | - | 0.8903 | |
| | 1.7872 | 14700 | - | 0.8930 | |
| | 1.7994 | 14800 | - | 0.8913 | |
| | 1.8116 | 14900 | - | 0.8913 | |
| | 1.8237 | 15000 | 0.018 | 0.8925 | |
| | 1.8359 | 15100 | - | 0.8928 | |
| | 1.8480 | 15200 | - | 0.8889 | |
| | 1.8602 | 15300 | - | 0.8884 | |
| | 1.8723 | 15400 | - | 0.8876 | |
| | 1.8845 | 15500 | 0.018 | 0.8891 | |
| | 1.8967 | 15600 | - | 0.8887 | |
| | 1.9088 | 15700 | - | 0.8891 | |
| | 1.9210 | 15800 | - | 0.8924 | |
| | 1.9331 | 15900 | - | 0.8891 | |
| | 1.9453 | 16000 | 0.0223 | 0.8902 | |
| | 1.9574 | 16100 | - | 0.8943 | |
| | 1.9696 | 16200 | - | 0.8925 | |
| | 1.9818 | 16300 | - | 0.8905 | |
| | 1.9939 | 16400 | - | 0.8892 | |
| | 2.0 | 16450 | - | 0.8897 | |
| | 2.0061 | 16500 | 0.0274 | 0.8889 | |
| | 2.0182 | 16600 | - | 0.8914 | |
| | 2.0304 | 16700 | - | 0.8871 | |
| | 2.0426 | 16800 | - | 0.8878 | |
| | 2.0547 | 16900 | - | 0.8882 | |
| | 2.0669 | 17000 | 0.0178 | 0.8879 | |
| | 2.0790 | 17100 | - | 0.8892 | |
| | 2.0912 | 17200 | - | 0.8896 | |
| | 2.1033 | 17300 | - | 0.8933 | |
| | 2.1155 | 17400 | - | 0.8936 | |
| | 2.1277 | 17500 | 0.0079 | 0.8942 | |
| | 2.1398 | 17600 | - | 0.8927 | |
| | 2.1520 | 17700 | - | 0.8914 | |
| | 2.1641 | 17800 | - | 0.8932 | |
| | 2.1763 | 17900 | - | 0.8917 | |
| | 2.1884 | 18000 | 0.0031 | 0.8921 | |
| | 2.2006 | 18100 | - | 0.8912 | |
| | 2.2128 | 18200 | - | 0.8879 | |
| | 2.2249 | 18300 | - | 0.8865 | |
| | 2.2371 | 18400 | - | 0.8847 | |
| | 2.2492 | 18500 | 0.0127 | 0.8869 | |
| | 2.2614 | 18600 | - | 0.8880 | |
| | 2.2736 | 18700 | - | 0.8885 | |
| | 2.2857 | 18800 | - | 0.8901 | |
| | 2.2979 | 18900 | - | 0.8880 | |
| | 2.3100 | 19000 | 0.019 | 0.8897 | |
| | 2.3222 | 19100 | - | 0.8918 | |
| | 2.3343 | 19200 | - | 0.8895 | |
| | 2.3465 | 19300 | - | 0.8918 | |
| | 2.3587 | 19400 | - | 0.8933 | |
| | 2.3708 | 19500 | 0.0177 | 0.8936 | |
| | 2.3830 | 19600 | - | 0.8919 | |
| | 2.3951 | 19700 | - | 0.8922 | |
| | 2.4073 | 19800 | - | 0.8923 | |
| | 2.4195 | 19900 | - | 0.8946 | |
| | 2.4316 | 20000 | 0.0085 | 0.8935 | |
| | 2.4438 | 20100 | - | 0.8944 | |
| | 2.4559 | 20200 | - | 0.8918 | |
| | 2.4681 | 20300 | - | 0.8948 | |
| | 2.4802 | 20400 | - | 0.8937 | |
| | 2.4924 | 20500 | 0.0073 | 0.8935 | |
| | 2.5046 | 20600 | - | 0.8942 | |
| | 2.5167 | 20700 | - | 0.8939 | |
| | 2.5289 | 20800 | - | 0.8950 | |
| | 2.5410 | 20900 | - | 0.8974 | |
| | 2.5532 | 21000 | 0.01 | 0.8961 | |
| | 2.5653 | 21100 | - | 0.8977 | |
