pytorch_model.bin upload/update

1_Pooling/config.json

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+{
+  "word_embedding_dimension": 384,
+  "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
+}

README.md

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+---
+language: []
+library_name: sentence-transformers
+tags:
+- sentence-transformers
+- sentence-similarity
+- feature-extraction
+- generated_from_trainer
+- dataset_size:900
+- loss:GISTEmbedLoss
+base_model: BAAI/bge-small-en-v1.5
+datasets: []
+metrics:
+- cosine_accuracy@1
+- cosine_accuracy@5
+- cosine_accuracy@10
+- cosine_precision@1
+- cosine_precision@5
+- cosine_precision@10
+- cosine_recall@1
+- cosine_recall@5
+- cosine_recall@10
+- cosine_ndcg@5
+- cosine_ndcg@10
+- cosine_ndcg@100
+- cosine_mrr@5
+- cosine_mrr@10
+- cosine_mrr@100
+- cosine_map@100
+- dot_accuracy@1
+- dot_accuracy@5
+- dot_accuracy@10
+- dot_precision@1
+- dot_precision@5
+- dot_precision@10
+- dot_recall@1
+- dot_recall@5
+- dot_recall@10
+- dot_ndcg@5
+- dot_ndcg@10
+- dot_ndcg@100
+- dot_mrr@5
+- dot_mrr@10
+- dot_mrr@100
+- dot_map@100
+widget:
+- source_sentence: What is the purpose of providing Loss Cost information to DAC &
+    FW/Concerned States?
+  sentences:
+  - '''The  premium in  respect of affected IUs including subsidy to enable settlement
+    of    claims arising due to above events in respect of all such beneficiaries
+    shall be adjusted from the fund    already  available with ICs as advance upfront
+    subsidy (First Instalment) to facilitate compliance of    Section 64 B  of Insurance
+    Act/Regulation of IRDAI  13.2.5   All admissible claims based on Yield data/Post
+    harvest losses will be settled on receipt of second    installment of Govt. subsidy
+    to be paid on the basis of tentative business statistics generated on the    portal
+    after 15 days of period specified for auto approval of applications on the Portal.
+    The remaining    Govt. subsidy, if any will be paid after reconciliation of all
+    business statistics for the season on portal.  13.2.6   All empanelled insurance
+    companies including private insurance companies shall provide free access    to
+    the Central/State level agencies including CAG authorized to verify the accounts
+    and audit in    respect of Crop Insurance.  13.2.7   In case, the State Govt.
+    subsidizes full farmers'' share of premium, in that case a token amount of at    least
+    Re. 1 should compulsorily be charged from the farmer to facilitate electronic
+    tracking.  13.2.8   State Govt. has to release the State share of premium subsidy
+    within 3 months from premium    requisition by concerned Insurance Company failing
+    which 1% interest per month shall be levied as    penalty on the State govt.'''
+  - '''The ELI shall be required to apply to NABARD or NCDC, as the case may be, for  Guarantee
+    Cover in the specified form only provided at **Annexure-II** for credit  proposals
+    sanctioned by them during any quarter prior to expiry of the following quarter
+    viz., application w.r.t. credit facility sanctioned in April–June Quarter must
+    be submitted by the ensuing quarter, i.e. July-September to qualify for consideration
+    under the Scheme.      NABARD or NCDC, as the case may be, shalli. Scrutinize
+    the proposal before sanctioning the Guarantee Cover to the ELI under  the Scheme
+    in accordance with its Terms and Conditions of respective Implementing Agencies.  ii.
+    Insofar as it may be considered necessary, for the purposes of the Scheme,  inspect
+    or call for copies of the Books of Account and other records (including  any Book
+    of Instructions or Manual or Circulars covering general instructions regarding
+    Conduct of Advances) of the Lending Institution or of the Borrower from the Lending
+    Institution.   iii. Such Inspection shall be carried out either through the officers
+    of NABARD or  NCDC, as the case may be, or any other officer of DAC&FW specifically
+    appointed for the purpose of Inspection.   iv. The Investment and Claims Settlement
+    Committee (I&CSC) of NABARD or  NCDC, as the case may be, shall sanction the Guarantee
+    Cover to the concerned Bank based on the findings of the above.   v. The ELI shall
+    enter into an Agreement with NABARD or NCDC, as the case may  be, at the level
+    of the Bank Branch as per the format of Agreement decided by NABARD or NCDC, as
+    the case may be.'''
