r4 upload — Training checkpoints

checkpoint-100/1_Pooling/config.json

@@ -0,0 +1,10 @@
+{
+  "word_embedding_dimension": 1024,
+  "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
+}

checkpoint-100/README.md

@@ -0,0 +1,775 @@
+---
+tags:
+- sentence-transformers
+- sentence-similarity
+- feature-extraction
+- generated_from_trainer
+- dataset_size:31472
+- loss:MultipleNegativesRankingLoss
+base_model: BAAI/bge-m3
+widget:
+- source_sentence: operator owner duties well examination scheme drilling programme
+    approval barrier performance review maintenance assurance contractor competence
+    audit independent well examiner technical acceptance process
+  sentences:
+  - ' on achieving the required level of safety and environmental integrity; (b) take
+    appropriate measures to ensure as far as reasonably practicable that there is
+    no unplanned escape of hazardous substances from pipelines, vessels and systems
+    intended for their safe confinement. In addition, operators and owners shall ensure
+    that no single failure of a containment barrier can lead to a major accident;
+    (c) prepare an inventory of available equipment, its ownership, location, transport
+    to and mode of deployment at the installation and any entities relevant to the
+    implementation of the internal emergency response plan. The inventory shall identify
+    measures in place to ensure equipment and procedures are maintained in operable
+    condition; (d) ensure they have a suitable framework for monitoring compliance
+    with all relevant statutory provisions by incorporating their statutory duties
+    in respect of major hazards control and environmental protection into their standard
+    operating procedures; and (e) pay particular attention to building and maintaining
+    a strong safety culture with a high likelihood of continuous safe operation, including
+    with regard to securing cooperation of the workers through, inter alia: (i) visible
+    commitment to tripartite consultations and actions arising therefrom; (ii) encouraging
+    and rewarding reporting of accidents and near-misses; (iii) working effectively
+    with elected safety representatives; (iv) protecting whistleblowers. 2. Member
+    States shall ensure that industry cooperates with competent authorities to establish
+    and implement a priority plan for the development of standards, guidance and rules
+    which will give effect to best practice in major accident prevention, and limitation
+    of consequences of major accidents should they nonetheless occur. ANNEX V Selection
+    of the independent verifier and the design of schemes for independent verification
+    pursuant to Article 17(3) 1. Member States shall require the operator or owner
+    to ensure the following conditions are fulfilled with regard to the verifier''s
+    independence from the operator and the owner: (a) the function does not require
+    the independent verifier to consider any aspect of a safety and environmental
+    critical element or any part of an installation or a well or a well design in
+    which the verifier was previously involved prior to the verification activity
+    or where his or her objectivity might be compromised; (b) the independent verifier
+    is sufficiently independent of a management system which has, or has had,'
+  - ' inspections, the competent authorities may be assisted by and may delegate inspection
+    tasks to independent experts in accordance with national legislation, provided
+    that the experts operate under the supervision of the competent authority. The
+    competent authority shall determine the minimum qualifications of the experts
+    and shall assess whether those qualifications are met. The competent authority
+    shall also verify that the experts have no personal interest in the outcome of
+    the inspection. 2. Organisation of inspections 2.1. Inspection plans The following
+    shall be taken into consideration: (a) planning of inspections in advance by means
+    of a plan or plans established at the appropriate administrative level based on
+    a general assessment of the relevant environmental and safety issues and risks
+    of the waste facilities and, where information is already available on compliance,
+    an overall assessment of the state of compliance for the waste facilities operating
+    within the plan area. Such plans can be integrated or combined with other inspection
+    plans where considered appropriate; (b) the periodic review and, where appropriate,
+    the updating of the inspection plan or plans; (c) the coverage in the inspection
+    plan or plans of each waste facility under Article 7 of Directive 2006/21/EC;
+    (d) the inclusion in each inspection plan of the following: (i) a general assessment
+    of relevant environmental and safety issues and risks; (ii) the geographical area
+    covered by the inspection plan; (iii) a list of the waste facilities covered by
+    the inspection plan which hold a permit; (iv) the means of ensuring identification
+    of waste facilities covered by Article 7 of Directive 2006/21/EC which operate
+    without a permit; (v) procedures for carrying out routine inspections; (vi) procedures
+    for carrying out non-routine inspections; (vii) procedures for carrying out announced
+    and unannounced site visits; (viii) where necessary, arrangements on the cooperation
+    and co-ordination between different competent authorities in charge of inspections
+    and between those authorities and other authorities with a role in the enforcement
+    of permits required under national or Union environmental legislation that is
+    applicable or relevant to the waste facilities covered by Article 7 of Directive
+    2006/21/EC; (ix) information on the human, financial and other resources needed
+    by the competent authority for the implementation of the inspection plan. 2.2.
+    Routine inspections The following shall be taken'
+  - ' shall review the certification audit report and the certificate of compliance,
+    and make the certification audit report, in full or, where necessary to preserve
+    the confidentiality of commercially sensitive information, in a summarised form,
+    and the certificate of compliance publicly available in its certification registry
+    or, once established, in the Union registry provided for in Article 12 (the ‘Union
+    registry’). 3. At least every five years, or more frequently where so specified
+    in the applicable certification methodology based on the characteristics of the
+    relevant activity, the certification body shall carry out re-certification audits
+    to reconfirm compliance of the activity with Articles 4 to 7 and verify the net
+    carbon removal benefit or the net soil emission reduction benefit generated by
+    the activity. As a result of that re-certification audit, the certification body
+    shall issue a re-certification audit report that includes a summary, and, where
+    appropriate, shall issue an updated certificate of compliance. The certification
+    scheme shall review the re-certification audit report and the updated certificate
+    of compliance, and make the re-certification audit report, in full or, where necessary
+    to preserve the confidentiality of commercially sensitive information, in a summarised
+    form, and the updated certificate of compliance publicly available in its certification
+    registry or, once established, in the Union registry. The certification registry
+    of the certification scheme or, once established, the Union registry shall issue
+    certified units based on the updated certificate of compliance resulting from
+    the re-certification audit. 4. The operator or group of operators shall support
+    the certification body during the certification audit and re-certification audit,
+    in particular by giving access to the premises of the activity and providing any
+    data and documentation required by that certification body. 5. The Commission
+    shall adopt implementing acts to set out the structure, format and technical details
+    of the activity plan and of the monitoring plan referred to in paragraph 1 of
+    this Article, and of the certification audit and re-certification audit reports
+    referred to in paragraphs 2 and 3 of this Article. Those implementing acts shall
+    be adopted in accordance with the examination procedure referred to in Article
+    17. **Article 10** **Certification bodies** 1. Certification bodies appointed
+    by certification schemes shall be accredited by a national accreditation body
+    pursuant to Regulation (EC) No 765/2008 or be recognised by'
+- source_sentence: genetically modified plant assessment inserted sequence stability
+    residual donor dna allergenicity food feed exposure pollinator interaction cultivation
+    coexistence measures
+  sentences:
+  - ' mutatis mutandis, to the filling of posts which have become vacant. 6. The arbitral
+    tribunal shall decide on the basis of the rules of international law and in particular
+    on the basis of the provisions of this Convention. 7. As regards both procedural
+    and substantive matters, the arbitral tribunal shall decide by a majority of its
+    members'' votes; the absence or abstention of one of the members of the tribunal
+    appointed by the parties shall not prevent the tribunal from reaching a decision.
+    In the event of parity of votes, the chairman shall have the casting vote. The
+    decisions of the Tribunal shall be binding on the parties. Each party shall bear
+    the costs of the arbitrator appointed by it and shall share the other costs equally.
+    For other matters, the arbitral tribunal shall establish its own rules of procedure.
+    8. In the case of a dispute between two Contracting Parties, only one of which
+    is a Member State of the European Community, which is itself a Contracting Party,
+    the other Party shall simultaneously transmit its request to that Member State
+    and to the Community, which shall jointly notify the party within two months following
+    receipt of the request whether the Member State, the Community or the Member State
+    and the Community together are parties to the dispute. If such notification is
+    not given within the appointed time, both the Member State and the Community shall
+    be regarded as constituting one and the same party to the dispute for the purposes
+    of applying this Annex. The same shall obtain when the Member State and the Community
+    are jointly a party to the dispute. PROTOCOL OF SIGNATURE In signing the Convention
+    for the Protection of the Rhine, the heads of delegation in the ICPR agree upon
+    the following points. 1. The following shall remain unaffected by the Convention:
+    (a) the Convention of 3 December 1976 for the protection of the Rhine against
+    Pollution by Chlorides; (b) the Exchange of letters of 29 April/13 May 1983 on
+    the abovementioned Convention, which exchange entered into force on 5 July 1985;
+    (c) the Declaration of 11 December 1986 of the heads of delegation of the Governments
+    Party to the Agreement of 29 April 1963 concerning the International Commission
+    for the Protection of the Rhine against Pollution; (d) the Additional Protocol
+    of 25 September 1991 on the Convention of'
+  - ), tel que applications agronomiques, essai d'hybridation, modification de la
+    capacité de survie ou de dissémination, recherche des effets sur les organismes
+    cibles ou non-cibles. 2. Situation géographique du site de dissémination. 3. Étendue
+    du site (m2). 4. Informations utiles concernant, le cas échéant, de précédentes
+    disséminations de la même plante génétiquement modifiée, en particulier du point
+    de vue des incidences potentielles sur l'environnement et sur la santé humaine.
+    D. Conclusions concernant les incidences potentielles sur l'environnement de la
+    dissémination des PGM, conformément à l'annexe II, point D.2, de la directive
+    2001/18/CE Précisez en particulier si les caractères introduits peuvent directement
+    ou indirectement conférer un avantage sélectif accru dans les milieux naturels;
+    indiquez également quels sont les avantages importants attendus sur le plan de
+    l'environnement. E. Brève description des mesures prises par le notifiant en matière
+    de contrôle des risques, y compris les mesures d'isolement destinées à limiter
+    la dispersion, par exemple propositions de surveillance et de surveillance après
+    récolte F. Résumé des essais en plein champ prévus pour obtenir de nouvelles données
+    sur les effets de la dissémination sur l'environnement et la santé humaine (le
+    cas échéant)
+  - ' The vector — nature and source of the vector, — structure and amount of any
+    vector and/or donor nucleic acid remaining in the final construction of the modified
+    micro-organism, — if present in the final GMM frequency of mobilisation of inserted
+    vector and/or capability for transfer of genetic material. 3.2.5. The resulting
+    GMM 3.2.5.1. Human health considerations — expected toxic or allergenic effects
+    of the GMM and/or its metabolic products, — comparison of the modified micro-organism
+    to the recipient or (where appropriate) parental organism regarding pathogenicity,
+    — expected capacity for colonisation, — if the micro-organism is pathogenic to
+    humans who are immunocompetent: — diseases caused and mechanism of transmission
+    including invasiveness and virulence, — infective dose, — possible alteration
+    of route of infection or tissue specificity, — possibility of survival outside
+    of human host, — biological stability, — antibiotic-resistance patterns, — allergenicity,
+    — toxigenicity, — availability of appropriate therapies and prophylactic measures.
+    3.2.5.2. Environmental considerations — ecosystems to which the micro-organism
+    could be unintentionally released from the contained use, — expected survivability,
+    multiplication and extent of dissemination of the modified micro-organism in the
+    identified ecosystems, — anticipated result of interaction between the modified
+    micro-organism and the organisms or micro-organisms which might be exposed in
+    case of unintentional release into the environment, — known or predicted effects
+    on plants and animals such as pathogenicity, toxicity, allergenicity, vector for
+    a pathogen, altered antibiotic-resistance patterns, altered tropism or host specificity,
+    colonisation, — known or predicted involvement in biogeochemical processes. 3.3.
+    **Initial classification of the GMM** Points 3 to 5 of Annex III indicate that
+    the first stage of the risk assessment process for a GMM is to identify the potential
+    harmful properties of the GMM, to determine an initial classification for the
+    GMM. This is achieved by the identification of hazards associated with the recipient,
+    donor organism, vector and insert where appropriate. This process'
+- source_sentence: chemical storage terminal above-ground tank integrity testing rainwater
+    separator maintenance spill response records soil groundwater protection loading
+    bay cross-contamination controls
+  sentences:
+  - ' in cooperation with the European Investment Bank, through the European Local
+    Energy Assistance facility, to interested stakeholders, including national, regional
+    and local authorities, on funding possibilities, taking into account the latest
+    changes in the regulatory framework. Article 30 Consultation In order to facilitate
+    the effective implementation of this Directive, Member States shall consult the
+    stakeholders involved, including local and regional authorities, in accordance
+    with the national law applicable and as relevant. Such consultation is of particular
+    importance for the application of Article 29. Article 31 Adaptation of Annex I
+    to technical progress The Commission shall adopt delegated acts in accordance
+    with Article 32 to amend this Directive concerning the adaptation of points 4
+    and 5 of Annex I to technical progress. Article 32 Exercise of the delegation
+    1. The power to adopt delegated acts is conferred on the Commission subject to
+    the conditions laid down in this Article. 2. The power to adopt delegated acts
+    referred to in Articles 6, 7, 15, 17 and 31 shall be conferred on the Commission
+    for an indeterminate period of time from 28 May 2024. 3. The delegation of power
+    referred to in Articles 6, 7, 15, 17 and 31 may be revoked at any time by the
+    European Parliament or by the Council. A decision to revoke shall put an end to
+    the delegation of the power specified in that decision. It shall take effect the
+    day following the publication of the decision in the Official Journal of the European
+    Union or at a later date specified therein. It shall not affect the validity of
+    any delegated acts already in force. 4. Before adopting a delegated act, the Commission
+    shall consult experts designated by each Member State in accordance with the principles
+    laid down in the Interinstitutional Agreement of 13 April 2016 on Better Law-Making.
+    5. As soon as it adopts a delegated act, the Commission shall notify it simultaneously
+    to the European Parliament and to the Council. 6. A delegated act adopted pursuant
+    to Article 6, 7, 15, 17 or 31 shall enter into force only if no objection has
+    been expressed either by the European Parliament or the Council within a period
+    of two months of notification of that act to the European Parliament and the Council
+    or if, before the expiry of that period, the European Parliament and the Council
+    have both informed the Commission that they will not object. That period shall'
+  - ' and record-keeping | The use of underground components is minimised. When underground
+    components are used for the storage of harmful/hazardous substances, secondary
+    containment (e.g. double-walled containment) is put in place. Underground components
+    are equipped with leak detection devices. Risk-based and regular monitoring of
+    underground storage and ductwork is carried out to identify potential leakages;
+    when necessary, leaking equipment is repaired. A record is kept of incidents that
+    may cause soil and/or groundwater pollution. | | (e) Regular inspection and maintenance
+    of plant and equipment | The plant and the equipment are regularly inspected and
+    serviced to ensure proper functioning; this includes in particular checking the
+    integrity and/or leak-free status of valves, pumps, pipes, tanks, pressure vessels,
+    drip trays, and containments/bunds and the proper functioning of warning systems.
+    | | (f) Techniques to prevent cross-contamination | Cross-contamination (i.e.
+    the contamination of plant areas that usually do not come into contact with treatment
+    chemicals) is prevented by using appropriate techniques such as: — design of drip
+    trays in such a way that forklifts are not in contact with potentially contaminated
+    surfaces of the drip trays; — design of charging equipment (used to remove treated
+    wood from the treatment vessel) in such a way that the carry-over of treatment
+    chemicals is prevented; — use of a crane system for handling treated wood; — use
+    of dedicated transport vehicles for potentially contaminated areas; — restricted
+    access to potentially contaminated areas; — use of grit walkways. | 2.11. **Emissions
+    to water and waste water management** **BAT 47.** In order to prevent or, where
+    that is not practicable, to reduce emissions to water and to reduce water consumption,
+    BAT is to use all of the techniques given below. | Technique | Description | Applicability
+    | |-----------|-------------|---------------| | (a) | Techniques to prevent contamination
+    of rain and surface run-off water | Rain and surface run-off water are kept separated
+    from areas where'
+  - ' process and storage areas are impermeable to the liquids concerned. | Generally
+    applicable. | | b. | Regular inspection and maintenance of plant and equipment
+    | The plant and the equipment are regularly inspected and maintained to ensure
+    proper functioning; this includes in particular checking the integrity and/or
+    leak-free status of valves, pumps, pipes, tanks and containments/bunds as well
+    as the proper functioning of warning systems (e.g. overflow detectors). | c. Optimised
+    storage location of process chemicals The storage areas are located in such a
+    way as to eliminate or minimise the unnecessary transport of process chemicals
+    within the plant (e.g. the transport distances on site are minimised). The applicability
+    to existing plants may be restricted by a lack of space. d. Dedicated area for
+    unloading process chemicals containing hazardous substances Process chemicals
+    containing hazardous substances are unloaded in a bunded area. Occasional spillages
+    are collected and sent for treatment. e. Segregated storage of process chemicals
+    Incompatible process chemicals are kept separated. This segregation relies on
+    physical separation and on the chemicals inventory (see BAT 15). Generally applicable.
+    f. Handling and storage of packaging containing process chemicals Packaging containing
+    liquid process chemicals is completely emptied by gravity or by mechanical means
+    (e.g. brushing, wiping) without the use of water. Packaging containing process
+    chemicals in powder is emptied by gravity for small packaging and using suction
+    for large packaging. Empty packaging is stored in a dedicated area. 1.1.8. Emissions
+    to air BAT 22. In order to reduce diffuse emissions to air (e.g. VOCs from the
+    use of organic solvents), BAT is to collect diffuse emissions and send the waste
+    gases to treatment. Applicability In the case of existing plants, the applicability
+    may be restricted by operational constraints or by the high volume of air to be
+    extracted. BAT 23. In order to facilitate the recovery of energy and the reduction
+    of channelled emissions to air, BAT is to limit the number of emission points.