| | 2.5775 | 21200 | - | 0.8985 | |
| | 2.5897 | 21300 | - | 0.8962 | |
| | 2.6018 | 21400 | - | 0.8981 | |
| | 2.6140 | 21500 | 0.0148 | 0.8978 | |
| | 2.6261 | 21600 | - | 0.8967 | |
| | 2.6383 | 21700 | - | 0.8978 | |
| | 2.6505 | 21800 | - | 0.8975 | |
| | 2.6626 | 21900 | - | 0.9010 | |
| | 2.6748 | 22000 | 0.0271 | 0.9000 | |
| | 2.6869 | 22100 | - | 0.8973 | |
| | 2.6991 | 22200 | - | 0.8987 | |
| | 2.7112 | 22300 | - | 0.9005 | |
| | 2.7234 | 22400 | - | 0.8990 | |
| | 2.7356 | 22500 | 0.0108 | 0.8993 | |
| | 2.7477 | 22600 | - | 0.9011 | |
| | 2.7599 | 22700 | - | 0.8998 | |
| | 2.7720 | 22800 | - | 0.8981 | |
| | 2.7842 | 22900 | - | 0.9006 | |
| | 2.7964 | 23000 | 0.0067 | 0.9010 | |
| | 2.8085 | 23100 | - | 0.9028 | |
| | 2.8207 | 23200 | - | 0.9024 | |
| | 2.8328 | 23300 | - | 0.9027 | |
| | 2.8450 | 23400 | - | 0.9024 | |
| | 2.8571 | 23500 | 0.01 | 0.9031 | |
| | 2.8693 | 23600 | - | 0.9029 | |
| | 2.8815 | 23700 | - | 0.9022 | |
| | 2.8936 | 23800 | - | 0.8992 | |
| | 2.9058 | 23900 | - | 0.9007 | |
| | 2.9179 | 24000 | 0.0081 | 0.9005 | |
| | 2.9301 | 24100 | - | 0.8990 | |
| | 2.9422 | 24200 | - | 0.8992 | |
| | 2.9544 | 24300 | - | 0.9021 | |
| | 2.9666 | 24400 | - | 0.9003 | |
| | 2.9787 | 24500 | 0.0142 | 0.9016 | |
| | 2.9909 | 24600 | - | 0.9018 | |
| | 3.0 | 24675 | - | 0.9014 | |
| | 3.0030 | 24700 | - | 0.9014 | |
| | 3.0152 | 24800 | - | 0.9012 | |
| | 3.0274 | 24900 | - | 0.9006 | |
| | 3.0395 | 25000 | 0.0033 | 0.9002 | |
| | 3.0517 | 25100 | - | 0.9013 | |
| | 3.0638 | 25200 | - | 0.9025 | |
| | 3.0760 | 25300 | - | 0.9022 | |
| | 3.0881 | 25400 | - | 0.9013 | |
| | 3.1003 | 25500 | 0.0072 | 0.9008 | |
| | 3.1125 | 25600 | - | 0.9007 | |
| | 3.1246 | 25700 | - | 0.8997 | |
| | 3.1368 | 25800 | - | 0.8982 | |
| | 3.1489 | 25900 | - | 0.8992 | |
| | 3.1611 | 26000 | 0.0147 | 0.8999 | |
| | 3.1733 | 26100 | - | 0.9010 | |
| | 3.1854 | 26200 | - | 0.9002 | |
| | 3.1976 | 26300 | - | 0.9024 | |
| | 3.2097 | 26400 | - | 0.9017 | |
| | 3.2219 | 26500 | 0.0154 | 0.9038 | |
| | 3.2340 | 26600 | - | 0.9039 | |
| | 3.2462 | 26700 | - | 0.9040 | |
| | 3.2584 | 26800 | - | 0.9031 | |
| | 3.2705 | 26900 | - | 0.9035 | |
| | 3.2827 | 27000 | 0.0078 | 0.9035 | |
| | 3.2948 | 27100 | - | 0.9038 | |
| | 3.3070 | 27200 | - | 0.9041 | |
| | 3.3191 | 27300 | - | 0.9039 | |
| | 3.3313 | 27400 | - | 0.9026 | |
| | 3.3435 | 27500 | 0.0041 | 0.9025 | |
| | 3.3556 | 27600 | - | 0.9027 | |
| | 3.3678 | 27700 | - | 0.9037 | |