+  - '''15.1   National Technical Support Unit (NTSU) or Central Program Management
+    Unit (CPMU) will be created  at the Central level at the earliest to provide support
+    and advise on risk classification & rating, development of new products, methodology
+    for loss assessment, legal works, workshop/training & capacity building, alongwith
+    use of technology including innovation/ replication, digitisation of administration
+    of Schemes through Crop Insurance Portal etc.   15.2   NTSU shall calculate Loss
+    Cost (LC) i.e. Claims as percentage (%) of Sum Insured (SI) observed in case of
+    notified crop(s) in notified unit area of insurance during the preceding 10 similar
+    crop seasons (Kharif/ Rabi) along with approximate actuarial premium rate of the
+    crops proposed to be notified for the season. This loss cost/premium rate shall
+    be based on the latest available yield data in month of  January for Kharif crops
+    and **July** for Rabi crops and shall be provided to DAC & FW/ Concerned States  on
+    request before invitation for premium bidding. This calculation to be done by
+    NTSU on behalf of DAC & FW is only for official purposes to have information on
+    the approximate cost to the IA for covering the risks so as to evaluate the bids
+    in proper perspective.   15.3   National Technical Support Unit (NTSU) may also
+    develop a suitable methodology for risk classification/premium rating by using
+    historical yield data, weather data, use and level of inputs/irrigation/technology
+    in crop cultivation, remote sensing data/information etc. for standardization
+    of methodology for risk perception and premium rating for crop insurance in the  country.  15.4   In
+    addition to National Technical Support Unit (NTSU) / Central Programme Management
+    Unit (CPMU) at Central level, all States/UTs implementing Schemes should also
+    create a separate TSU/PMU at State HQ level with sufficient technical experts/staff
+    to ensure proper implementation of the Scheme.'''
+- source_sentence: What is the purpose of the National Crop Insurance Portal?
+  sentences:
+  - '''| Table No.                                                                            |
+    Topic                                                                       |\n|--------------------------------------------------------------------------------------|-----------------------------------------------------------------------------|\n|
+    Para                                                                                 |                                                                             |\n|
+    Number                                                                               |                                                                             |\n|
+    Table 1                                                                              |
+    Premium rate payable by the farmer                                          |\n|
+    Table 2                                                                              |
+    Seasonality Discipline                                                      |\n|
+    Table 3                                                                              |
+    Calculation of crop-wise Sum Insured                                        |\n|
+    Table 4                                                                              |
+    Number of CCEs to be conducted at IU level                                  |\n|
+    Table 5                                                                              |
+    Yield Calculation for multi-picking crop                                    |\n|
+    Table 6                                                                              |                                                                             |\n|
+    Types of resolution to be used for vegetation index derivation for different         |                                                                             |\n|
+    levels of analysis                                                                   |                                                                             |\n|
+    19.7                                                                                 |                                                                             |\n|
+    Table 7                                                                              |
+    Calculation of Threshold Yield                                              |\n|
+    Table 8                                                                              |                                                                             |\n|
+    Detailed Procedure for On Account Payment of Claims due to Mid-Season                |                                                                             |\n|
+    Adversity                                                                            |                                                                             |\n|
+    21.2.7.2                                                                             |                                                                             |\n|
+    Table 9                                                                              |                                                                             |\n|
+    Detailed Procedure and Timelines for payment of Prevented / Failed Sowing            |                                                                             |\n|
+    and Prevented Planting / Germination Claims                                          |                                                                             |\n|
+    21.3.6.1                                                                             |                                                                             |\n|
+    Table 10                                                                             |                                                                             |\n|
+    Detailed Procedure and Timelines for payment of                                      |                                                                             |\n|
+    Post Harvest Loss                                                                    |                                                                             |\n|                                                                                      |                                                                             |\n|