+    Description The combined treatment of waste gases with similar characteristics
+    ensures more effective'
+- source_sentence: manufacturer annual excess emissions premium calculation pooled
+    manufacturers derogation target adjustment approved niche producer methodology
+    corrected registration errors
+  sentences:
+  - ' commercial organic solvents (or tar from ethylbenzene plants) (see BAT 42b).
+    VOCs are recovered by stripping of the scrubber liquor | | BAT 39: In order to
+    increase resource efficiency, BAT is to recover the co-produced hydrogen from
+    ethylbenzene dehydrogenation, and to use it either as a chemical reagent or to
+    combust the dehydrogenation off-gas as a fuel (e.g. in the steam superheater).
+    BAT 40: In order to increase the resource efficiency of the acetophenone hydrogenation
+    unit in the SMPO production process, BAT is to minimise excess hydrogen or to
+    recycle hydrogen by using BAT 8a. If BAT 8a is not applicable, BAT is to recover
+    energy (see BAT 9). 4.5. Residues BAT 41: In order to reduce the amount of waste
+    being sent for disposal from spent catalyst neutralisation in the AlCl3-catalysed
+    ethylbenzene production process, BAT is to recover residual organic compounds
+    by stripping and then concentrate the aqueous phase to give a usable AlCl3 by-product.
+    Steam stripping is first used to remove VOCs, then the spent catalyst solution
+    is concentrated by evaporation to give a usable AlCl3 by-product. The vapour phase
+    is condensed to give a HCl solution that is recycled into the process. BAT 42:
+    In order to prevent or reduce the amount of waste tar being sent for disposal
+    from the distillation unit of ethylbenzene production, BAT is to use one or a
+    combination of the techniques given below. | Technique | Description | Applicability
+    | |-----------|-------------|---------------| | a. Material recovery (e.g. by
+    distillation, cracking) | See BAT 17c | Only applicable where there are available
+    uses for these recovered materials | | b. Use of tar as an absorbent for scrubbing
+    | See section 12.1. Use the tar as an absorbent in the scrubbers used in styrene
+    monomer production by ethylbenzene dehydrogenation, instead of commercial organic
+    solvents (see BAT 38b). The extent to which tar can be used depends on the scrubber
+    capacity '
+  - 'TG1}) - (\text{AC2} - \text{TG2})] \] AC1 = the average specific emissions of
+    CO2 including the unidentifiable vehicles (as set out in column D); TG1 = the
+    specific emissions target including the unidentifiable vehicles (as set out in
+    column E); AC2 = the average specific emissions of CO2 excluding the unidentifiable
+    vehicles; TG2 = the specific emissions target excluding the unidentifiable vehicles.
+    Column I: ‘Average CO2 (100 %)’ means the average specific emissions of CO2 that
+    have been calculated on the basis of 100 % of the vehicles attributed to the manufacturer.
+    Where appropriate, the average specific emissions have been adjusted to take into
+    account the corrections notified to the Commission by the manufacturer concerned.
+    The records used for the calculation includes those that contain a valid value
+    for mass and CO2 emissions but do not take into account the super-credits referred
+    to in Article 5 of Regulation (EC) No 443/2009.'
+  - '. The error margin is calculated in accordance with the following formula: \[
+    \text{Error} = \text{absolute value of } [(\text{AC1} - \text{TG1}) - (\text{AC2}
+    - \text{TG2})] \] \[ \text{AC1} = \text{the average specific emissions of CO2
+    including the unidentifiable vehicles (as set out in column D)}; \] \[ \text{TG1}
+    = \text{the specific emissions target including the unidentifiable vehicles (as
+    set out in column E)}; \] AC2 = the average specific emissions of CO2 excluding
+    the unidentifiable vehicles; TG2 = the specific emissions target excluding the
+    unidentifiable vehicles. Column I: ‘Average CO2 (100 %)’ means the average specific
+    emissions of CO2 that have been calculated on the basis of 100 % of the vehicles
+    attributed to the manufacturer. Where appropriate, the average specific emissions
+    have been adjusted to take into account the corrections notified to the Commission
+    by the manufacturer concerned. The records used for the calculation includes those
+    that contain a valid value for mass and CO2 emissions but do not take into account
+    the super-credits referred to in Article 5 of Regulation (EC) No 443/2009.'
+- source_sentence: Prüfbericht notifizierte Stelle fachliche Eignung Zertifizierungsstelle
+    unabhängige Begutachter interne Unparteilkeit harmonisierte Produktvorschriften
+  sentences:
+  - ' for performance standards and assessment of technical services** The Commission
+    is empowered to adopt delegated acts in accordance with Article 55 supplementing
+    this Regulation by laying down: (a) the standards with which the technical services
+    have to comply; and (b) the procedure for the assessment of the technical services,
+    including the corresponding report, in accordance with Article 49. **Article 49**
+    **Assessment of the skills of technical services** 1. The designating approval
+    authority shall draw up an assessment report demonstrating that the candidate
+    technical service has been assessed for its compliance with this Regulation and
+    the delegated acts adopted pursuant to it. The assessment report may include a
+    certificate of accreditation issued by a national accreditation body attesting
+    that the technical service fulfils the requirements of this Regulation. The assessment
+    on which the assessment report is based shall be conducted in accordance with
+    the provisions laid down in a delegated act referred to in Article 48. 2. The
+    designating approval authority shall review the assessment report at least once
+    every three years. 3. The designating approval authority shall communicate the
+    assessment report to the Commission upon the latter''s request. In such cases,
+    where the assessment is not based on an accreditation certificate issued by a
+    national accreditation body, the designating approval authority shall provide
+    the Commission with documentary evidence which attests to the following: (a) the
+    technical service''s competence; (b) the arrangements in place to ensure that
+    the technical service is monitored regularly by the designating approval authority;
+    and (c) that the technical service fulfils the requirements of this Regulation
+    and of the delegated acts adopted pursuant to it. 4. An approval authority that
+    intends to act as a technical service in accordance with Article 47(2) shall document
+    compliance by means of an assessment conducted by auditors independent of the
+    activity being assessed. Such auditors may be from the same organisation, provided
+    that they are managed separately from the personnel undertaking the assessed activity.
+    **Article 50** **Procedures for notification** 1. In respect of each technical
+    service that they have designated, Member States shall notify the Commission of
+    the following: (a) the name of the technical service; (b) the address, including
+    electronic address; (c) the responsible persons; (d'
+  - 'ity assessment and the declaration of conformity available for inspection within
+    10 days of a request received from market surveillance authorities or the Commission.
+    Article 80 Entry into force This Regulation shall enter into force on the twentieth
+    day following that of its publication in the Official Journal of the European
+    Union. This Regulation shall be binding in its entirety and directly applicable
+    in all Member States. Done at Brussels, 13 June 2024. For the European Parliament
+    The President R. METSOLA For the Council The President H. LAHBIB ANNEX I Product
+    parameters The following parameters shall, as appropriate, and where necessary
+    supplemented by others, be used, individually or in combination, as a basis for
+    improving the product aspects: (a) durability and reliability of the product or
+    its components as expressed through the product’s guaranteed lifetime, technical
+    lifetime, mean time between failures, indication of real use information on the
+    product, resistance to stresses or ageing mechanisms; (b) ease of repair and maintenance,
+    as expressed through characteristics, availability, delivery time and affordability
+    of spare parts, modularity, compatibility with commonly available tools and spare
+    parts, availability of repair and maintenance instructions, number of materials
+    and components used, use of standard components, use of component and material
+    coding standards for the identification of components and materials, number and
+    complexity of processes and whether specialised tools are needed, ease of non-destructive
+    disassembly and re-assembly, conditions for access to product data, conditions
+    for access to or use of hardware and software needed; (c) ease of upgrading, reuse,
+    remanufacturing and refurbishment as expressed through number of materials and
+    components used, use of standard components, use of component and material coding
+    standards for the identification of components and materials, number and complexity
+    of processes and tools needed, ease of non-destructive disassembly and re-assembly,
+    conditions for access to product data, conditions for access to or use of hardware
+    and software needed, conditions of access to test protocols or not commonly available
+    testing equipment, availability of guarantees specific to remanufactured or refurbished
+    products, conditions for access to or use of technologies protected by intellectual'
+  - ' to Resolution MSC.81(70), as laid down in Annex 17 to IMO document MSC 97/22/Add.1
+    and in Annex 1 to IMO document MSC 98/3/1. **Article 2** The position to be adopted
+    on behalf of the Union at the 71st session of the IMO Marine Environment Protection
+    Committee shall be to agree to the adoption of the amendments to Appendix V to
+    MARPOL Annex VI, as laid down in Annex 7 to IMO document MEPC 70/18/Add.1. **Article
+    3** 1. The positions to be adopted on behalf of the Union as set out in Articles
+    1 and 2 shall be expressed by the Member States, which are members of the IMO,
+    acting jointly in the interests of the Union. 2. Minor changes to the positions
+    referred to in Articles 1 and 2 may be agreed upon without further decision of
+    the Council. **Article 4** Member States are hereby authorised to give their consent
+    to be bound, in the interests of the Union, by the amendments referred to in Articles
+    1 and 2, to the extent that those amendments fall under the exclusive competence
+    of the Union. **Article 5** This Decision is addressed to the Member States. Done
+    at Brussels, 29 May 2017. For the Council The President C. CARDONA'
+pipeline_tag: sentence-similarity
+library_name: sentence-transformers
+---
+
+# SentenceTransformer based on BAAI/bge-m3
+
+This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [BAAI/bge-m3](https://huggingface.co/BAAI/bge-m3) on the bge-m3-lemur-r3 dataset. It maps sentences & paragraphs to a 1024-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:** [BAAI/bge-m3](https://huggingface.co/BAAI/bge-m3) <!-- at revision 5617a9f61b028005a4858fdac845db406aefb181 -->
+- **Maximum Sequence Length:** 8192 tokens
+- **Output Dimensionality:** 1024 dimensions
+- **Similarity Function:** Cosine Similarity
+- **Training Dataset:**
+    - bge-m3-lemur-r3
+<!-- - **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': 8192, 'do_lower_case': False}) with Transformer model: PeftModelForFeatureExtraction 
+  (1): Pooling({'word_embedding_dimension': 1024, '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("keisuke-miyako/bge-m3-lemur-r4-checkpoints")
+# Run inference
+sentences = [
+    'Prüfbericht notifizierte Stelle fachliche Eignung Zertifizierungsstelle unabhängige Begutachter interne Unparteilkeit harmonisierte Produktvorschriften',
+    " for performance standards and assessment of technical services** The Commission is empowered to adopt delegated acts in accordance with Article 55 supplementing this Regulation by laying down: (a) the standards with which the technical services have to comply; and (b) the procedure for the assessment of the technical services, including the corresponding report, in accordance with Article 49. **Article 49** **Assessment of the skills of technical services** 1. The designating approval authority shall draw up an assessment report demonstrating that the candidate technical service has been assessed for its compliance with this Regulation and the delegated acts adopted pursuant to it. The assessment report may include a certificate of accreditation issued by a national accreditation body attesting that the technical service fulfils the requirements of this Regulation. The assessment on which the assessment report is based shall be conducted in accordance with the provisions laid down in a delegated act referred to in Article 48. 2. The designating approval authority shall review the assessment report at least once every three years. 3. The designating approval authority shall communicate the assessment report to the Commission upon the latter's request. In such cases, where the assessment is not based on an accreditation certificate issued by a national accreditation body, the designating approval authority shall provide the Commission with documentary evidence which attests to the following: (a) the technical service's competence; (b) the arrangements in place to ensure that the technical service is monitored regularly by the designating approval authority; and (c) that the technical service fulfils the requirements of this Regulation and of the delegated acts adopted pursuant to it. 4. An approval authority that intends to act as a technical service in accordance with Article 47(2) shall document compliance by means of an assessment conducted by auditors independent of the activity being assessed. Such auditors may be from the same organisation, provided that they are managed separately from the personnel undertaking the assessed activity. **Article 50** **Procedures for notification** 1. In respect of each technical service that they have designated, Member States shall notify the Commission of the following: (a) the name of the technical service; (b) the address, including electronic address; (c) the responsible persons; (d",
+    'ity assessment and the declaration of conformity available for inspection within 10 days of a request received from market surveillance authorities or the Commission. Article 80 Entry into force This Regulation shall enter into force on the twentieth day following that of its publication in the Official Journal of the European Union. This Regulation shall be binding in its entirety and directly applicable in all Member States. Done at Brussels, 13 June 2024. For the European Parliament The President R. METSOLA For the Council The President H. LAHBIB ANNEX I Product parameters The following parameters shall, as appropriate, and where necessary supplemented by others, be used, individually or in combination, as a basis for improving the product aspects: (a) durability and reliability of the product or its components as expressed through the product’s guaranteed lifetime, technical lifetime, mean time between failures, indication of real use information on the product, resistance to stresses or ageing mechanisms; (b) ease of repair and maintenance, as expressed through characteristics, availability, delivery time and affordability of spare parts, modularity, compatibility with commonly available tools and spare parts, availability of repair and maintenance instructions, number of materials and components used, use of standard components, use of component and material coding standards for the identification of components and materials, number and complexity of processes and whether specialised tools are needed, ease of non-destructive disassembly and re-assembly, conditions for access to product data, conditions for access to or use of hardware and software needed; (c) ease of upgrading, reuse, remanufacturing and refurbishment as expressed through number of materials and components used, use of standard components, use of component and material coding standards for the identification of components and materials, number and complexity of processes and tools needed, ease of non-destructive disassembly and re-assembly, conditions for access to product data, conditions for access to or use of hardware and software needed, conditions of access to test protocols or not commonly available testing equipment, availability of guarantees specific to remanufactured or refurbished products, conditions for access to or use of technologies protected by intellectual',
+]
+embeddings = model.encode(sentences)
+print(embeddings.shape)
+# [3, 1024]
+
+# 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.*
+-->
+
+<!--
+## 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
+
+#### bge-m3-lemur-r3
+
+* Dataset: bge-m3-lemur-r3
+* Size: 31,472 training samples
+* Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
+* Approximate statistics based on the first 1000 samples:
+  |         | anchor                                                                             | positive                                                                             | negative                                                                             |
+  |:--------|:-----------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
+  | type    | string                                                                             | string                                                                               | string                                                                               |
+  | details | <ul><li>min: 17 tokens</li><li>mean: 32.27 tokens</li><li>max: 66 tokens</li></ul> | <ul><li>min: 46 tokens</li><li>mean: 485.55 tokens</li><li>max: 512 tokens</li></ul> | <ul><li>min: 49 tokens</li><li>mean: 458.41 tokens</li><li>max: 512 tokens</li></ul> |
+* Samples:
+  | anchor                                                                                                                                                                                                          | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 | negative                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
+  |:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+  | <code>commission regular reporting energy union governance national climate plans renewable efficiency trajectory corrective recommendations infringement proceedings internal market obligations</code>        | <code>cy of Union policies and measures. The review should take into account, inter alia, evolving national circumstances and be informed by the results of the 2018 Facilitative Dialogue under the UNFCCC (‘Talanoa dialogue’) and the global stocktake under the Paris Agreement. As part of the review, the balance between supply and demand for annual emission allocations should also be considered to ensure the adequacy of the obligations laid down by this Regulation. In addition, as part of its regular reporting under Regulation (EU) No 525/2013, the Commission should, by 31 October 2019, assess the outcome of the Talanoa dialogue. The review for the period after 2030 should be in line with the long-term objectives and the commitments made under the Paris Agreement and, to this end, it should reflect a progression over time. (29) In order to ensure efficient, transparent and cost-effective reporting and verification of greenhouse gas emissions and of other information necessary to assess progres...</code> | <code> à promouvoir l'efficacité énergétique; (14) NOTE avec attention que, dans le document de travail de la Commission (1), la liste des mesures possibles comprend des mesures fiscales appropriées dans le domaine de l'énergie, des incitations économiques et d'autres mesures économiques analogues visant à contribuer à la réduction des émissions; (1) Les options en matière de politique énergétique qui permettront de répondre au défi du changement climatique: vers la définition d'une stratégie en matière de politique énergétique à la suite de la conférence de Kyoto. NOTE que la discussion au niveau de l'Union se poursuit au sein de l'organe approprié du Conseil; (15) ESTIME que les modifications en faveur de l'efficacité énergétique qui seront éventuellement apportées lors de la révision des lignes directrices communautaires pour les aides d'État ne devront pas provoquer de distorsion de la concurrence; (16) INVITE la Commission à présenter, dès que possible, une proposition de plan d'action ...</code> |
+  | <code>national atmospheric emission inventory methodology diffuse source sectors fuel sales reconciliation greenhouse gas reporting calorific conversion factors sulphur content for marine bunker fuels</code> | <code> emission inventories drawn up under Directive 2001/80/EC of the European Parliament and of the Council of 23 October 2001 on the limitation of emissions of certain pollutants into the air from large combustion plants (OJ L 309, 27.11.2001, p. 3). (3) This information is needed in view of determining the relevant emission limit values on 1 January 2016 as set out in Article 10 of Directive 2001/80/EC. (4) ‘operating hours’ means the time, expressed in hours, during which a combustion plant, in whole or in part, is operating and discharging emissions into the air, excluding start-up and shut-down periods. (5) For example, gas turbines can only be covered by the transitional national plan concerning their NOx emissions. Other plants may be covered by the transitional national plan for some pollutant(s), while being subject to the emission limit values from Annex V to Directive 2010/75/EU for other pollutants. (8) Annual amount of fuel used (TJ/year), averaged over the period 2001-2010, s...</code> | <code>mal input (MW) of the combustion plant; (b) the type of combustion plant: boiler, gas turbine, gas engine, diesel engine, other (specifying the type); (c) the date of the start of operation of the combustion plant; (d) the total annual emissions (tonnes per year) of sulphur dioxide, nitrogen oxides and dust (as total suspended particles); (e) the number of operating hours of the combustion plant; (f) the total annual amount of energy input, related to the net calorific value (TJ per year), broken down in terms of the following categories of fuel: coal, lignite, biomass, peat, other solid fuels (specifying the type), liquid fuels, natural gas, other gases (specifying the type). The annual plant-by-plant data contained in these inventories shall be made available to the Commission upon request. A summary of the inventories shall be made available to the Commission every 3 years within 12 months from the end of the three-year period considered. This summary shall show separately the data ...</code> |