| | 3.3799 | 27800 | - | 0.9029 | |
| | 3.3921 | 27900 | - | 0.9030 | |
| | 3.4043 | 28000 | 0.0043 | 0.9028 | |
| | 3.4164 | 28100 | - | 0.9027 | |
| | 3.4286 | 28200 | - | 0.9027 | |
| | 3.4407 | 28300 | - | 0.9037 | |
| | 3.4529 | 28400 | - | 0.9048 | |
| | 3.4650 | 28500 | 0.0102 | 0.9040 | |
| | 3.4772 | 28600 | - | 0.9042 | |
| | 3.4894 | 28700 | - | 0.9050 | |
| | 3.5015 | 28800 | - | 0.9046 | |
| | 3.5137 | 28900 | - | 0.9057 | |
| | 3.5258 | 29000 | 0.0075 | 0.9048 | |
| | 3.5380 | 29100 | - | 0.9045 | |
| | 3.5502 | 29200 | - | 0.9052 | |
| | 3.5623 | 29300 | - | 0.9053 | |
| | 3.5745 | 29400 | - | 0.9068 | |
| |
| </details> |
| |
| ### Framework Versions |
| - Python: 3.10.11 |
| - Sentence Transformers: 3.4.1 |
| - Transformers: 4.48.1 |
| - PyTorch: 2.4.0+cu121 |
| - Accelerate: 1.4.0 |
| - Datasets: 3.3.2 |
| - Tokenizers: 0.21.0 |
| |
| ## Citation |
| |
| ### BibTeX |
| |
| #### Sentence Transformers |
| ```bibtex |
| @inproceedings{reimers-2019-sentence-bert, |
| title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks", |
| author = "Reimers, Nils and Gurevych, Iryna", |
| booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing", |
| month = "11", |
| year = "2019", |
| publisher = "Association for Computational Linguistics", |
| url = "https://arxiv.org/abs/1908.10084", |
| } |
| ``` |
| |
| #### MatryoshkaLoss |
| ```bibtex |
| @misc{kusupati2024matryoshka, |
| title={Matryoshka Representation Learning}, |
| author={Aditya Kusupati and Gantavya Bhatt and Aniket Rege and Matthew Wallingford and Aditya Sinha and Vivek Ramanujan and William Howard-Snyder and Kaifeng Chen and Sham Kakade and Prateek Jain and Ali Farhadi}, |
| year={2024}, |
| eprint={2205.13147}, |
| archivePrefix={arXiv}, |
| primaryClass={cs.LG} |
| } |
| ``` |
| |
| #### MultipleNegativesRankingLoss |
| ```bibtex |
| @misc{henderson2017efficient, |
| title={Efficient Natural Language Response Suggestion for Smart Reply}, |
| author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil}, |
| year={2017}, |
| eprint={1705.00652}, |
| archivePrefix={arXiv}, |
| primaryClass={cs.CL} |
| } |
| ``` |
| |
| <!-- |
| ## Glossary |
| |
| *Clearly define terms in order to be accessible across audiences.* |
| --> |
| |
| <!-- |
| ## Model Card Authors |
| |
| *Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.* |
| --> |
| |
| <!-- |
| ## Model Card Contact |
| |
| *Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.* |
| --> |