+    21.4.8.1                                                                             |                                                                             |\n|
+    Table 11                                                                             |                                                                             |\n|
+    Detailed Procedure and Timelines for payment of                                      |                                                                             |\n|
+    localized claims                                                                     |                                                                             |\n|                                                                                      |                                                                             |\n|
+    21.5.9.1                                                                             |                                                                             |\n|
+    Table 12                                                                             |
+    Criteria for Performance Evaluation and Ranking of Loss Assessment Agencies |\n|
+    Table 13                                                                             |                                                                             |\n|
+    Illustration for classification of risks, clustering/clubbing of risks and districts
+    |                                                                             |\n|
+    and determination of L1 bidder                                                       |                                                                             |\n|
+    Annexure 1                                                                           |                                                                             |\n|
+    Table 14                                                                             |                                                                             |\n|
+    Penalty and performance Monitoring/Evaluation of Empanelled Insurance                |                                                                             |\n|
+    Companies                                                                            |                                                                             |\n|
+    Annexure 2                                                                           |                                                                             |\n|
+    Table 15                                                                             |
+    Illustrative Evaluation of Efficiency of Nodal Department of State          |'''
+  - '''i.  Soon after executing MoU, the RSA will be required to submit detailed activity-wise
+    action plan for the calendar year to NABARD, RO indicating, inter alia the number
+    of training/capacity building programmes to be conducted for POPI, FPOs etc. nature
+    and duration of training and other support activities required for successful
+    implementation of the scheme.  ii.  The Resource Support Agency will be designing
+    and organising capacity building of the Producer Organization Promoting Institutions
+    (POPIs), providing necessary training and handholding support to POPIs for undertaking
+    the promotion of FPOs in the State. RSA jointly with POPI will arrange for training
+    and capacity building of FPO Directors, Lead Farmers and CEO of FPO as per requirement.  iii.  The
+    RSAs will be required to guide/ oversee the overall implementation of the scheme
+    and assist POPI / FPOs in value addition, market linkage, accessing storage facilities
+    and other support services required by the FPOs for effective value chain development.   iv.  RSA
+    will work under the overall supervision and guidance of NABARD and organize various
+    training programmes on a group approach, as per the guidelines. Each training/capacity
+    building programme to be organized by RSA shall require prior approval of NABARD
+    for extending financial support.'''
+  - '''notification or /and on National Crop Insurance Portal multiplied by sown area
+    for notified crop.    3.1.3   Special efforts shall be made to ensure maximum
+    coverage of SC/ ST/ Women farmers under the    Scheme. Further Panchayat Raj Institutions
+    (PRIs) may be involved  in extension and awareness    creation amongst farmers
+    and obtaining feed-back of farmers about the implementation of the    Scheme   3.1.4   The
+    implementing Insurance Company selected as L1 will be responsible for taking necessary  measures
+    to ensure at least 10% incremental increase in coverage of non-loanee farmers.
+    However  other empanelled Insurance Companies which have participated in the bidding
+    and are keen for  enrolment of non loanee farmers in the cluster may also be allowed
+    to enrol non-loanee farmers at L1 premium rate. The interested companies have
+    to inform their willingness in writing within seven days of finalisation of tender/issuance
+    of work order to L1. It will however be the responsibility of all the  Insurance
+    Companies engaged in this process to ensure that duplicate enrolment does not
+    happen in the given cluster/district. Engaging companies other than L1 for enrolling
+    non loanee farmers will be taken up on a pilot basis in Districts notified by
+    State Govt.  They shall enrol non loanee farmers as per  conditions laid down
+    in Para 17.5.   3.1.5   These Insurance Company will maintain separate data of
+    such non loanee farmers covered by them and enter the said data on the portal
+    as per seasonality discipline detailed in Para 16.2. They shall be  liable for
+    payment of claims to such farmers.  3.1.6   The exchange of information, co-witnessing
+    of CCEs and sharing of yield data etc for the cluster by  Government/NCIP will
+    be limited to L1 Company only and it will be binding on other companies to  accept
+    it. However, the requisition for payment of Government subsidy in respect of non-loanee  enrolled
+    by them will be submitted directly to the Govt designated agency.'''
+- source_sentence: Are credit facilities covered under other schemes eligible for
+    Guarantee Cover under the Scheme?