+  | <code>marine environment service ocean observations reanalysis biogeochemistry sea ice forecasting coastal applications maritime safety fisheries monitoring European and global domains</code>                 | <code>-temporal EU39 coverage. Sentinel 1 and 2 shall be operationally integrated in the process. They shall be complemented with VHR resolution satellite data for specific applications and for validation purposes. 5.2. **In-Situ Observations** Copernicus land services shall use in situ data for calibration and validation activities. ANNEX V THE TECHNICAL SPECIFICATIONS FOR THE COPERNICUS CLIMATE CHANGE SERVICE 1. SCOPE The Copernicus Climate Change Service (C3S) shall combine observations and models of the climate system with the latest science to develop authoritative, quality-assured information about the past, current and future states of the climate in Europe and worldwide. The C3S shall achieve the following objectives: (a) to document the past and current state of climate (based on observations and re-analysis); (b) to generate 6-months seasonal forecasts (using a multi-model ensemble approach); (c) to deliver climate projections (based on various scenarios). The service shall provide...</code> | <code>3) Assessments Reports on Climate Change: Impacts, Adaptation and Vulnerability, published periodically by the Intergovernmental Panel on Climate Change (IPCC), the United Nations body for assessing the science related to climate change produces, https://www.ipcc.ch/reports/. (604) Such as Copernicus services managed by the European Commission. (605) Nature-based solutions are defined as ‘solutions that are inspired and supported by nature, which are cost-effective, simultaneously provide environmental, social and economic benefits and help build resilience. Such solutions bring more, and more diverse, nature and natural features and processes into cities, landscapes and seascapes, through locally adapted, resource-efficient and systemic interventions’. Therefore, nature-based solutions benefit biodiversity and support the delivery of a range of ecosystem services (version of 4.6.2021: https://ec.europa.eu/info/research-and-innovation/research-area/environment/nature-based-solutions_en...</code> |
+* Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
+  ```json
+  {
+      "scale": 20,
+      "similarity_fct": "cos_sim"
+  }
+  ```
+
+### Evaluation Dataset
+
+#### bge-m3-lemur-r3
+
+* Dataset: bge-m3-lemur-r3
+* Size: 31,472 evaluation samples
+* Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
+* Approximate statistics based on the first 1000 samples:
+  |         | anchor                                                                            | positive                                                                            | negative                                                                             |
+  |:--------|:----------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
+  | type    | string                                                                            | string                                                                              | string                                                                               |
+  | details | <ul><li>min: 20 tokens</li><li>mean: 32.2 tokens</li><li>max: 50 tokens</li></ul> | <ul><li>min: 53 tokens</li><li>mean: 485.9 tokens</li><li>max: 512 tokens</li></ul> | <ul><li>min: 46 tokens</li><li>mean: 458.43 tokens</li><li>max: 512 tokens</li></ul> |
+* Samples:
+  | anchor                                                                                                                                                                                                                               | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 | negative                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
+  |:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+  | <code>circular economy waste benchmark selection material efficiency indicators published sector studies procurement of consultancy support internal environmental management review without comparative life-cycle modelling</code> | <code> (below) being essential and steps 3 to 8 needing an ad-hoc life-cycle assessment (LCA) to be carried out and not always necessary: 1. Systematic application of life-cycle thinking throughout waste management strategy design and implementation (to complement the waste management hierarchy). 2. Review of relevant LCA literature to rank the environmental performance of alternative waste management options, where studied systems are directly comparable with available options. 3. Application of LCA to specific management and technology options for which no reliable published literature can be found; this requires procurement of LCA services, or in-house use of relevant LCA software. 4. The careful consideration of system boundaries, that ensures an accurate comparison across waste management options, includes system expansion and/or LCA for avoided processes (e.g. grid electricity generation). 5. Compilation and documentation of life-cycle inventories in relation to reference flows, if pos...</code> | <code>eu/legal-content/EN/TXT/?uri=CELEX:52014DC0398 (5) This includes plastics packaging. (6) Including characterisation. (7) Value-added means recycling into high quality products, i.e. not recycling into aggregates. For the concept see: Communication from the Commission to the European Parliament, the Council, the European Economic and Social Committee and the Committee of Regions ‘Towards a circular economy: A zero waste programme for Europe’, COM(2014) 398 final of 2 July 2014, http://eur-lex.europa.eu/legal-content/EN/TXT/?uri=CELEX:52014DC0398 (8) Communication COM(2011) 571 final of 20 September 2011 from the Commission to the European Parliament, the Council, the European Economic and Social Committee and the Committee of Regions ‘Roadmap to a Resource Efficient Europe’, http://eur-lex.europa.eu/legal-content/EN/TXT/?uri=COM:2011:0571:FIN (9) Communication COM(2015) 614 final of 2 December 2015 from the Commission to the European Parliament, the Council, the European Economic and So...</code> |
+  | <code>rail locomotive original engines new production placement latest applicable emission limits relevant legislation transitional conformity authorisation member states</code>                                                    | <code> that the engines are intended for installation in non-road mobile machinery to be used in potentially explosive atmospheres, as defined in point (5) of Article 2 of Directive 2014/34/EU of the European Parliament and of the Council (1). 6. Notwithstanding Articles 18(2) and 22(3), Member States may, upon request, grant EU type-approval for, and authorise the placing on the market of, engines that meet the gaseous and particulate pollutant emission limit values for special purpose engines set out in Annex VI, on the condition that the engines are intended for installation in non-road mobile machinery that is exclusively used for the launch and recovery of lifeboats operated by a national rescue service. 7. Notwithstanding Articles 5(3) and 18(2), in relation to engines of categories RLL or RLR and placed on the Union market on or before 31 December 2011, Member States may authorise the placing on the market of replacement engines if the approval authority, upon examination, recognises ...</code> | <code>CLE 31(1)(a) AND (b) OF REGULATION (EU) 2016/1628) SECTION 1 EU STATEMENT OF CONFORMITY The undersigned: [ ................................................................. (full name and position)] hereby certifies that the following engine: 1.1. Make (trade name(s) of manufacturer): ................................................................. 1.2. Commercial name(s) (if applicable): ................................................................. 1.3. Company name and address of manufacturer: .................................................. 1.4. Name and address of manufacturer's authorised representative (if any): .............. 1.5. Name(s) and address(es) of assembly/manufacturer plant(s): ............................ 1.6. Engine type designation/engine family designation/FT (1): 1.7. Category and sub-category of the engine type/engine family (2) (3): .................... 3.1.2. Designation on the statutory marking: engine type designation/engine family designation/FT (1) ...</code> |
+  | <code>accreditation body assessor independence confidentiality peer evaluation competence records communication with applicant surveillance decision-making impartiality safeguards</code>                                           | <code> of the quality management system referred to in paragraph 3, including the following processes: (i) processes for the review of the quality management system at least once a year, not exceeding 15 months between management reviews; (ii) processes for conducting internal audits at least once a year, not exceeding 15 months between internal audits; (iii) processes for identifying and managing non-conformities in the verifier’s activities and taking corrective action to address these non-conformities; (iv) processes for identifying risks and opportunities in the verifier’s activities and taking preventive actions to mitigate those risks; (v) processes for the control of documented information. Article 36 Internal verification documentation 1. The verifier shall prepare and compile internal verification documentation containing at least: (a) the results of the verification activities performed; (b) the verification plan, the strategic analysis and the risk assessment; (c) sufficient infor...</code> | <code>, the national accreditation body shall, within a reasonable time but no later than three months from the date of its receipt: (a) decide on the validity of the complaint; (b) ensure that the verifier concerned is given the opportunity to submit its observations; (c) take appropriate actions to address the complaint; (d) record the complaint and action taken; and (e) respond to the complainant. Article 63 Records and documentation 1. The national accreditation body shall keep records on each person involved in the accreditation process. Those records shall include records related to relevant qualifications, training, experience, impartiality and competence necessary to demonstrate compliance with this Regulation. 2. The national accreditation body shall keep records of the verifier in line with the harmonised standard pursuant to Regulation (EC) No 765/2008 referred to in Annex III. Article 64 Access to information and confidentiality 1. The national accreditation body shall, on a regu...</code> |
+* Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
+  ```json
+  {
+      "scale": 20,
+      "similarity_fct": "cos_sim"
+  }
+  ```
+
+### Training Hyperparameters
+#### Non-Default Hyperparameters
+
+- `eval_strategy`: steps
+- `per_device_train_batch_size`: 48
+- `learning_rate`: 3e-05
+- `weight_decay`: 0.01
+- `num_train_epochs`: 4
+- `lr_scheduler_type`: cosine_with_min_lr
+- `lr_scheduler_kwargs`: {'min_lr': 2e-06}
+- `warmup_steps`: 100
+- `bf16`: True
+- `dataloader_num_workers`: 4
+- `remove_unused_columns`: False
+- `ddp_find_unused_parameters`: True
+- `push_to_hub`: True
+- `hub_model_id`: keisuke-miyako/bge-m3-lemur-r4-checkpoints
+- `gradient_checkpointing`: True
+- `gradient_checkpointing_kwargs`: {'use_reentrant': False}
+
+#### 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`: 48
+- `per_device_eval_batch_size`: 8
+- `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`: 3e-05
+- `weight_decay`: 0.01
+- `adam_beta1`: 0.9
+- `adam_beta2`: 0.999
+- `adam_epsilon`: 1e-08
+- `max_grad_norm`: 1.0
+- `num_train_epochs`: 4
+- `max_steps`: -1
+- `lr_scheduler_type`: cosine_with_min_lr
+- `lr_scheduler_kwargs`: {'min_lr': 2e-06}
+- `warmup_ratio`: 0.0
+- `warmup_steps`: 100
+- `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`: True
+- `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`: True
+- `dataloader_num_workers`: 4
+- `dataloader_prefetch_factor`: None
+- `past_index`: -1
+- `disable_tqdm`: False
+- `remove_unused_columns`: False
+- `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`: True
+- `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`: True
+- `resume_from_checkpoint`: None
+- `hub_model_id`: keisuke-miyako/bge-m3-lemur-r4-checkpoints
+- `hub_strategy`: every_save
+- `hub_private_repo`: False
+- `hub_always_push`: False
+- `gradient_checkpointing`: True
+- `gradient_checkpointing_kwargs`: {'use_reentrant': False}
+- `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`: proportional
+
+</details>
+
+### Training Logs
+| Epoch  | Step | Training Loss | Validation Loss |
+|:------:|:----:|:-------------:|:---------------:|
+| 0.0621 | 10   | 2.8731        | -               |
+| 0.1242 | 20   | 2.8151        | -               |
+| 0.1863 | 30   | 2.679         | -               |
+| 0.2484 | 40   | 2.53          | -               |
+| 0.3106 | 50   | 2.3271        | 1.3315          |
+| 0.3727 | 60   | 2.0752        | -               |
+| 0.4348 | 70   | 1.8658        | -               |
+| 0.4969 | 80   | 1.823         | -               |
+| 0.5590 | 90   | 1.7263        | -               |
+| 0.6211 | 100  | 1.6203        | 0.9909          |
+
+
+### Framework Versions
+- Python: 3.11.10
+- Sentence Transformers: 3.4.1
+- Transformers: 4.46.3
+- PyTorch: 2.4.1+cu124
+- Accelerate: 1.14.0
+- Datasets: 5.0.0
+- Tokenizers: 0.20.3
+
+## 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",
+}
+```
+
+#### 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.*
+-->

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checkpoint-200/README.md

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+---
+tags:
+- sentence-transformers
+- sentence-similarity
+- feature-extraction
+- generated_from_trainer
+- dataset_size:31472
+- loss:MultipleNegativesRankingLoss
+base_model: BAAI/bge-m3
+widget:
+- source_sentence: operator owner duties well examination scheme drilling programme
+    approval barrier performance review maintenance assurance contractor competence
+    audit independent well examiner technical acceptance process
+  sentences:
+  - ' on achieving the required level of safety and environmental integrity; (b) take
+    appropriate measures to ensure as far as reasonably practicable that there is
+    no unplanned escape of hazardous substances from pipelines, vessels and systems
+    intended for their safe confinement. In addition, operators and owners shall ensure
+    that no single failure of a containment barrier can lead to a major accident;
+    (c) prepare an inventory of available equipment, its ownership, location, transport
+    to and mode of deployment at the installation and any entities relevant to the
+    implementation of the internal emergency response plan. The inventory shall identify
+    measures in place to ensure equipment and procedures are maintained in operable
+    condition; (d) ensure they have a suitable framework for monitoring compliance
+    with all relevant statutory provisions by incorporating their statutory duties
+    in respect of major hazards control and environmental protection into their standard
+    operating procedures; and (e) pay particular attention to building and maintaining
+    a strong safety culture with a high likelihood of continuous safe operation, including
+    with regard to securing cooperation of the workers through, inter alia: (i) visible
+    commitment to tripartite consultations and actions arising therefrom; (ii) encouraging
+    and rewarding reporting of accidents and near-misses; (iii) working effectively
+    with elected safety representatives; (iv) protecting whistleblowers. 2. Member
+    States shall ensure that industry cooperates with competent authorities to establish
+    and implement a priority plan for the development of standards, guidance and rules
+    which will give effect to best practice in major accident prevention, and limitation
+    of consequences of major accidents should they nonetheless occur. ANNEX V Selection
+    of the independent verifier and the design of schemes for independent verification
+    pursuant to Article 17(3) 1. Member States shall require the operator or owner
+    to ensure the following conditions are fulfilled with regard to the verifier''s
+    independence from the operator and the owner: (a) the function does not require
+    the independent verifier to consider any aspect of a safety and environmental
+    critical element or any part of an installation or a well or a well design in
+    which the verifier was previously involved prior to the verification activity
+    or where his or her objectivity might be compromised; (b) the independent verifier
+    is sufficiently independent of a management system which has, or has had,'
+  - ' inspections, the competent authorities may be assisted by and may delegate inspection
+    tasks to independent experts in accordance with national legislation, provided
+    that the experts operate under the supervision of the competent authority. The
+    competent authority shall determine the minimum qualifications of the experts
+    and shall assess whether those qualifications are met. The competent authority
+    shall also verify that the experts have no personal interest in the outcome of
+    the inspection. 2. Organisation of inspections 2.1. Inspection plans The following
+    shall be taken into consideration: (a) planning of inspections in advance by means
+    of a plan or plans established at the appropriate administrative level based on
+    a general assessment of the relevant environmental and safety issues and risks
+    of the waste facilities and, where information is already available on compliance,
+    an overall assessment of the state of compliance for the waste facilities operating
+    within the plan area. Such plans can be integrated or combined with other inspection
+    plans where considered appropriate; (b) the periodic review and, where appropriate,
+    the updating of the inspection plan or plans; (c) the coverage in the inspection
+    plan or plans of each waste facility under Article 7 of Directive 2006/21/EC;
+    (d) the inclusion in each inspection plan of the following: (i) a general assessment
+    of relevant environmental and safety issues and risks; (ii) the geographical area
+    covered by the inspection plan; (iii) a list of the waste facilities covered by
+    the inspection plan which hold a permit; (iv) the means of ensuring identification
+    of waste facilities covered by Article 7 of Directive 2006/21/EC which operate
+    without a permit; (v) procedures for carrying out routine inspections; (vi) procedures
+    for carrying out non-routine inspections; (vii) procedures for carrying out announced
+    and unannounced site visits; (viii) where necessary, arrangements on the cooperation
+    and co-ordination between different competent authorities in charge of inspections
+    and between those authorities and other authorities with a role in the enforcement
+    of permits required under national or Union environmental legislation that is
+    applicable or relevant to the waste facilities covered by Article 7 of Directive
+    2006/21/EC; (ix) information on the human, financial and other resources needed
+    by the competent authority for the implementation of the inspection plan. 2.2.
+    Routine inspections The following shall be taken'
+  - ' shall review the certification audit report and the certificate of compliance,
+    and make the certification audit report, in full or, where necessary to preserve
+    the confidentiality of commercially sensitive information, in a summarised form,
+    and the certificate of compliance publicly available in its certification registry
+    or, once established, in the Union registry provided for in Article 12 (the ‘Union
+    registry’). 3. At least every five years, or more frequently where so specified
+    in the applicable certification methodology based on the characteristics of the
+    relevant activity, the certification body shall carry out re-certification audits
+    to reconfirm compliance of the activity with Articles 4 to 7 and verify the net
+    carbon removal benefit or the net soil emission reduction benefit generated by
+    the activity. As a result of that re-certification audit, the certification body
+    shall issue a re-certification audit report that includes a summary, and, where
+    appropriate, shall issue an updated certificate of compliance. The certification
+    scheme shall review the re-certification audit report and the updated certificate
+    of compliance, and make the re-certification audit report, in full or, where necessary
+    to preserve the confidentiality of commercially sensitive information, in a summarised
+    form, and the updated certificate of compliance publicly available in its certification
+    registry or, once established, in the Union registry. The certification registry
+    of the certification scheme or, once established, the Union registry shall issue
+    certified units based on the updated certificate of compliance resulting from
+    the re-certification audit. 4. The operator or group of operators shall support
+    the certification body during the certification audit and re-certification audit,
+    in particular by giving access to the premises of the activity and providing any
+    data and documentation required by that certification body. 5. The Commission
+    shall adopt implementing acts to set out the structure, format and technical details
+    of the activity plan and of the monitoring plan referred to in paragraph 1 of
+    this Article, and of the certification audit and re-certification audit reports
+    referred to in paragraphs 2 and 3 of this Article. Those implementing acts shall
+    be adopted in accordance with the examination procedure referred to in Article
+    17. **Article 10** **Certification bodies** 1. Certification bodies appointed
+    by certification schemes shall be accredited by a national accreditation body
+    pursuant to Regulation (EC) No 765/2008 or be recognised by'
+- source_sentence: genetically modified plant assessment inserted sequence stability
+    residual donor dna allergenicity food feed exposure pollinator interaction cultivation
+    coexistence measures
+  sentences:
+  - ' mutatis mutandis, to the filling of posts which have become vacant. 6. The arbitral
+    tribunal shall decide on the basis of the rules of international law and in particular
+    on the basis of the provisions of this Convention. 7. As regards both procedural
+    and substantive matters, the arbitral tribunal shall decide by a majority of its
+    members'' votes; the absence or abstention of one of the members of the tribunal
+    appointed by the parties shall not prevent the tribunal from reaching a decision.
+    In the event of parity of votes, the chairman shall have the casting vote. The
+    decisions of the Tribunal shall be binding on the parties. Each party shall bear
+    the costs of the arbitrator appointed by it and shall share the other costs equally.
+    For other matters, the arbitral tribunal shall establish its own rules of procedure.
+    8. In the case of a dispute between two Contracting Parties, only one of which
+    is a Member State of the European Community, which is itself a Contracting Party,
+    the other Party shall simultaneously transmit its request to that Member State
+    and to the Community, which shall jointly notify the party within two months following
+    receipt of the request whether the Member State, the Community or the Member State
+    and the Community together are parties to the dispute. If such notification is
+    not given within the appointed time, both the Member State and the Community shall
+    be regarded as constituting one and the same party to the dispute for the purposes
+    of applying this Annex. The same shall obtain when the Member State and the Community
+    are jointly a party to the dispute. PROTOCOL OF SIGNATURE In signing the Convention
+    for the Protection of the Rhine, the heads of delegation in the ICPR agree upon
+    the following points. 1. The following shall remain unaffected by the Convention:
+    (a) the Convention of 3 December 1976 for the protection of the Rhine against
+    Pollution by Chlorides; (b) the Exchange of letters of 29 April/13 May 1983 on
+    the abovementioned Convention, which exchange entered into force on 5 July 1985;
+    (c) the Declaration of 11 December 1986 of the heads of delegation of the Governments
+    Party to the Agreement of 29 April 1963 concerning the International Commission
+    for the Protection of the Rhine against Pollution; (d) the Additional Protocol
+    of 25 September 1991 on the Convention of'
+  - ), tel que applications agronomiques, essai d'hybridation, modification de la
+    capacité de survie ou de dissémination, recherche des effets sur les organismes
+    cibles ou non-cibles. 2. Situation géographique du site de dissémination. 3. Étendue
+    du site (m2). 4. Informations utiles concernant, le cas échéant, de précédentes
+    disséminations de la même plante génétiquement modifiée, en particulier du point
+    de vue des incidences potentielles sur l'environnement et sur la santé humaine.
+    D. Conclusions concernant les incidences potentielles sur l'environnement de la
+    dissémination des PGM, conformément à l'annexe II, point D.2, de la directive
+    2001/18/CE Précisez en particulier si les caractères introduits peuvent directement
+    ou indirectement conférer un avantage sélectif accru dans les milieux naturels;
+    indiquez également quels sont les avantages importants attendus sur le plan de
+    l'environnement. E. Brève description des mesures prises par le notifiant en matière
+    de contrôle des risques, y compris les mesures d'isolement destinées à limiter
+    la dispersion, par exemple propositions de surveillance et de surveillance après
+    récolte F. Résumé des essais en plein champ prévus pour obtenir de nouvelles données
+    sur les effets de la dissémination sur l'environnement et la santé humaine (le
+    cas échéant)
+  - ' The vector — nature and source of the vector, — structure and amount of any
+    vector and/or donor nucleic acid remaining in the final construction of the modified
+    micro-organism, — if present in the final GMM frequency of mobilisation of inserted
+    vector and/or capability for transfer of genetic material. 3.2.5. The resulting
+    GMM 3.2.5.1. Human health considerations — expected toxic or allergenic effects
+    of the GMM and/or its metabolic products, — comparison of the modified micro-organism
+    to the recipient or (where appropriate) parental organism regarding pathogenicity,
+    — expected capacity for colonisation, — if the micro-organism is pathogenic to
+    humans who are immunocompetent: — diseases caused and mechanism of transmission
+    including invasiveness and virulence, — infective dose, — possible alteration
+    of route of infection or tissue specificity, — possibility of survival outside
+    of human host, — biological stability, — antibiotic-resistance patterns, — allergenicity,
+    — toxigenicity, — availability of appropriate therapies and prophylactic measures.
+    3.2.5.2. Environmental considerations — ecosystems to which the micro-organism
+    could be unintentionally released from the contained use, — expected survivability,
+    multiplication and extent of dissemination of the modified micro-organism in the
+    identified ecosystems, — anticipated result of interaction between the modified
+    micro-organism and the organisms or micro-organisms which might be exposed in
+    case of unintentional release into the environment, — known or predicted effects
+    on plants and animals such as pathogenicity, toxicity, allergenicity, vector for
+    a pathogen, altered antibiotic-resistance patterns, altered tropism or host specificity,
+    colonisation, — known or predicted involvement in biogeochemical processes. 3.3.
+    **Initial classification of the GMM** Points 3 to 5 of Annex III indicate that
+    the first stage of the risk assessment process for a GMM is to identify the potential
+    harmful properties of the GMM, to determine an initial classification for the
+    GMM. This is achieved by the identification of hazards associated with the recipient,
+    donor organism, vector and insert where appropriate. This process'
+- source_sentence: chemical storage terminal above-ground tank integrity testing rainwater
+    separator maintenance spill response records soil groundwater protection loading
+    bay cross-contamination controls
+  sentences:
+  - ' in cooperation with the European Investment Bank, through the European Local
+    Energy Assistance facility, to interested stakeholders, including national, regional
+    and local authorities, on funding possibilities, taking into account the latest
+    changes in the regulatory framework. Article 30 Consultation In order to facilitate
+    the effective implementation of this Directive, Member States shall consult the
+    stakeholders involved, including local and regional authorities, in accordance
+    with the national law applicable and as relevant. Such consultation is of particular
+    importance for the application of Article 29. Article 31 Adaptation of Annex I
+    to technical progress The Commission shall adopt delegated acts in accordance
+    with Article 32 to amend this Directive concerning the adaptation of points 4
+    and 5 of Annex I to technical progress. Article 32 Exercise of the delegation
+    1. The power to adopt delegated acts is conferred on the Commission subject to
+    the conditions laid down in this Article. 2. The power to adopt delegated acts
+    referred to in Articles 6, 7, 15, 17 and 31 shall be conferred on the Commission
+    for an indeterminate period of time from 28 May 2024. 3. The delegation of power
+    referred to in Articles 6, 7, 15, 17 and 31 may be revoked at any time by the
+    European Parliament or by the Council. A decision to revoke shall put an end to
+    the delegation of the power specified in that decision. It shall take effect the
+    day following the publication of the decision in the Official Journal of the European
+    Union or at a later date specified therein. It shall not affect the validity of
+    any delegated acts already in force. 4. Before adopting a delegated act, the Commission
+    shall consult experts designated by each Member State in accordance with the principles
+    laid down in the Interinstitutional Agreement of 13 April 2016 on Better Law-Making.
+    5. As soon as it adopts a delegated act, the Commission shall notify it simultaneously
+    to the European Parliament and to the Council. 6. A delegated act adopted pursuant
+    to Article 6, 7, 15, 17 or 31 shall enter into force only if no objection has
+    been expressed either by the European Parliament or the Council within a period
+    of two months of notification of that act to the European Parliament and the Council
+    or if, before the expiry of that period, the European Parliament and the Council
+    have both informed the Commission that they will not object. That period shall'
+  - ' and record-keeping | The use of underground components is minimised. When underground
+    components are used for the storage of harmful/hazardous substances, secondary
+    containment (e.g. double-walled containment) is put in place. Underground components
+    are equipped with leak detection devices. Risk-based and regular monitoring of
+    underground storage and ductwork is carried out to identify potential leakages;
+    when necessary, leaking equipment is repaired. A record is kept of incidents that
+    may cause soil and/or groundwater pollution. | | (e) Regular inspection and maintenance
+    of plant and equipment | The plant and the equipment are regularly inspected and
+    serviced to ensure proper functioning; this includes in particular checking the
+    integrity and/or leak-free status of valves, pumps, pipes, tanks, pressure vessels,
+    drip trays, and containments/bunds and the proper functioning of warning systems.
+    | | (f) Techniques to prevent cross-contamination | Cross-contamination (i.e.
+    the contamination of plant areas that usually do not come into contact with treatment
+    chemicals) is prevented by using appropriate techniques such as: — design of drip
+    trays in such a way that forklifts are not in contact with potentially contaminated
+    surfaces of the drip trays; — design of charging equipment (used to remove treated
+    wood from the treatment vessel) in such a way that the carry-over of treatment
+    chemicals is prevented; — use of a crane system for handling treated wood; — use
+    of dedicated transport vehicles for potentially contaminated areas; — restricted
+    access to potentially contaminated areas; — use of grit walkways. | 2.11. **Emissions
+    to water and waste water management** **BAT 47.** In order to prevent or, where
+    that is not practicable, to reduce emissions to water and to reduce water consumption,
+    BAT is to use all of the techniques given below. | Technique | Description | Applicability
+    | |-----------|-------------|---------------| | (a) | Techniques to prevent contamination
+    of rain and surface run-off water | Rain and surface run-off water are kept separated
+    from areas where'
+  - ' process and storage areas are impermeable to the liquids concerned. | Generally
+    applicable. | | b. | Regular inspection and maintenance of plant and equipment
+    | The plant and the equipment are regularly inspected and maintained to ensure
+    proper functioning; this includes in particular checking the integrity and/or
+    leak-free status of valves, pumps, pipes, tanks and containments/bunds as well
+    as the proper functioning of warning systems (e.g. overflow detectors). | c. Optimised
+    storage location of process chemicals The storage areas are located in such a
+    way as to eliminate or minimise the unnecessary transport of process chemicals
+    within the plant (e.g. the transport distances on site are minimised). The applicability
+    to existing plants may be restricted by a lack of space. d. Dedicated area for
+    unloading process chemicals containing hazardous substances Process chemicals
+    containing hazardous substances are unloaded in a bunded area. Occasional spillages
+    are collected and sent for treatment. e. Segregated storage of process chemicals
+    Incompatible process chemicals are kept separated. This segregation relies on
+    physical separation and on the chemicals inventory (see BAT 15). Generally applicable.
+    f. Handling and storage of packaging containing process chemicals Packaging containing
+    liquid process chemicals is completely emptied by gravity or by mechanical means
+    (e.g. brushing, wiping) without the use of water. Packaging containing process
+    chemicals in powder is emptied by gravity for small packaging and using suction
+    for large packaging. Empty packaging is stored in a dedicated area. 1.1.8. Emissions
+    to air BAT 22. In order to reduce diffuse emissions to air (e.g. VOCs from the
+    use of organic solvents), BAT is to collect diffuse emissions and send the waste
+    gases to treatment. Applicability In the case of existing plants, the applicability
+    may be restricted by operational constraints or by the high volume of air to be
+    extracted. BAT 23. In order to facilitate the recovery of energy and the reduction
+    of channelled emissions to air, BAT is to limit the number of emission points.
+    Description The combined treatment of waste gases with similar characteristics
+    ensures more effective'
+- source_sentence: manufacturer annual excess emissions premium calculation pooled
+    manufacturers derogation target adjustment approved niche producer methodology
+    corrected registration errors
+  sentences:
+  - ' commercial organic solvents (or tar from ethylbenzene plants) (see BAT 42b).
+    VOCs are recovered by stripping of the scrubber liquor | | BAT 39: In order to
+    increase resource efficiency, BAT is to recover the co-produced hydrogen from
+    ethylbenzene dehydrogenation, and to use it either as a chemical reagent or to
+    combust the dehydrogenation off-gas as a fuel (e.g. in the steam superheater).
+    BAT 40: In order to increase the resource efficiency of the acetophenone hydrogenation
+    unit in the SMPO production process, BAT is to minimise excess hydrogen or to
+    recycle hydrogen by using BAT 8a. If BAT 8a is not applicable, BAT is to recover
+    energy (see BAT 9). 4.5. Residues BAT 41: In order to reduce the amount of waste
+    being sent for disposal from spent catalyst neutralisation in the AlCl3-catalysed
+    ethylbenzene production process, BAT is to recover residual organic compounds
+    by stripping and then concentrate the aqueous phase to give a usable AlCl3 by-product.
+    Steam stripping is first used to remove VOCs, then the spent catalyst solution
+    is concentrated by evaporation to give a usable AlCl3 by-product. The vapour phase
+    is condensed to give a HCl solution that is recycled into the process. BAT 42:
+    In order to prevent or reduce the amount of waste tar being sent for disposal
+    from the distillation unit of ethylbenzene production, BAT is to use one or a
+    combination of the techniques given below. | Technique | Description | Applicability
+    | |-----------|-------------|---------------| | a. Material recovery (e.g. by
+    distillation, cracking) | See BAT 17c | Only applicable where there are available
+    uses for these recovered materials | | b. Use of tar as an absorbent for scrubbing
+    | See section 12.1. Use the tar as an absorbent in the scrubbers used in styrene
+    monomer production by ethylbenzene dehydrogenation, instead of commercial organic
+    solvents (see BAT 38b). The extent to which tar can be used depends on the scrubber
+    capacity '
+  - 'TG1}) - (\text{AC2} - \text{TG2})] \] AC1 = the average specific emissions of
+    CO2 including the unidentifiable vehicles (as set out in column D); TG1 = the
+    specific emissions target including the unidentifiable vehicles (as set out in
+    column E); AC2 = the average specific emissions of CO2 excluding the unidentifiable
+    vehicles; TG2 = the specific emissions target excluding the unidentifiable vehicles.
+    Column I: ‘Average CO2 (100 %)’ means the average specific emissions of CO2 that
+    have been calculated on the basis of 100 % of the vehicles attributed to the manufacturer.
+    Where appropriate, the average specific emissions have been adjusted to take into
+    account the corrections notified to the Commission by the manufacturer concerned.
+    The records used for the calculation includes those that contain a valid value
+    for mass and CO2 emissions but do not take into account the super-credits referred
+    to in Article 5 of Regulation (EC) No 443/2009.'
+  - '. The error margin is calculated in accordance with the following formula: \[
+    \text{Error} = \text{absolute value of } [(\text{AC1} - \text{TG1}) - (\text{AC2}
+    - \text{TG2})] \] \[ \text{AC1} = \text{the average specific emissions of CO2
+    including the unidentifiable vehicles (as set out in column D)}; \] \[ \text{TG1}
+    = \text{the specific emissions target including the unidentifiable vehicles (as
+    set out in column E)}; \] AC2 = the average specific emissions of CO2 excluding
+    the unidentifiable vehicles; TG2 = the specific emissions target excluding the
+    unidentifiable vehicles. Column I: ‘Average CO2 (100 %)’ means the average specific
+    emissions of CO2 that have been calculated on the basis of 100 % of the vehicles
+    attributed to the manufacturer. Where appropriate, the average specific emissions
+    have been adjusted to take into account the corrections notified to the Commission
+    by the manufacturer concerned. The records used for the calculation includes those
+    that contain a valid value for mass and CO2 emissions but do not take into account
+    the super-credits referred to in Article 5 of Regulation (EC) No 443/2009.'
+- source_sentence: Prüfbericht notifizierte Stelle fachliche Eignung Zertifizierungsstelle
+    unabhängige Begutachter interne Unparteilkeit harmonisierte Produktvorschriften
+  sentences:
+  - ' for performance standards and assessment of technical services** The Commission
+    is empowered to adopt delegated acts in accordance with Article 55 supplementing
+    this Regulation by laying down: (a) the standards with which the technical services
+    have to comply; and (b) the procedure for the assessment of the technical services,
+    including the corresponding report, in accordance with Article 49. **Article 49**
+    **Assessment of the skills of technical services** 1. The designating approval
+    authority shall draw up an assessment report demonstrating that the candidate
+    technical service has been assessed for its compliance with this Regulation and
+    the delegated acts adopted pursuant to it. The assessment report may include a
+    certificate of accreditation issued by a national accreditation body attesting
+    that the technical service fulfils the requirements of this Regulation. The assessment
+    on which the assessment report is based shall be conducted in accordance with
+    the provisions laid down in a delegated act referred to in Article 48. 2. The
+    designating approval authority shall review the assessment report at least once
+    every three years. 3. The designating approval authority shall communicate the
+    assessment report to the Commission upon the latter''s request. In such cases,
+    where the assessment is not based on an accreditation certificate issued by a
+    national accreditation body, the designating approval authority shall provide
+    the Commission with documentary evidence which attests to the following: (a) the
+    technical service''s competence; (b) the arrangements in place to ensure that
+    the technical service is monitored regularly by the designating approval authority;
+    and (c) that the technical service fulfils the requirements of this Regulation
+    and of the delegated acts adopted pursuant to it. 4. An approval authority that
+    intends to act as a technical service in accordance with Article 47(2) shall document
+    compliance by means of an assessment conducted by auditors independent of the
+    activity being assessed. Such auditors may be from the same organisation, provided
+    that they are managed separately from the personnel undertaking the assessed activity.
+    **Article 50** **Procedures for notification** 1. In respect of each technical
+    service that they have designated, Member States shall notify the Commission of
+    the following: (a) the name of the technical service; (b) the address, including
+    electronic address; (c) the responsible persons; (d'
+  - 'ity assessment and the declaration of conformity available for inspection within
+    10 days of a request received from market surveillance authorities or the Commission.