+  sentences:
+  - '''  (vi) A farmer can be member in more than one FPO with different produce  clusters
+    but he/she will be eligible only once(for any one FPO that he/she is a member)
+    for the  matching equity grant up to his/her share.  (vii) In the Board of Directors
+    (BoD) and Governing Body (GB), as the case may  be, there shall be adequate representation
+    of women farmer member(s) and there should be minimum one woman member.   (viii)  It
+    has a duly constituted Management Committee responsible for the  business of the
+    FPO.  (ix) It has a business plan and budget for next 18 months that is based
+    on a  sustainable, revenue model as may be determined by the Implementing Agency.'''
+  - '''i. There shall be an Investment and Claims Settlement Committee (I&CSC) in  NABARD
+    and NCDC. The I&CSC in NABARD will be chaired by its Deputy Managing Director
+    (Dy.MD) or as nominated by Chairman, NABARD in case Dy. MD post is vacant ; while
+    in NCDC, it will be chaired by its Managing Director (MD). The respective Committee
+    may have also representative of States in rotation, Banking Institutions and relevant
+    subject matter Experts apart from a representative of DAC&FW. NABARD may also
+    co-opt a representative from SFAC. The procedure, frequency of conduct of meeting
+    etc. will be decided by respective Organization as may be required.   The I&CSC
+    in NABARD and NCDC will apply their due diligence to scrutinize and  accord the
+    financial sanction to the proposals received from ELIs for Credit Guarantee Cover.
+    NABARD and NCDC will submit by tenth day of next month  the detailed progress
+    of sanctioned credit guarantee cover of the previous month to DAC&FW on prescribed
+    pro-forma. The N-PMAFSC shall be final authority in all policy and strategic decision
+    making in this regard.   ii.  The I&CSC shall have discretion to take decisions
+    in all matters concerning the Fund and its administration, set standards for risk
+    exposure, design the financial structure of the Fund and profit targets, including
+    special consideration for FPO with good track record of recovery.   iii.  The
+    I&CSC shall deliberate upon Policy Issues and Strategy for overall development
+    of the Fund and make recommendations to the NABARD and NCDC, as the case may be,
+    for their approval. The NABARD and NCDC will accord approval and inform N-PMAFSC.  iv.'''
+  - '''The following credit facilities shall not be eligible for Guarantee Cover under
+    the Scheme:   i.   Any credit facility which has been sanctioned by the ELI against
+    collateral  security and/ or third party guarantee.   ii.   Any credit facility  in  respect
+    of which risks  are  additionally covered under  any scheme operated/administered
+    by Reserve Bank of India/or by the  Government/or by any general insurer or any
+    other person or association of persons carrying on the business of insurance,
+    guarantee or indemnity.  iii. Any credit facility, which does not conform to,
+    or is in any way inconsistent with,  the provisions of any law, or with any directives
+    or instructions issued by the Central Government or the Reserve Bank of India,
+    which is, for the time being, in force.   iv. Any credit facility granted to any
+    borrower, who has himself availed of any other  credit facility covered under
+    this scheme or under the schemes mentioned in clause (i), (ii) and (iii) above
+    at any point in time.  v. Any credit facility that is overdue for repayment/ NPA
+    taken over by the ELI from  any other lender or any other default converted into
+    a credit facility.  vi. Any credit facility which is overdue for repayment.  vii.
+    Any credit facility which has been rescheduled or restructured on becoming  overdue
+    for repayment.'''
+- source_sentence: What is the purpose of the SLCCCI meeting?
+  sentences:
+  - '''(i) It will regularly monitor and review the progress of FPO development and  functioning
+    by holding its regular meetings.  (ii) It will work out a strategy for all stakeholders
+    including the Implementing  Agencies (SFAC, NABARD and NCDC), institutions engaged
+    in formation and promotion of FPOs and State Government machinery engaged in agricultural
+    and rural development to work synergistically to achieve the objective.  (iii)  It
+    will identify the constraints in implementation of scheme and communicate to  DAC&FW
+    and N-PMAFSC for taking the appropriate policy decision, if so required.  (iv)  It
+    will direct respective State Government departments to help in identification  of
+    produce clusters for recommendation to N-PMAFSC and assist in mobilization of
+    farmers to form the FPOs.  (v) It will formulate an effective extension mechanism
+    to be undertaken through  existing State extension machinery down the line.   (vi)
+    Most importantly, the committee will coordinate with respective State  Government
+    departments to facilitate FPOs in getting the license/registration for inputs,
+    shops/spaces in the mandis and also availing the assistance for development of
+    various infrastructures relating to production and postproduction activities.