+    Article 80 Entry into force This Regulation shall enter into force on the twentieth
+    day following that of its publication in the Official Journal of the European
+    Union. This Regulation shall be binding in its entirety and directly applicable
+    in all Member States. Done at Brussels, 13 June 2024. For the European Parliament
+    The President R. METSOLA For the Council The President H. LAHBIB ANNEX I Product
+    parameters The following parameters shall, as appropriate, and where necessary
+    supplemented by others, be used, individually or in combination, as a basis for
+    improving the product aspects: (a) durability and reliability of the product or
+    its components as expressed through the product’s guaranteed lifetime, technical
+    lifetime, mean time between failures, indication of real use information on the
+    product, resistance to stresses or ageing mechanisms; (b) ease of repair and maintenance,
+    as expressed through characteristics, availability, delivery time and affordability
+    of spare parts, modularity, compatibility with commonly available tools and spare
+    parts, availability of repair and maintenance instructions, number of materials
+    and components used, use of standard components, use of component and material
+    coding standards for the identification of components and materials, number and
+    complexity of processes and whether specialised tools are needed, ease of non-destructive
+    disassembly and re-assembly, conditions for access to product data, conditions
+    for access to or use of hardware and software needed; (c) ease of upgrading, reuse,
+    remanufacturing and refurbishment as expressed through number of materials and
+    components used, use of standard components, use of component and material coding
+    standards for the identification of components and materials, number and complexity
+    of processes and tools needed, ease of non-destructive disassembly and re-assembly,
+    conditions for access to product data, conditions for access to or use of hardware
+    and software needed, conditions of access to test protocols or not commonly available
+    testing equipment, availability of guarantees specific to remanufactured or refurbished
+    products, conditions for access to or use of technologies protected by intellectual'
+  - ' to Resolution MSC.81(70), as laid down in Annex 17 to IMO document MSC 97/22/Add.1
+    and in Annex 1 to IMO document MSC 98/3/1. **Article 2** The position to be adopted
+    on behalf of the Union at the 71st session of the IMO Marine Environment Protection
+    Committee shall be to agree to the adoption of the amendments to Appendix V to
+    MARPOL Annex VI, as laid down in Annex 7 to IMO document MEPC 70/18/Add.1. **Article
+    3** 1. The positions to be adopted on behalf of the Union as set out in Articles
+    1 and 2 shall be expressed by the Member States, which are members of the IMO,
+    acting jointly in the interests of the Union. 2. Minor changes to the positions
+    referred to in Articles 1 and 2 may be agreed upon without further decision of
+    the Council. **Article 4** Member States are hereby authorised to give their consent
+    to be bound, in the interests of the Union, by the amendments referred to in Articles
+    1 and 2, to the extent that those amendments fall under the exclusive competence
+    of the Union. **Article 5** This Decision is addressed to the Member States. Done
+    at Brussels, 29 May 2017. For the Council The President C. CARDONA'
+pipeline_tag: sentence-similarity
+library_name: sentence-transformers
+---
+
+# SentenceTransformer based on BAAI/bge-m3
+
+This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [BAAI/bge-m3](https://huggingface.co/BAAI/bge-m3) on the bge-m3-lemur-r3 dataset. It maps sentences & paragraphs to a 1024-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:** [BAAI/bge-m3](https://huggingface.co/BAAI/bge-m3) <!-- at revision 5617a9f61b028005a4858fdac845db406aefb181 -->
+- **Maximum Sequence Length:** 8192 tokens
+- **Output Dimensionality:** 1024 dimensions
+- **Similarity Function:** Cosine Similarity
+- **Training Dataset:**
+    - bge-m3-lemur-r3
+<!-- - **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': 8192, 'do_lower_case': False}) with Transformer model: PeftModelForFeatureExtraction 
+  (1): Pooling({'word_embedding_dimension': 1024, '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("keisuke-miyako/bge-m3-lemur-r4-checkpoints")
+# Run inference
+sentences = [
+    'Prüfbericht notifizierte Stelle fachliche Eignung Zertifizierungsstelle unabhängige Begutachter interne Unparteilkeit harmonisierte Produktvorschriften',
+    " for performance standards and assessment of technical services** The Commission is empowered to adopt delegated acts in accordance with Article 55 supplementing this Regulation by laying down: (a) the standards with which the technical services have to comply; and (b) the procedure for the assessment of the technical services, including the corresponding report, in accordance with Article 49. **Article 49** **Assessment of the skills of technical services** 1. The designating approval authority shall draw up an assessment report demonstrating that the candidate technical service has been assessed for its compliance with this Regulation and the delegated acts adopted pursuant to it. The assessment report may include a certificate of accreditation issued by a national accreditation body attesting that the technical service fulfils the requirements of this Regulation. The assessment on which the assessment report is based shall be conducted in accordance with the provisions laid down in a delegated act referred to in Article 48. 2. The designating approval authority shall review the assessment report at least once every three years. 3. The designating approval authority shall communicate the assessment report to the Commission upon the latter's request. In such cases, where the assessment is not based on an accreditation certificate issued by a national accreditation body, the designating approval authority shall provide the Commission with documentary evidence which attests to the following: (a) the technical service's competence; (b) the arrangements in place to ensure that the technical service is monitored regularly by the designating approval authority; and (c) that the technical service fulfils the requirements of this Regulation and of the delegated acts adopted pursuant to it. 4. An approval authority that intends to act as a technical service in accordance with Article 47(2) shall document compliance by means of an assessment conducted by auditors independent of the activity being assessed. Such auditors may be from the same organisation, provided that they are managed separately from the personnel undertaking the assessed activity. **Article 50** **Procedures for notification** 1. In respect of each technical service that they have designated, Member States shall notify the Commission of the following: (a) the name of the technical service; (b) the address, including electronic address; (c) the responsible persons; (d",
+    'ity assessment and the declaration of conformity available for inspection within 10 days of a request received from market surveillance authorities or the Commission. Article 80 Entry into force This Regulation shall enter into force on the twentieth day following that of its publication in the Official Journal of the European Union. This Regulation shall be binding in its entirety and directly applicable in all Member States. Done at Brussels, 13 June 2024. For the European Parliament The President R. METSOLA For the Council The President H. LAHBIB ANNEX I Product parameters The following parameters shall, as appropriate, and where necessary supplemented by others, be used, individually or in combination, as a basis for improving the product aspects: (a) durability and reliability of the product or its components as expressed through the product’s guaranteed lifetime, technical lifetime, mean time between failures, indication of real use information on the product, resistance to stresses or ageing mechanisms; (b) ease of repair and maintenance, as expressed through characteristics, availability, delivery time and affordability of spare parts, modularity, compatibility with commonly available tools and spare parts, availability of repair and maintenance instructions, number of materials and components used, use of standard components, use of component and material coding standards for the identification of components and materials, number and complexity of processes and whether specialised tools are needed, ease of non-destructive disassembly and re-assembly, conditions for access to product data, conditions for access to or use of hardware and software needed; (c) ease of upgrading, reuse, remanufacturing and refurbishment as expressed through number of materials and components used, use of standard components, use of component and material coding standards for the identification of components and materials, number and complexity of processes and tools needed, ease of non-destructive disassembly and re-assembly, conditions for access to product data, conditions for access to or use of hardware and software needed, conditions of access to test protocols or not commonly available testing equipment, availability of guarantees specific to remanufactured or refurbished products, conditions for access to or use of technologies protected by intellectual',
+]
+embeddings = model.encode(sentences)
+print(embeddings.shape)
+# [3, 1024]
+
+# 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.*
+-->
+
+<!--
+## 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
+
+#### bge-m3-lemur-r3
+
+* Dataset: bge-m3-lemur-r3
+* Size: 31,472 training samples
+* Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
+* Approximate statistics based on the first 1000 samples:
+  |         | anchor                                                                             | positive                                                                             | negative                                                                             |
+  |:--------|:-----------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
+  | type    | string                                                                             | string                                                                               | string                                                                               |
+  | details | <ul><li>min: 17 tokens</li><li>mean: 32.27 tokens</li><li>max: 66 tokens</li></ul> | <ul><li>min: 46 tokens</li><li>mean: 485.55 tokens</li><li>max: 512 tokens</li></ul> | <ul><li>min: 49 tokens</li><li>mean: 458.41 tokens</li><li>max: 512 tokens</li></ul> |
+* Samples:
+  | anchor                                                                                                                                                                                                          | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 | negative                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
+  |:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+  | <code>commission regular reporting energy union governance national climate plans renewable efficiency trajectory corrective recommendations infringement proceedings internal market obligations</code>        | <code>cy of Union policies and measures. The review should take into account, inter alia, evolving national circumstances and be informed by the results of the 2018 Facilitative Dialogue under the UNFCCC (‘Talanoa dialogue’) and the global stocktake under the Paris Agreement. As part of the review, the balance between supply and demand for annual emission allocations should also be considered to ensure the adequacy of the obligations laid down by this Regulation. In addition, as part of its regular reporting under Regulation (EU) No 525/2013, the Commission should, by 31 October 2019, assess the outcome of the Talanoa dialogue. The review for the period after 2030 should be in line with the long-term objectives and the commitments made under the Paris Agreement and, to this end, it should reflect a progression over time. (29) In order to ensure efficient, transparent and cost-effective reporting and verification of greenhouse gas emissions and of other information necessary to assess progres...</code> | <code> à promouvoir l'efficacité énergétique; (14) NOTE avec attention que, dans le document de travail de la Commission (1), la liste des mesures possibles comprend des mesures fiscales appropriées dans le domaine de l'énergie, des incitations économiques et d'autres mesures économiques analogues visant à contribuer à la réduction des émissions; (1) Les options en matière de politique énergétique qui permettront de répondre au défi du changement climatique: vers la définition d'une stratégie en matière de politique énergétique à la suite de la conférence de Kyoto. NOTE que la discussion au niveau de l'Union se poursuit au sein de l'organe approprié du Conseil; (15) ESTIME que les modifications en faveur de l'efficacité énergétique qui seront éventuellement apportées lors de la révision des lignes directrices communautaires pour les aides d'État ne devront pas provoquer de distorsion de la concurrence; (16) INVITE la Commission à présenter, dès que possible, une proposition de plan d'action ...</code> |
+  | <code>national atmospheric emission inventory methodology diffuse source sectors fuel sales reconciliation greenhouse gas reporting calorific conversion factors sulphur content for marine bunker fuels</code> | <code> emission inventories drawn up under Directive 2001/80/EC of the European Parliament and of the Council of 23 October 2001 on the limitation of emissions of certain pollutants into the air from large combustion plants (OJ L 309, 27.11.2001, p. 3). (3) This information is needed in view of determining the relevant emission limit values on 1 January 2016 as set out in Article 10 of Directive 2001/80/EC. (4) ‘operating hours’ means the time, expressed in hours, during which a combustion plant, in whole or in part, is operating and discharging emissions into the air, excluding start-up and shut-down periods. (5) For example, gas turbines can only be covered by the transitional national plan concerning their NOx emissions. Other plants may be covered by the transitional national plan for some pollutant(s), while being subject to the emission limit values from Annex V to Directive 2010/75/EU for other pollutants. (8) Annual amount of fuel used (TJ/year), averaged over the period 2001-2010, s...</code> | <code>mal input (MW) of the combustion plant; (b) the type of combustion plant: boiler, gas turbine, gas engine, diesel engine, other (specifying the type); (c) the date of the start of operation of the combustion plant; (d) the total annual emissions (tonnes per year) of sulphur dioxide, nitrogen oxides and dust (as total suspended particles); (e) the number of operating hours of the combustion plant; (f) the total annual amount of energy input, related to the net calorific value (TJ per year), broken down in terms of the following categories of fuel: coal, lignite, biomass, peat, other solid fuels (specifying the type), liquid fuels, natural gas, other gases (specifying the type). The annual plant-by-plant data contained in these inventories shall be made available to the Commission upon request. A summary of the inventories shall be made available to the Commission every 3 years within 12 months from the end of the three-year period considered. This summary shall show separately the data ...</code> |
+  | <code>marine environment service ocean observations reanalysis biogeochemistry sea ice forecasting coastal applications maritime safety fisheries monitoring European and global domains</code>                 | <code>-temporal EU39 coverage. Sentinel 1 and 2 shall be operationally integrated in the process. They shall be complemented with VHR resolution satellite data for specific applications and for validation purposes. 5.2. **In-Situ Observations** Copernicus land services shall use in situ data for calibration and validation activities. ANNEX V THE TECHNICAL SPECIFICATIONS FOR THE COPERNICUS CLIMATE CHANGE SERVICE 1. SCOPE The Copernicus Climate Change Service (C3S) shall combine observations and models of the climate system with the latest science to develop authoritative, quality-assured information about the past, current and future states of the climate in Europe and worldwide. The C3S shall achieve the following objectives: (a) to document the past and current state of climate (based on observations and re-analysis); (b) to generate 6-months seasonal forecasts (using a multi-model ensemble approach); (c) to deliver climate projections (based on various scenarios). The service shall provide...</code> | <code>3) Assessments Reports on Climate Change: Impacts, Adaptation and Vulnerability, published periodically by the Intergovernmental Panel on Climate Change (IPCC), the United Nations body for assessing the science related to climate change produces, https://www.ipcc.ch/reports/. (604) Such as Copernicus services managed by the European Commission. (605) Nature-based solutions are defined as ‘solutions that are inspired and supported by nature, which are cost-effective, simultaneously provide environmental, social and economic benefits and help build resilience. Such solutions bring more, and more diverse, nature and natural features and processes into cities, landscapes and seascapes, through locally adapted, resource-efficient and systemic interventions’. Therefore, nature-based solutions benefit biodiversity and support the delivery of a range of ecosystem services (version of 4.6.2021: https://ec.europa.eu/info/research-and-innovation/research-area/environment/nature-based-solutions_en...</code> |
+* Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
+  ```json
+  {
+      "scale": 20,
+      "similarity_fct": "cos_sim"
+  }
+  ```
+
+### Evaluation Dataset
+
+#### bge-m3-lemur-r3
+
+* Dataset: bge-m3-lemur-r3
+* Size: 31,472 evaluation samples
+* Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
+* Approximate statistics based on the first 1000 samples:
+  |         | anchor                                                                            | positive                                                                            | negative                                                                             |
+  |:--------|:----------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
+  | type    | string                                                                            | string                                                                              | string                                                                               |
+  | details | <ul><li>min: 20 tokens</li><li>mean: 32.2 tokens</li><li>max: 50 tokens</li></ul> | <ul><li>min: 53 tokens</li><li>mean: 485.9 tokens</li><li>max: 512 tokens</li></ul> | <ul><li>min: 46 tokens</li><li>mean: 458.43 tokens</li><li>max: 512 tokens</li></ul> |
+* Samples:
+  | anchor                                                                                                                                                                                                                               | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 | negative                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
+  |:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+  | <code>circular economy waste benchmark selection material efficiency indicators published sector studies procurement of consultancy support internal environmental management review without comparative life-cycle modelling</code> | <code> (below) being essential and steps 3 to 8 needing an ad-hoc life-cycle assessment (LCA) to be carried out and not always necessary: 1. Systematic application of life-cycle thinking throughout waste management strategy design and implementation (to complement the waste management hierarchy). 2. Review of relevant LCA literature to rank the environmental performance of alternative waste management options, where studied systems are directly comparable with available options. 3. Application of LCA to specific management and technology options for which no reliable published literature can be found; this requires procurement of LCA services, or in-house use of relevant LCA software. 4. The careful consideration of system boundaries, that ensures an accurate comparison across waste management options, includes system expansion and/or LCA for avoided processes (e.g. grid electricity generation). 5. Compilation and documentation of life-cycle inventories in relation to reference flows, if pos...</code> | <code>eu/legal-content/EN/TXT/?uri=CELEX:52014DC0398 (5) This includes plastics packaging. (6) Including characterisation. (7) Value-added means recycling into high quality products, i.e. not recycling into aggregates. For the concept see: Communication from the Commission to the European Parliament, the Council, the European Economic and Social Committee and the Committee of Regions ‘Towards a circular economy: A zero waste programme for Europe’, COM(2014) 398 final of 2 July 2014, http://eur-lex.europa.eu/legal-content/EN/TXT/?uri=CELEX:52014DC0398 (8) Communication COM(2011) 571 final of 20 September 2011 from the Commission to the European Parliament, the Council, the European Economic and Social Committee and the Committee of Regions ‘Roadmap to a Resource Efficient Europe’, http://eur-lex.europa.eu/legal-content/EN/TXT/?uri=COM:2011:0571:FIN (9) Communication COM(2015) 614 final of 2 December 2015 from the Commission to the European Parliament, the Council, the European Economic and So...</code> |
+  | <code>rail locomotive original engines new production placement latest applicable emission limits relevant legislation transitional conformity authorisation member states</code>                                                    | <code> that the engines are intended for installation in non-road mobile machinery to be used in potentially explosive atmospheres, as defined in point (5) of Article 2 of Directive 2014/34/EU of the European Parliament and of the Council (1). 6. Notwithstanding Articles 18(2) and 22(3), Member States may, upon request, grant EU type-approval for, and authorise the placing on the market of, engines that meet the gaseous and particulate pollutant emission limit values for special purpose engines set out in Annex VI, on the condition that the engines are intended for installation in non-road mobile machinery that is exclusively used for the launch and recovery of lifeboats operated by a national rescue service. 7. Notwithstanding Articles 5(3) and 18(2), in relation to engines of categories RLL or RLR and placed on the Union market on or before 31 December 2011, Member States may authorise the placing on the market of replacement engines if the approval authority, upon examination, recognises ...</code> | <code>CLE 31(1)(a) AND (b) OF REGULATION (EU) 2016/1628) SECTION 1 EU STATEMENT OF CONFORMITY The undersigned: [ ................................................................. (full name and position)] hereby certifies that the following engine: 1.1. Make (trade name(s) of manufacturer): ................................................................. 1.2. Commercial name(s) (if applicable): ................................................................. 1.3. Company name and address of manufacturer: .................................................. 1.4. Name and address of manufacturer's authorised representative (if any): .............. 1.5. Name(s) and address(es) of assembly/manufacturer plant(s): ............................ 1.6. Engine type designation/engine family designation/FT (1): 1.7. Category and sub-category of the engine type/engine family (2) (3): .................... 3.1.2. Designation on the statutory marking: engine type designation/engine family designation/FT (1) ...</code> |
+  | <code>accreditation body assessor independence confidentiality peer evaluation competence records communication with applicant surveillance decision-making impartiality safeguards</code>                                           | <code> of the quality management system referred to in paragraph 3, including the following processes: (i) processes for the review of the quality management system at least once a year, not exceeding 15 months between management reviews; (ii) processes for conducting internal audits at least once a year, not exceeding 15 months between internal audits; (iii) processes for identifying and managing non-conformities in the verifier’s activities and taking corrective action to address these non-conformities; (iv) processes for identifying risks and opportunities in the verifier’s activities and taking preventive actions to mitigate those risks; (v) processes for the control of documented information. Article 36 Internal verification documentation 1. The verifier shall prepare and compile internal verification documentation containing at least: (a) the results of the verification activities performed; (b) the verification plan, the strategic analysis and the risk assessment; (c) sufficient infor...</code> | <code>, the national accreditation body shall, within a reasonable time but no later than three months from the date of its receipt: (a) decide on the validity of the complaint; (b) ensure that the verifier concerned is given the opportunity to submit its observations; (c) take appropriate actions to address the complaint; (d) record the complaint and action taken; and (e) respond to the complainant. Article 63 Records and documentation 1. The national accreditation body shall keep records on each person involved in the accreditation process. Those records shall include records related to relevant qualifications, training, experience, impartiality and competence necessary to demonstrate compliance with this Regulation. 2. The national accreditation body shall keep records of the verifier in line with the harmonised standard pursuant to Regulation (EC) No 765/2008 referred to in Annex III. Article 64 Access to information and confidentiality 1. The national accreditation body shall, on a regu...</code> |
+* Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
+  ```json
+  {
+      "scale": 20,
+      "similarity_fct": "cos_sim"
+  }
+  ```
+
+### Training Hyperparameters
+#### Non-Default Hyperparameters
+
+- `eval_strategy`: steps
+- `per_device_train_batch_size`: 48
+- `learning_rate`: 3e-05
+- `weight_decay`: 0.01
+- `num_train_epochs`: 4
+- `lr_scheduler_type`: cosine_with_min_lr
+- `lr_scheduler_kwargs`: {'min_lr': 2e-06}
+- `warmup_steps`: 100
+- `bf16`: True
+- `dataloader_num_workers`: 4
+- `remove_unused_columns`: False
+- `ddp_find_unused_parameters`: True
+- `push_to_hub`: True
+- `hub_model_id`: keisuke-miyako/bge-m3-lemur-r4-checkpoints
+- `gradient_checkpointing`: True
+- `gradient_checkpointing_kwargs`: {'use_reentrant': False}
+
+#### 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`: 48
+- `per_device_eval_batch_size`: 8
+- `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`: 3e-05
+- `weight_decay`: 0.01
+- `adam_beta1`: 0.9
+- `adam_beta2`: 0.999
+- `adam_epsilon`: 1e-08
+- `max_grad_norm`: 1.0
+- `num_train_epochs`: 4
+- `max_steps`: -1
+- `lr_scheduler_type`: cosine_with_min_lr
+- `lr_scheduler_kwargs`: {'min_lr': 2e-06}
+- `warmup_ratio`: 0.0
+- `warmup_steps`: 100
+- `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`: True
+- `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`: True
+- `dataloader_num_workers`: 4
+- `dataloader_prefetch_factor`: None
+- `past_index`: -1
+- `disable_tqdm`: False
+- `remove_unused_columns`: False
+- `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`: True
+- `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`: True
+- `resume_from_checkpoint`: None
+- `hub_model_id`: keisuke-miyako/bge-m3-lemur-r4-checkpoints
+- `hub_strategy`: every_save
+- `hub_private_repo`: False
+- `hub_always_push`: False
+- `gradient_checkpointing`: True
+- `gradient_checkpointing_kwargs`: {'use_reentrant': False}
+- `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`: proportional
+
+</details>
+
+### Training Logs
+| Epoch  | Step | Training Loss | Validation Loss |
+|:------:|:----:|:-------------:|:---------------:|
+| 0.0621 | 10   | 2.8731        | -               |
+| 0.1242 | 20   | 2.8151        | -               |
+| 0.1863 | 30   | 2.679         | -               |
+| 0.2484 | 40   | 2.53          | -               |
+| 0.3106 | 50   | 2.3271        | 1.3315          |
+| 0.3727 | 60   | 2.0752        | -               |
+| 0.4348 | 70   | 1.8658        | -               |
+| 0.4969 | 80   | 1.823         | -               |
+| 0.5590 | 90   | 1.7263        | -               |
+| 0.6211 | 100  | 1.6203        | 0.9909          |
+| 0.6832 | 110  | 1.5692        | -               |
+| 0.7453 | 120  | 1.453         | -               |
+| 0.8075 | 130  | 1.4686        | -               |
+| 0.8696 | 140  | 1.3885        | -               |
+| 0.9317 | 150  | 1.3335        | 0.8531          |
+| 0.9938 | 160  | 1.3553        | -               |
+| 1.0559 | 170  | 1.2727        | -               |
+| 1.1180 | 180  | 1.2735        | -               |
+| 1.1801 | 190  | 1.244         | -               |
+| 1.2422 | 200  | 1.2223        | 0.7744          |
+
+
+### Framework Versions
+- Python: 3.11.10
+- Sentence Transformers: 3.4.1
+- Transformers: 4.46.3
+- PyTorch: 2.4.1+cu124
+- Accelerate: 1.14.0
+- Datasets: 5.0.0
+- Tokenizers: 0.20.3
+
+## 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",
+}
+```
+
+#### 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.*
+-->

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checkpoint-300/README.md

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+---
+tags:
+- sentence-transformers
+- sentence-similarity
+- feature-extraction
+- generated_from_trainer
+- dataset_size:31472
+- loss:MultipleNegativesRankingLoss
+base_model: BAAI/bge-m3
+widget:
+- source_sentence: operator owner duties well examination scheme drilling programme
+    approval barrier performance review maintenance assurance contractor competence
+    audit independent well examiner technical acceptance process
+  sentences:
+  - ' on achieving the required level of safety and environmental integrity; (b) take
+    appropriate measures to ensure as far as reasonably practicable that there is
+    no unplanned escape of hazardous substances from pipelines, vessels and systems
+    intended for their safe confinement. In addition, operators and owners shall ensure
+    that no single failure of a containment barrier can lead to a major accident;
+    (c) prepare an inventory of available equipment, its ownership, location, transport
+    to and mode of deployment at the installation and any entities relevant to the
+    implementation of the internal emergency response plan. The inventory shall identify
+    measures in place to ensure equipment and procedures are maintained in operable
+    condition; (d) ensure they have a suitable framework for monitoring compliance
+    with all relevant statutory provisions by incorporating their statutory duties
+    in respect of major hazards control and environmental protection into their standard
+    operating procedures; and (e) pay particular attention to building and maintaining
+    a strong safety culture with a high likelihood of continuous safe operation, including
+    with regard to securing cooperation of the workers through, inter alia: (i) visible
+    commitment to tripartite consultations and actions arising therefrom; (ii) encouraging
+    and rewarding reporting of accidents and near-misses; (iii) working effectively
+    with elected safety representatives; (iv) protecting whistleblowers. 2. Member
+    States shall ensure that industry cooperates with competent authorities to establish
+    and implement a priority plan for the development of standards, guidance and rules
+    which will give effect to best practice in major accident prevention, and limitation
+    of consequences of major accidents should they nonetheless occur. ANNEX V Selection
+    of the independent verifier and the design of schemes for independent verification
+    pursuant to Article 17(3) 1. Member States shall require the operator or owner
+    to ensure the following conditions are fulfilled with regard to the verifier''s
+    independence from the operator and the owner: (a) the function does not require
+    the independent verifier to consider any aspect of a safety and environmental
+    critical element or any part of an installation or a well or a well design in
+    which the verifier was previously involved prior to the verification activity
+    or where his or her objectivity might be compromised; (b) the independent verifier
+    is sufficiently independent of a management system which has, or has had,'
+  - ' inspections, the competent authorities may be assisted by and may delegate inspection
+    tasks to independent experts in accordance with national legislation, provided
+    that the experts operate under the supervision of the competent authority. The
+    competent authority shall determine the minimum qualifications of the experts
+    and shall assess whether those qualifications are met. The competent authority
+    shall also verify that the experts have no personal interest in the outcome of
+    the inspection. 2. Organisation of inspections 2.1. Inspection plans The following
+    shall be taken into consideration: (a) planning of inspections in advance by means
+    of a plan or plans established at the appropriate administrative level based on
+    a general assessment of the relevant environmental and safety issues and risks
+    of the waste facilities and, where information is already available on compliance,
+    an overall assessment of the state of compliance for the waste facilities operating
+    within the plan area. Such plans can be integrated or combined with other inspection
+    plans where considered appropriate; (b) the periodic review and, where appropriate,
+    the updating of the inspection plan or plans; (c) the coverage in the inspection
+    plan or plans of each waste facility under Article 7 of Directive 2006/21/EC;
+    (d) the inclusion in each inspection plan of the following: (i) a general assessment
+    of relevant environmental and safety issues and risks; (ii) the geographical area
+    covered by the inspection plan; (iii) a list of the waste facilities covered by
+    the inspection plan which hold a permit; (iv) the means of ensuring identification
+    of waste facilities covered by Article 7 of Directive 2006/21/EC which operate
+    without a permit; (v) procedures for carrying out routine inspections; (vi) procedures
+    for carrying out non-routine inspections; (vii) procedures for carrying out announced
+    and unannounced site visits; (viii) where necessary, arrangements on the cooperation
+    and co-ordination between different competent authorities in charge of inspections
+    and between those authorities and other authorities with a role in the enforcement
+    of permits required under national or Union environmental legislation that is
+    applicable or relevant to the waste facilities covered by Article 7 of Directive
+    2006/21/EC; (ix) information on the human, financial and other resources needed
+    by the competent authority for the implementation of the inspection plan. 2.2.
+    Routine inspections The following shall be taken'
+  - ' shall review the certification audit report and the certificate of compliance,
+    and make the certification audit report, in full or, where necessary to preserve
+    the confidentiality of commercially sensitive information, in a summarised form,
+    and the certificate of compliance publicly available in its certification registry
+    or, once established, in the Union registry provided for in Article 12 (the ‘Union
+    registry’). 3. At least every five years, or more frequently where so specified
+    in the applicable certification methodology based on the characteristics of the
+    relevant activity, the certification body shall carry out re-certification audits
+    to reconfirm compliance of the activity with Articles 4 to 7 and verify the net
+    carbon removal benefit or the net soil emission reduction benefit generated by
+    the activity. As a result of that re-certification audit, the certification body
+    shall issue a re-certification audit report that includes a summary, and, where
+    appropriate, shall issue an updated certificate of compliance. The certification
+    scheme shall review the re-certification audit report and the updated certificate
+    of compliance, and make the re-certification audit report, in full or, where necessary
+    to preserve the confidentiality of commercially sensitive information, in a summarised
+    form, and the updated certificate of compliance publicly available in its certification
+    registry or, once established, in the Union registry. The certification registry
+    of the certification scheme or, once established, the Union registry shall issue
+    certified units based on the updated certificate of compliance resulting from
+    the re-certification audit. 4. The operator or group of operators shall support
+    the certification body during the certification audit and re-certification audit,
+    in particular by giving access to the premises of the activity and providing any
+    data and documentation required by that certification body. 5. The Commission
+    shall adopt implementing acts to set out the structure, format and technical details
+    of the activity plan and of the monitoring plan referred to in paragraph 1 of
+    this Article, and of the certification audit and re-certification audit reports
+    referred to in paragraphs 2 and 3 of this Article. Those implementing acts shall
+    be adopted in accordance with the examination procedure referred to in Article
+    17. **Article 10** **Certification bodies** 1. Certification bodies appointed
+    by certification schemes shall be accredited by a national accreditation body
+    pursuant to Regulation (EC) No 765/2008 or be recognised by'
+- source_sentence: genetically modified plant assessment inserted sequence stability
+    residual donor dna allergenicity food feed exposure pollinator interaction cultivation
+    coexistence measures
+  sentences:
+  - ' mutatis mutandis, to the filling of posts which have become vacant. 6. The arbitral
+    tribunal shall decide on the basis of the rules of international law and in particular
+    on the basis of the provisions of this Convention. 7. As regards both procedural
+    and substantive matters, the arbitral tribunal shall decide by a majority of its
+    members'' votes; the absence or abstention of one of the members of the tribunal
+    appointed by the parties shall not prevent the tribunal from reaching a decision.
+    In the event of parity of votes, the chairman shall have the casting vote. The
+    decisions of the Tribunal shall be binding on the parties. Each party shall bear
+    the costs of the arbitrator appointed by it and shall share the other costs equally.
+    For other matters, the arbitral tribunal shall establish its own rules of procedure.
+    8. In the case of a dispute between two Contracting Parties, only one of which
+    is a Member State of the European Community, which is itself a Contracting Party,
+    the other Party shall simultaneously transmit its request to that Member State
+    and to the Community, which shall jointly notify the party within two months following
+    receipt of the request whether the Member State, the Community or the Member State
+    and the Community together are parties to the dispute. If such notification is
+    not given within the appointed time, both the Member State and the Community shall
+    be regarded as constituting one and the same party to the dispute for the purposes
+    of applying this Annex. The same shall obtain when the Member State and the Community
+    are jointly a party to the dispute. PROTOCOL OF SIGNATURE In signing the Convention
+    for the Protection of the Rhine, the heads of delegation in the ICPR agree upon
+    the following points. 1. The following shall remain unaffected by the Convention:
+    (a) the Convention of 3 December 1976 for the protection of the Rhine against
+    Pollution by Chlorides; (b) the Exchange of letters of 29 April/13 May 1983 on
+    the abovementioned Convention, which exchange entered into force on 5 July 1985;
+    (c) the Declaration of 11 December 1986 of the heads of delegation of the Governments
+    Party to the Agreement of 29 April 1963 concerning the International Commission
+    for the Protection of the Rhine against Pollution; (d) the Additional Protocol
+    of 25 September 1991 on the Convention of'
+  - ), tel que applications agronomiques, essai d'hybridation, modification de la
+    capacité de survie ou de dissémination, recherche des effets sur les organismes
+    cibles ou non-cibles. 2. Situation géographique du site de dissémination. 3. Étendue
+    du site (m2). 4. Informations utiles concernant, le cas échéant, de précédentes
+    disséminations de la même plante génétiquement modifiée, en particulier du point
+    de vue des incidences potentielles sur l'environnement et sur la santé humaine.
+    D. Conclusions concernant les incidences potentielles sur l'environnement de la
+    dissémination des PGM, conformément à l'annexe II, point D.2, de la directive
+    2001/18/CE Précisez en particulier si les caractères introduits peuvent directement
+    ou indirectement conférer un avantage sélectif accru dans les milieux naturels;
+    indiquez également quels sont les avantages importants attendus sur le plan de
+    l'environnement. E. Brève description des mesures prises par le notifiant en matière
+    de contrôle des risques, y compris les mesures d'isolement destinées à limiter
+    la dispersion, par exemple propositions de surveillance et de surveillance après
+    récolte F. Résumé des essais en plein champ prévus pour obtenir de nouvelles données
+    sur les effets de la dissémination sur l'environnement et la santé humaine (le
+    cas échéant)
+  - ' The vector — nature and source of the vector, — structure and amount of any
+    vector and/or donor nucleic acid remaining in the final construction of the modified
+    micro-organism, — if present in the final GMM frequency of mobilisation of inserted
+    vector and/or capability for transfer of genetic material. 3.2.5. The resulting
+    GMM 3.2.5.1. Human health considerations — expected toxic or allergenic effects
+    of the GMM and/or its metabolic products, — comparison of the modified micro-organism
+    to the recipient or (where appropriate) parental organism regarding pathogenicity,
+    — expected capacity for colonisation, — if the micro-organism is pathogenic to
+    humans who are immunocompetent: — diseases caused and mechanism of transmission
+    including invasiveness and virulence, — infective dose, — possible alteration
+    of route of infection or tissue specificity, — possibility of survival outside
+    of human host, — biological stability, — antibiotic-resistance patterns, — allergenicity,
+    — toxigenicity, — availability of appropriate therapies and prophylactic measures.
+    3.2.5.2. Environmental considerations — ecosystems to which the micro-organism
+    could be unintentionally released from the contained use, — expected survivability,
+    multiplication and extent of dissemination of the modified micro-organism in the
+    identified ecosystems, — anticipated result of interaction between the modified
+    micro-organism and the organisms or micro-organisms which might be exposed in
+    case of unintentional release into the environment, — known or predicted effects
+    on plants and animals such as pathogenicity, toxicity, allergenicity, vector for
+    a pathogen, altered antibiotic-resistance patterns, altered tropism or host specificity,
+    colonisation, — known or predicted involvement in biogeochemical processes. 3.3.
+    **Initial classification of the GMM** Points 3 to 5 of Annex III indicate that
+    the first stage of the risk assessment process for a GMM is to identify the potential
+    harmful properties of the GMM, to determine an initial classification for the
+    GMM. This is achieved by the identification of hazards associated with the recipient,
+    donor organism, vector and insert where appropriate. This process'
+- source_sentence: chemical storage terminal above-ground tank integrity testing rainwater
+    separator maintenance spill response records soil groundwater protection loading
+    bay cross-contamination controls
+  sentences:
+  - ' in cooperation with the European Investment Bank, through the European Local
+    Energy Assistance facility, to interested stakeholders, including national, regional
+    and local authorities, on funding possibilities, taking into account the latest
+    changes in the regulatory framework. Article 30 Consultation In order to facilitate
+    the effective implementation of this Directive, Member States shall consult the
+    stakeholders involved, including local and regional authorities, in accordance
+    with the national law applicable and as relevant. Such consultation is of particular
+    importance for the application of Article 29. Article 31 Adaptation of Annex I
+    to technical progress The Commission shall adopt delegated acts in accordance
+    with Article 32 to amend this Directive concerning the adaptation of points 4
+    and 5 of Annex I to technical progress. Article 32 Exercise of the delegation
+    1. The power to adopt delegated acts is conferred on the Commission subject to
+    the conditions laid down in this Article. 2. The power to adopt delegated acts
+    referred to in Articles 6, 7, 15, 17 and 31 shall be conferred on the Commission
+    for an indeterminate period of time from 28 May 2024. 3. The delegation of power
+    referred to in Articles 6, 7, 15, 17 and 31 may be revoked at any time by the
+    European Parliament or by the Council. A decision to revoke shall put an end to
+    the delegation of the power specified in that decision. It shall take effect the
+    day following the publication of the decision in the Official Journal of the European
+    Union or at a later date specified therein. It shall not affect the validity of
+    any delegated acts already in force. 4. Before adopting a delegated act, the Commission
+    shall consult experts designated by each Member State in accordance with the principles
+    laid down in the Interinstitutional Agreement of 13 April 2016 on Better Law-Making.
+    5. As soon as it adopts a delegated act, the Commission shall notify it simultaneously
+    to the European Parliament and to the Council. 6. A delegated act adopted pursuant
+    to Article 6, 7, 15, 17 or 31 shall enter into force only if no objection has
+    been expressed either by the European Parliament or the Council within a period
+    of two months of notification of that act to the European Parliament and the Council
+    or if, before the expiry of that period, the European Parliament and the Council
+    have both informed the Commission that they will not object. That period shall'
+  - ' and record-keeping | The use of underground components is minimised. When underground
+    components are used for the storage of harmful/hazardous substances, secondary
+    containment (e.g. double-walled containment) is put in place. Underground components
+    are equipped with leak detection devices. Risk-based and regular monitoring of
+    underground storage and ductwork is carried out to identify potential leakages;
+    when necessary, leaking equipment is repaired. A record is kept of incidents that
+    may cause soil and/or groundwater pollution. | | (e) Regular inspection and maintenance
+    of plant and equipment | The plant and the equipment are regularly inspected and
+    serviced to ensure proper functioning; this includes in particular checking the
+    integrity and/or leak-free status of valves, pumps, pipes, tanks, pressure vessels,
+    drip trays, and containments/bunds and the proper functioning of warning systems.
+    | | (f) Techniques to prevent cross-contamination | Cross-contamination (i.e.
+    the contamination of plant areas that usually do not come into contact with treatment
+    chemicals) is prevented by using appropriate techniques such as: — design of drip
+    trays in such a way that forklifts are not in contact with potentially contaminated
+    surfaces of the drip trays; — design of charging equipment (used to remove treated
+    wood from the treatment vessel) in such a way that the carry-over of treatment
+    chemicals is prevented; — use of a crane system for handling treated wood; — use
+    of dedicated transport vehicles for potentially contaminated areas; — restricted
+    access to potentially contaminated areas; — use of grit walkways. | 2.11. **Emissions
+    to water and waste water management** **BAT 47.** In order to prevent or, where
+    that is not practicable, to reduce emissions to water and to reduce water consumption,
+    BAT is to use all of the techniques given below. | Technique | Description | Applicability
+    | |-----------|-------------|---------------| | (a) | Techniques to prevent contamination
+    of rain and surface run-off water | Rain and surface run-off water are kept separated
+    from areas where'
+  - ' process and storage areas are impermeable to the liquids concerned. | Generally
+    applicable. | | b. | Regular inspection and maintenance of plant and equipment
+    | The plant and the equipment are regularly inspected and maintained to ensure
+    proper functioning; this includes in particular checking the integrity and/or
+    leak-free status of valves, pumps, pipes, tanks and containments/bunds as well
+    as the proper functioning of warning systems (e.g. overflow detectors). | c. Optimised
+    storage location of process chemicals The storage areas are located in such a
+    way as to eliminate or minimise the unnecessary transport of process chemicals
+    within the plant (e.g. the transport distances on site are minimised). The applicability
+    to existing plants may be restricted by a lack of space. d. Dedicated area for
+    unloading process chemicals containing hazardous substances Process chemicals
+    containing hazardous substances are unloaded in a bunded area. Occasional spillages
+    are collected and sent for treatment. e. Segregated storage of process chemicals
+    Incompatible process chemicals are kept separated. This segregation relies on
+    physical separation and on the chemicals inventory (see BAT 15). Generally applicable.
+    f. Handling and storage of packaging containing process chemicals Packaging containing
+    liquid process chemicals is completely emptied by gravity or by mechanical means
+    (e.g. brushing, wiping) without the use of water. Packaging containing process
+    chemicals in powder is emptied by gravity for small packaging and using suction
+    for large packaging. Empty packaging is stored in a dedicated area. 1.1.8. Emissions
+    to air BAT 22. In order to reduce diffuse emissions to air (e.g. VOCs from the
+    use of organic solvents), BAT is to collect diffuse emissions and send the waste
+    gases to treatment. Applicability In the case of existing plants, the applicability
+    may be restricted by operational constraints or by the high volume of air to be
+    extracted. BAT 23. In order to facilitate the recovery of energy and the reduction
+    of channelled emissions to air, BAT is to limit the number of emission points.
+    Description The combined treatment of waste gases with similar characteristics
+    ensures more effective'
+- source_sentence: manufacturer annual excess emissions premium calculation pooled
+    manufacturers derogation target adjustment approved niche producer methodology
+    corrected registration errors
+  sentences:
+  - ' commercial organic solvents (or tar from ethylbenzene plants) (see BAT 42b).
+    VOCs are recovered by stripping of the scrubber liquor | | BAT 39: In order to
+    increase resource efficiency, BAT is to recover the co-produced hydrogen from
+    ethylbenzene dehydrogenation, and to use it either as a chemical reagent or to
+    combust the dehydrogenation off-gas as a fuel (e.g. in the steam superheater).
+    BAT 40: In order to increase the resource efficiency of the acetophenone hydrogenation
+    unit in the SMPO production process, BAT is to minimise excess hydrogen or to
+    recycle hydrogen by using BAT 8a. If BAT 8a is not applicable, BAT is to recover
+    energy (see BAT 9). 4.5. Residues BAT 41: In order to reduce the amount of waste
+    being sent for disposal from spent catalyst neutralisation in the AlCl3-catalysed
+    ethylbenzene production process, BAT is to recover residual organic compounds
+    by stripping and then concentrate the aqueous phase to give a usable AlCl3 by-product.
+    Steam stripping is first used to remove VOCs, then the spent catalyst solution
+    is concentrated by evaporation to give a usable AlCl3 by-product. The vapour phase
+    is condensed to give a HCl solution that is recycled into the process. BAT 42:
+    In order to prevent or reduce the amount of waste tar being sent for disposal
+    from the distillation unit of ethylbenzene production, BAT is to use one or a
+    combination of the techniques given below. | Technique | Description | Applicability
+    | |-----------|-------------|---------------| | a. Material recovery (e.g. by
+    distillation, cracking) | See BAT 17c | Only applicable where there are available
+    uses for these recovered materials | | b. Use of tar as an absorbent for scrubbing
+    | See section 12.1. Use the tar as an absorbent in the scrubbers used in styrene
+    monomer production by ethylbenzene dehydrogenation, instead of commercial organic
+    solvents (see BAT 38b). The extent to which tar can be used depends on the scrubber
+    capacity '
+  - 'TG1}) - (\text{AC2} - \text{TG2})] \] AC1 = the average specific emissions of
+    CO2 including the unidentifiable vehicles (as set out in column D); TG1 = the
+    specific emissions target including the unidentifiable vehicles (as set out in
+    column E); AC2 = the average specific emissions of CO2 excluding the unidentifiable
+    vehicles; TG2 = the specific emissions target excluding the unidentifiable vehicles.
+    Column I: ‘Average CO2 (100 %)’ means the average specific emissions of CO2 that
+    have been calculated on the basis of 100 % of the vehicles attributed to the manufacturer.
+    Where appropriate, the average specific emissions have been adjusted to take into
+    account the corrections notified to the Commission by the manufacturer concerned.
+    The records used for the calculation includes those that contain a valid value
+    for mass and CO2 emissions but do not take into account the super-credits referred
+    to in Article 5 of Regulation (EC) No 443/2009.'
+  - '. The error margin is calculated in accordance with the following formula: \[
+    \text{Error} = \text{absolute value of } [(\text{AC1} - \text{TG1}) - (\text{AC2}
+    - \text{TG2})] \] \[ \text{AC1} = \text{the average specific emissions of CO2
+    including the unidentifiable vehicles (as set out in column D)}; \] \[ \text{TG1}
+    = \text{the specific emissions target including the unidentifiable vehicles (as
+    set out in column E)}; \] AC2 = the average specific emissions of CO2 excluding
+    the unidentifiable vehicles; TG2 = the specific emissions target excluding the
+    unidentifiable vehicles. Column I: ‘Average CO2 (100 %)’ means the average specific
+    emissions of CO2 that have been calculated on the basis of 100 % of the vehicles
+    attributed to the manufacturer. Where appropriate, the average specific emissions
+    have been adjusted to take into account the corrections notified to the Commission
+    by the manufacturer concerned. The records used for the calculation includes those
+    that contain a valid value for mass and CO2 emissions but do not take into account
+    the super-credits referred to in Article 5 of Regulation (EC) No 443/2009.'
+- source_sentence: Prüfbericht notifizierte Stelle fachliche Eignung Zertifizierungsstelle
+    unabhängige Begutachter interne Unparteilkeit harmonisierte Produktvorschriften
+  sentences:
+  - ' for performance standards and assessment of technical services** The Commission
+    is empowered to adopt delegated acts in accordance with Article 55 supplementing
+    this Regulation by laying down: (a) the standards with which the technical services
+    have to comply; and (b) the procedure for the assessment of the technical services,
+    including the corresponding report, in accordance with Article 49. **Article 49**
+    **Assessment of the skills of technical services** 1. The designating approval
+    authority shall draw up an assessment report demonstrating that the candidate
+    technical service has been assessed for its compliance with this Regulation and
+    the delegated acts adopted pursuant to it. The assessment report may include a
+    certificate of accreditation issued by a national accreditation body attesting
+    that the technical service fulfils the requirements of this Regulation. The assessment
+    on which the assessment report is based shall be conducted in accordance with
+    the provisions laid down in a delegated act referred to in Article 48. 2. The
+    designating approval authority shall review the assessment report at least once
+    every three years. 3. The designating approval authority shall communicate the
+    assessment report to the Commission upon the latter''s request. In such cases,
+    where the assessment is not based on an accreditation certificate issued by a
+    national accreditation body, the designating approval authority shall provide
+    the Commission with documentary evidence which attests to the following: (a) the
+    technical service''s competence; (b) the arrangements in place to ensure that
+    the technical service is monitored regularly by the designating approval authority;
+    and (c) that the technical service fulfils the requirements of this Regulation
+    and of the delegated acts adopted pursuant to it. 4. An approval authority that
+    intends to act as a technical service in accordance with Article 47(2) shall document
+    compliance by means of an assessment conducted by auditors independent of the
+    activity being assessed. Such auditors may be from the same organisation, provided
+    that they are managed separately from the personnel undertaking the assessed activity.
+    **Article 50** **Procedures for notification** 1. In respect of each technical
+    service that they have designated, Member States shall notify the Commission of
+    the following: (a) the name of the technical service; (b) the address, including
+    electronic address; (c) the responsible persons; (d'
+  - 'ity assessment and the declaration of conformity available for inspection within
+    10 days of a request received from market surveillance authorities or the Commission.
+    Article 80 Entry into force This Regulation shall enter into force on the twentieth
+    day following that of its publication in the Official Journal of the European
+    Union. This Regulation shall be binding in its entirety and directly applicable
+    in all Member States. Done at Brussels, 13 June 2024. For the European Parliament
+    The President R. METSOLA For the Council The President H. LAHBIB ANNEX I Product
+    parameters The following parameters shall, as appropriate, and where necessary
+    supplemented by others, be used, individually or in combination, as a basis for
+    improving the product aspects: (a) durability and reliability of the product or
+    its components as expressed through the product’s guaranteed lifetime, technical
+    lifetime, mean time between failures, indication of real use information on the
+    product, resistance to stresses or ageing mechanisms; (b) ease of repair and maintenance,
+    as expressed through characteristics, availability, delivery time and affordability
+    of spare parts, modularity, compatibility with commonly available tools and spare
+    parts, availability of repair and maintenance instructions, number of materials
+    and components used, use of standard components, use of component and material
+    coding standards for the identification of components and materials, number and
+    complexity of processes and whether specialised tools are needed, ease of non-destructive
+    disassembly and re-assembly, conditions for access to product data, conditions
+    for access to or use of hardware and software needed; (c) ease of upgrading, reuse,
+    remanufacturing and refurbishment as expressed through number of materials and
+    components used, use of standard components, use of component and material coding
+    standards for the identification of components and materials, number and complexity
+    of processes and tools needed, ease of non-destructive disassembly and re-assembly,
+    conditions for access to product data, conditions for access to or use of hardware
+    and software needed, conditions of access to test protocols or not commonly available
+    testing equipment, availability of guarantees specific to remanufactured or refurbished
+    products, conditions for access to or use of technologies protected by intellectual'
+  - ' to Resolution MSC.81(70), as laid down in Annex 17 to IMO document MSC 97/22/Add.1
+    and in Annex 1 to IMO document MSC 98/3/1. **Article 2** The position to be adopted
+    on behalf of the Union at the 71st session of the IMO Marine Environment Protection
+    Committee shall be to agree to the adoption of the amendments to Appendix V to
+    MARPOL Annex VI, as laid down in Annex 7 to IMO document MEPC 70/18/Add.1. **Article
+    3** 1. The positions to be adopted on behalf of the Union as set out in Articles
+    1 and 2 shall be expressed by the Member States, which are members of the IMO,
+    acting jointly in the interests of the Union. 2. Minor changes to the positions
+    referred to in Articles 1 and 2 may be agreed upon without further decision of
+    the Council. **Article 4** Member States are hereby authorised to give their consent
+    to be bound, in the interests of the Union, by the amendments referred to in Articles
+    1 and 2, to the extent that those amendments fall under the exclusive competence
+    of the Union. **Article 5** This Decision is addressed to the Member States. Done
+    at Brussels, 29 May 2017. For the Council The President C. CARDONA'
+pipeline_tag: sentence-similarity
+library_name: sentence-transformers
+---
+
+# SentenceTransformer based on BAAI/bge-m3
+
+This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [BAAI/bge-m3](https://huggingface.co/BAAI/bge-m3) on the bge-m3-lemur-r3 dataset. It maps sentences & paragraphs to a 1024-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:** [BAAI/bge-m3](https://huggingface.co/BAAI/bge-m3) <!-- at revision 5617a9f61b028005a4858fdac845db406aefb181 -->
+- **Maximum Sequence Length:** 8192 tokens
+- **Output Dimensionality:** 1024 dimensions
+- **Similarity Function:** Cosine Similarity
+- **Training Dataset:**
+    - bge-m3-lemur-r3
+<!-- - **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': 8192, 'do_lower_case': False}) with Transformer model: PeftModelForFeatureExtraction 
+  (1): Pooling({'word_embedding_dimension': 1024, '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("keisuke-miyako/bge-m3-lemur-r4-checkpoints")
+# Run inference
+sentences = [
+    'Prüfbericht notifizierte Stelle fachliche Eignung Zertifizierungsstelle unabhängige Begutachter interne Unparteilkeit harmonisierte Produktvorschriften',
+    " for performance standards and assessment of technical services** The Commission is empowered to adopt delegated acts in accordance with Article 55 supplementing this Regulation by laying down: (a) the standards with which the technical services have to comply; and (b) the procedure for the assessment of the technical services, including the corresponding report, in accordance with Article 49. **Article 49** **Assessment of the skills of technical services** 1. The designating approval authority shall draw up an assessment report demonstrating that the candidate technical service has been assessed for its compliance with this Regulation and the delegated acts adopted pursuant to it. The assessment report may include a certificate of accreditation issued by a national accreditation body attesting that the technical service fulfils the requirements of this Regulation. The assessment on which the assessment report is based shall be conducted in accordance with the provisions laid down in a delegated act referred to in Article 48. 2. The designating approval authority shall review the assessment report at least once every three years. 3. The designating approval authority shall communicate the assessment report to the Commission upon the latter's request. In such cases, where the assessment is not based on an accreditation certificate issued by a national accreditation body, the designating approval authority shall provide the Commission with documentary evidence which attests to the following: (a) the technical service's competence; (b) the arrangements in place to ensure that the technical service is monitored regularly by the designating approval authority; and (c) that the technical service fulfils the requirements of this Regulation and of the delegated acts adopted pursuant to it. 4. An approval authority that intends to act as a technical service in accordance with Article 47(2) shall document compliance by means of an assessment conducted by auditors independent of the activity being assessed. Such auditors may be from the same organisation, provided that they are managed separately from the personnel undertaking the assessed activity. **Article 50** **Procedures for notification** 1. In respect of each technical service that they have designated, Member States shall notify the Commission of the following: (a) the name of the technical service; (b) the address, including electronic address; (c) the responsible persons; (d",
+    'ity assessment and the declaration of conformity available for inspection within 10 days of a request received from market surveillance authorities or the Commission. Article 80 Entry into force This Regulation shall enter into force on the twentieth day following that of its publication in the Official Journal of the European Union. This Regulation shall be binding in its entirety and directly applicable in all Member States. Done at Brussels, 13 June 2024. For the European Parliament The President R. METSOLA For the Council The President H. LAHBIB ANNEX I Product parameters The following parameters shall, as appropriate, and where necessary supplemented by others, be used, individually or in combination, as a basis for improving the product aspects: (a) durability and reliability of the product or its components as expressed through the product’s guaranteed lifetime, technical lifetime, mean time between failures, indication of real use information on the product, resistance to stresses or ageing mechanisms; (b) ease of repair and maintenance, as expressed through characteristics, availability, delivery time and affordability of spare parts, modularity, compatibility with commonly available tools and spare parts, availability of repair and maintenance instructions, number of materials and components used, use of standard components, use of component and material coding standards for the identification of components and materials, number and complexity of processes and whether specialised tools are needed, ease of non-destructive disassembly and re-assembly, conditions for access to product data, conditions for access to or use of hardware and software needed; (c) ease of upgrading, reuse, remanufacturing and refurbishment as expressed through number of materials and components used, use of standard components, use of component and material coding standards for the identification of components and materials, number and complexity of processes and tools needed, ease of non-destructive disassembly and re-assembly, conditions for access to product data, conditions for access to or use of hardware and software needed, conditions of access to test protocols or not commonly available testing equipment, availability of guarantees specific to remanufactured or refurbished products, conditions for access to or use of technologies protected by intellectual',
+]
+embeddings = model.encode(sentences)
+print(embeddings.shape)
+# [3, 1024]
+
+# 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.*
+-->
+
+<!--
+## 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
+
+#### bge-m3-lemur-r3
+
+* Dataset: bge-m3-lemur-r3
+* Size: 31,472 training samples
+* Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
+* Approximate statistics based on the first 1000 samples:
+  |         | anchor                                                                             | positive                                                                             | negative                                                                             |
+  |:--------|:-----------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
+  | type    | string                                                                             | string                                                                               | string                                                                               |
+  | details | <ul><li>min: 17 tokens</li><li>mean: 32.27 tokens</li><li>max: 66 tokens</li></ul> | <ul><li>min: 46 tokens</li><li>mean: 485.55 tokens</li><li>max: 512 tokens</li></ul> | <ul><li>min: 49 tokens</li><li>mean: 458.41 tokens</li><li>max: 512 tokens</li></ul> |
+* Samples:
+  | anchor                                                                                                                                                                                                          | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 | negative                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
+  |:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+  | <code>commission regular reporting energy union governance national climate plans renewable efficiency trajectory corrective recommendations infringement proceedings internal market obligations</code>        | <code>cy of Union policies and measures. The review should take into account, inter alia, evolving national circumstances and be informed by the results of the 2018 Facilitative Dialogue under the UNFCCC (‘Talanoa dialogue’) and the global stocktake under the Paris Agreement. As part of the review, the balance between supply and demand for annual emission allocations should also be considered to ensure the adequacy of the obligations laid down by this Regulation. In addition, as part of its regular reporting under Regulation (EU) No 525/2013, the Commission should, by 31 October 2019, assess the outcome of the Talanoa dialogue. The review for the period after 2030 should be in line with the long-term objectives and the commitments made under the Paris Agreement and, to this end, it should reflect a progression over time. (29) In order to ensure efficient, transparent and cost-effective reporting and verification of greenhouse gas emissions and of other information necessary to assess progres...</code> | <code> à promouvoir l'efficacité énergétique; (14) NOTE avec attention que, dans le document de travail de la Commission (1), la liste des mesures possibles comprend des mesures fiscales appropriées dans le domaine de l'énergie, des incitations économiques et d'autres mesures économiques analogues visant à contribuer à la réduction des émissions; (1) Les options en matière de politique énergétique qui permettront de répondre au défi du changement climatique: vers la définition d'une stratégie en matière de politique énergétique à la suite de la conférence de Kyoto. NOTE que la discussion au niveau de l'Union se poursuit au sein de l'organe approprié du Conseil; (15) ESTIME que les modifications en faveur de l'efficacité énergétique qui seront éventuellement apportées lors de la révision des lignes directrices communautaires pour les aides d'État ne devront pas provoquer de distorsion de la concurrence; (16) INVITE la Commission à présenter, dès que possible, une proposition de plan d'action ...</code> |
+  | <code>national atmospheric emission inventory methodology diffuse source sectors fuel sales reconciliation greenhouse gas reporting calorific conversion factors sulphur content for marine bunker fuels</code> | <code> emission inventories drawn up under Directive 2001/80/EC of the European Parliament and of the Council of 23 October 2001 on the limitation of emissions of certain pollutants into the air from large combustion plants (OJ L 309, 27.11.2001, p. 3). (3) This information is needed in view of determining the relevant emission limit values on 1 January 2016 as set out in Article 10 of Directive 2001/80/EC. (4) ‘operating hours’ means the time, expressed in hours, during which a combustion plant, in whole or in part, is operating and discharging emissions into the air, excluding start-up and shut-down periods. (5) For example, gas turbines can only be covered by the transitional national plan concerning their NOx emissions. Other plants may be covered by the transitional national plan for some pollutant(s), while being subject to the emission limit values from Annex V to Directive 2010/75/EU for other pollutants. (8) Annual amount of fuel used (TJ/year), averaged over the period 2001-2010, s...</code> | <code>mal input (MW) of the combustion plant; (b) the type of combustion plant: boiler, gas turbine, gas engine, diesel engine, other (specifying the type); (c) the date of the start of operation of the combustion plant; (d) the total annual emissions (tonnes per year) of sulphur dioxide, nitrogen oxides and dust (as total suspended particles); (e) the number of operating hours of the combustion plant; (f) the total annual amount of energy input, related to the net calorific value (TJ per year), broken down in terms of the following categories of fuel: coal, lignite, biomass, peat, other solid fuels (specifying the type), liquid fuels, natural gas, other gases (specifying the type). The annual plant-by-plant data contained in these inventories shall be made available to the Commission upon request. A summary of the inventories shall be made available to the Commission every 3 years within 12 months from the end of the three-year period considered. This summary shall show separately the data ...</code> |
+  | <code>marine environment service ocean observations reanalysis biogeochemistry sea ice forecasting coastal applications maritime safety fisheries monitoring European and global domains</code>                 | <code>-temporal EU39 coverage. Sentinel 1 and 2 shall be operationally integrated in the process. They shall be complemented with VHR resolution satellite data for specific applications and for validation purposes. 5.2. **In-Situ Observations** Copernicus land services shall use in situ data for calibration and validation activities. ANNEX V THE TECHNICAL SPECIFICATIONS FOR THE COPERNICUS CLIMATE CHANGE SERVICE 1. SCOPE The Copernicus Climate Change Service (C3S) shall combine observations and models of the climate system with the latest science to develop authoritative, quality-assured information about the past, current and future states of the climate in Europe and worldwide. The C3S shall achieve the following objectives: (a) to document the past and current state of climate (based on observations and re-analysis); (b) to generate 6-months seasonal forecasts (using a multi-model ensemble approach); (c) to deliver climate projections (based on various scenarios). The service shall provide...</code> | <code>3) Assessments Reports on Climate Change: Impacts, Adaptation and Vulnerability, published periodically by the Intergovernmental Panel on Climate Change (IPCC), the United Nations body for assessing the science related to climate change produces, https://www.ipcc.ch/reports/. (604) Such as Copernicus services managed by the European Commission. (605) Nature-based solutions are defined as ‘solutions that are inspired and supported by nature, which are cost-effective, simultaneously provide environmental, social and economic benefits and help build resilience. Such solutions bring more, and more diverse, nature and natural features and processes into cities, landscapes and seascapes, through locally adapted, resource-efficient and systemic interventions’. Therefore, nature-based solutions benefit biodiversity and support the delivery of a range of ecosystem services (version of 4.6.2021: https://ec.europa.eu/info/research-and-innovation/research-area/environment/nature-based-solutions_en...</code> |
+* Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
+  ```json
+  {
+      "scale": 20,
+      "similarity_fct": "cos_sim"
+  }
+  ```
+
+### Evaluation Dataset
+
+#### bge-m3-lemur-r3
+
+* Dataset: bge-m3-lemur-r3
+* Size: 31,472 evaluation samples
+* Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
+* Approximate statistics based on the first 1000 samples:
+  |         | anchor                                                                            | positive                                                                            | negative                                                                             |
+  |:--------|:----------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
+  | type    | string                                                                            | string                                                                              | string                                                                               |
+  | details | <ul><li>min: 20 tokens</li><li>mean: 32.2 tokens</li><li>max: 50 tokens</li></ul> | <ul><li>min: 53 tokens</li><li>mean: 485.9 tokens</li><li>max: 512 tokens</li></ul> | <ul><li>min: 46 tokens</li><li>mean: 458.43 tokens</li><li>max: 512 tokens</li></ul> |
+* Samples:
+  | anchor                                                                                                                                                                                                                               | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 | negative                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
+  |:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+  | <code>circular economy waste benchmark selection material efficiency indicators published sector studies procurement of consultancy support internal environmental management review without comparative life-cycle modelling</code> | <code> (below) being essential and steps 3 to 8 needing an ad-hoc life-cycle assessment (LCA) to be carried out and not always necessary: 1. Systematic application of life-cycle thinking throughout waste management strategy design and implementation (to complement the waste management hierarchy). 2. Review of relevant LCA literature to rank the environmental performance of alternative waste management options, where studied systems are directly comparable with available options. 3. Application of LCA to specific management and technology options for which no reliable published literature can be found; this requires procurement of LCA services, or in-house use of relevant LCA software. 4. The careful consideration of system boundaries, that ensures an accurate comparison across waste management options, includes system expansion and/or LCA for avoided processes (e.g. grid electricity generation). 5. Compilation and documentation of life-cycle inventories in relation to reference flows, if pos...</code> | <code>eu/legal-content/EN/TXT/?uri=CELEX:52014DC0398 (5) This includes plastics packaging. (6) Including characterisation. (7) Value-added means recycling into high quality products, i.e. not recycling into aggregates. For the concept see: Communication from the Commission to the European Parliament, the Council, the European Economic and Social Committee and the Committee of Regions ‘Towards a circular economy: A zero waste programme for Europe’, COM(2014) 398 final of 2 July 2014, http://eur-lex.europa.eu/legal-content/EN/TXT/?uri=CELEX:52014DC0398 (8) Communication COM(2011) 571 final of 20 September 2011 from the Commission to the European Parliament, the Council, the European Economic and Social Committee and the Committee of Regions ‘Roadmap to a Resource Efficient Europe’, http://eur-lex.europa.eu/legal-content/EN/TXT/?uri=COM:2011:0571:FIN (9) Communication COM(2015) 614 final of 2 December 2015 from the Commission to the European Parliament, the Council, the European Economic and So...</code> |
+  | <code>rail locomotive original engines new production placement latest applicable emission limits relevant legislation transitional conformity authorisation member states</code>                                                    | <code> that the engines are intended for installation in non-road mobile machinery to be used in potentially explosive atmospheres, as defined in point (5) of Article 2 of Directive 2014/34/EU of the European Parliament and of the Council (1). 6. Notwithstanding Articles 18(2) and 22(3), Member States may, upon request, grant EU type-approval for, and authorise the placing on the market of, engines that meet the gaseous and particulate pollutant emission limit values for special purpose engines set out in Annex VI, on the condition that the engines are intended for installation in non-road mobile machinery that is exclusively used for the launch and recovery of lifeboats operated by a national rescue service. 7. Notwithstanding Articles 5(3) and 18(2), in relation to engines of categories RLL or RLR and placed on the Union market on or before 31 December 2011, Member States may authorise the placing on the market of replacement engines if the approval authority, upon examination, recognises ...</code> | <code>CLE 31(1)(a) AND (b) OF REGULATION (EU) 2016/1628) SECTION 1 EU STATEMENT OF CONFORMITY The undersigned: [ ................................................................. (full name and position)] hereby certifies that the following engine: 1.1. Make (trade name(s) of manufacturer): ................................................................. 1.2. Commercial name(s) (if applicable): ................................................................. 1.3. Company name and address of manufacturer: .................................................. 1.4. Name and address of manufacturer's authorised representative (if any): .............. 1.5. Name(s) and address(es) of assembly/manufacturer plant(s): ............................ 1.6. Engine type designation/engine family designation/FT (1): 1.7. Category and sub-category of the engine type/engine family (2) (3): .................... 3.1.2. Designation on the statutory marking: engine type designation/engine family designation/FT (1) ...</code> |
+  | <code>accreditation body assessor independence confidentiality peer evaluation competence records communication with applicant surveillance decision-making impartiality safeguards</code>                                           | <code> of the quality management system referred to in paragraph 3, including the following processes: (i) processes for the review of the quality management system at least once a year, not exceeding 15 months between management reviews; (ii) processes for conducting internal audits at least once a year, not exceeding 15 months between internal audits; (iii) processes for identifying and managing non-conformities in the verifier’s activities and taking corrective action to address these non-conformities; (iv) processes for identifying risks and opportunities in the verifier’s activities and taking preventive actions to mitigate those risks; (v) processes for the control of documented information. Article 36 Internal verification documentation 1. The verifier shall prepare and compile internal verification documentation containing at least: (a) the results of the verification activities performed; (b) the verification plan, the strategic analysis and the risk assessment; (c) sufficient infor...</code> | <code>, the national accreditation body shall, within a reasonable time but no later than three months from the date of its receipt: (a) decide on the validity of the complaint; (b) ensure that the verifier concerned is given the opportunity to submit its observations; (c) take appropriate actions to address the complaint; (d) record the complaint and action taken; and (e) respond to the complainant. Article 63 Records and documentation 1. The national accreditation body shall keep records on each person involved in the accreditation process. Those records shall include records related to relevant qualifications, training, experience, impartiality and competence necessary to demonstrate compliance with this Regulation. 2. The national accreditation body shall keep records of the verifier in line with the harmonised standard pursuant to Regulation (EC) No 765/2008 referred to in Annex III. Article 64 Access to information and confidentiality 1. The national accreditation body shall, on a regu...</code> |
+* Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
+  ```json
+  {
+      "scale": 20,
+      "similarity_fct": "cos_sim"
+  }
+  ```
+
+### Training Hyperparameters
+#### Non-Default Hyperparameters
+
+- `eval_strategy`: steps
+- `per_device_train_batch_size`: 48
+- `learning_rate`: 3e-05
+- `weight_decay`: 0.01
+- `num_train_epochs`: 4
+- `lr_scheduler_type`: cosine_with_min_lr
+- `lr_scheduler_kwargs`: {'min_lr': 2e-06}
+- `warmup_steps`: 100
+- `bf16`: True
+- `dataloader_num_workers`: 4
+- `remove_unused_columns`: False
+- `ddp_find_unused_parameters`: True
+- `push_to_hub`: True
+- `hub_model_id`: keisuke-miyako/bge-m3-lemur-r4-checkpoints
+- `gradient_checkpointing`: True
+- `gradient_checkpointing_kwargs`: {'use_reentrant': False}
+
+#### 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`: 48
+- `per_device_eval_batch_size`: 8
+- `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`: 3e-05
+- `weight_decay`: 0.01
+- `adam_beta1`: 0.9
+- `adam_beta2`: 0.999
+- `adam_epsilon`: 1e-08
+- `max_grad_norm`: 1.0
+- `num_train_epochs`: 4
+- `max_steps`: -1
+- `lr_scheduler_type`: cosine_with_min_lr
+- `lr_scheduler_kwargs`: {'min_lr': 2e-06}
+- `warmup_ratio`: 0.0
+- `warmup_steps`: 100
+- `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`: True
+- `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`: True
+- `dataloader_num_workers`: 4
+- `dataloader_prefetch_factor`: None
+- `past_index`: -1
+- `disable_tqdm`: False
+- `remove_unused_columns`: False
+- `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`: True
+- `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`: True
+- `resume_from_checkpoint`: None
+- `hub_model_id`: keisuke-miyako/bge-m3-lemur-r4-checkpoints
+- `hub_strategy`: every_save
+- `hub_private_repo`: False
+- `hub_always_push`: False
+- `gradient_checkpointing`: True
+- `gradient_checkpointing_kwargs`: {'use_reentrant': False}
+- `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`: proportional
+
+</details>
+
+### Training Logs
+| Epoch  | Step | Training Loss | Validation Loss |
+|:------:|:----:|:-------------:|:---------------:|
+| 0.0621 | 10   | 2.8731        | -               |
+| 0.1242 | 20   | 2.8151        | -               |
+| 0.1863 | 30   | 2.679         | -               |
+| 0.2484 | 40   | 2.53          | -               |
+| 0.3106 | 50   | 2.3271        | 1.3315          |
+| 0.3727 | 60   | 2.0752        | -               |
+| 0.4348 | 70   | 1.8658        | -               |
+| 0.4969 | 80   | 1.823         | -               |
+| 0.5590 | 90   | 1.7263        | -               |
+| 0.6211 | 100  | 1.6203        | 0.9909          |
+| 0.6832 | 110  | 1.5692        | -               |
+| 0.7453 | 120  | 1.453         | -               |
+| 0.8075 | 130  | 1.4686        | -               |
+| 0.8696 | 140  | 1.3885        | -               |
+| 0.9317 | 150  | 1.3335        | 0.8531          |
+| 0.9938 | 160  | 1.3553        | -               |
+| 1.0559 | 170  | 1.2727        | -               |
+| 1.1180 | 180  | 1.2735        | -               |
+| 1.1801 | 190  | 1.244         | -               |
+| 1.2422 | 200  | 1.2223        | 0.7744          |
+| 1.3043 | 210  | 1.2153        | -               |
+| 1.3665 | 220  | 1.2115        | -               |
+| 1.4286 | 230  | 1.1925        | -               |
+| 1.4907 | 240  | 1.166         | -               |
+| 1.5528 | 250  | 1.1306        | 0.7100          |
+| 1.6149 | 260  | 1.1578        | -               |
+| 1.6770 | 270  | 1.1325        | -               |
+| 1.7391 | 280  | 1.106         | -               |
+| 1.8012 | 290  | 1.1007        | -               |
+| 1.8634 | 300  | 1.1123        | 0.6606          |
+
+
+### Framework Versions
+- Python: 3.11.10
+- Sentence Transformers: 3.4.1
+- Transformers: 4.46.3
+- PyTorch: 2.4.1+cu124
+- Accelerate: 1.14.0
+- Datasets: 5.0.0
+- Tokenizers: 0.20.3
+
+## 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",
+}
+```
+
+#### 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.*
+-->

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