+    The committee will also ensure that FPOs be associated/involved in all the farmers''
+    centric schemes of the Government to  the extent feasible.  (vii) It will facilitate
+    in making available land at appropriate place for development of  common facility
+    center and also custom hiring center. It will also strategize and  prioritize
+    for linking of Common Facility Centre (CFC) with e-NAM or with any other e-trading
+    platform.'''
+  - '''| S.No                                            | Activity         | Kharif           |\n|-------------------------------------------------|------------------|------------------|\n|
+    1                                               | 15               |                  |\n|
+    th                                              |                  |                  |\n|
+    November                                        | 1                |                  |\n|
+    st                                              |                  |                  |\n|
+    June                                            |                  |                  |\n|
+    Nodal Department of                             |                  |                  |\n|
+    States/UTs                                      |                  |                  |\n|
+    Conduct of SLCCCI meeting  to take decision     |                  |                  |\n|
+    for notification of Crops and areas, , adoption |                  |                  |\n|
+    of Level  of Indemnity and to inform crop wise  |                  |                  |\n|
+    Scale of Finance etc for drafting of Tender     |                  |                  |\n|
+    documents                                       |                  |                  |\n|
+    2                                               | 30               |                  |\n|
+    th                                              |                  |                  |\n|
+    November                                        | 15               |                  |\n|
+    th                                              |                  |                  |\n|
+    June                                            |                  |                  |\n|
+    Nodal Department of                             |                  |                  |\n|
+    States/UTs                                      |                  |                  |\n|
+    Uploading of requisite information/data on      |                  |                  |\n|
+    crop insurance Portal  and Issuing of tender    |                  |                  |\n|
+    documents                                       |                  |                  |\n|
+    3                                               |                  |                  |\n|
+    Finalization of Tender and award of work by     |                  |                  |\n|
+    States/UTs                                      |                  |                  |\n|
+    31                                              |                  |                  |\n|
+    st                                              |                  |                  |\n|
+    December                                        | 15               |                  |\n|
+    th                                              |                  |                  |\n|
+    July                                            | States/UT        |                  |\n|
+    4                                               | 31               |                  |\n|
+    st                                              |                  |                  |\n|
+    January                                         | 31               |                  |\n|
+    st                                              |                  |                  |\n|
+    July                                            |                  |                  |\n|
+    Digitization of notification and downloading/   |                  |                  |\n|
+    issuance of notification from crop insurance    |                  |                  |\n|
+    Portal for circulation amongst stakeholders     |                  |                  |\n|
+    By State/UTs and                                |                  |                  |\n|
+    concerned Insurance                             |                  |                  |\n|
+    Companies                                       |                  |                  |\n|
+    5                                               |                  |                  |\n|
+    Awareness/ sensitization/training               |                  |                  |\n|
+    programmes by State Govt. and ICs/IAs           |                  |                  |\n|
+    From 15                                         |                  |                  |\n|
+    th                                              |                  |                  |\n|
+    March                                           | 15               |                  |\n|
+    th                                              |                  |                  |\n|
+    September                                       |                  |                  |\n|
+    By State/UTs and                                |                  |                  |\n|
+    concerned Insurance                             |                  |                  |\n|
+    Companies                                       |                  |                  |\n|
+    6                                               |                  |                  |\n|
+    Start of enrolment of farmers for the           |                  |                  |\n|
+    season(as per crop calendar)                    |                  |                  |\n|
+    From  1st April                                 | From 1st October | All Stakeholders
+    |\n| Farmers/Bank                                    | 7                |                  |\n|
+    Cut-off date for intimation of change of        |                  |                  |\n|
+    insured crop by the loanee farmer               |                  |                  |\n|
+    2 working days prior                            |                  |                  |\n|
+    to cut-off date for                             |                  |                  |\n|
+    debit/collection of                             |                  |                  |\n|
+    premium from                                    |                  |                  |\n|
+    farmers                                         |                  |                  |\n|
+    2 working days prior                            |                  |                  |\n|
+    to cut-off date for                             |                  |                  |\n|
+    debit/collection of                             |                  |                  |\n|
+    premium from                                    |                  |                  |\n|
+    farmers                                         |                  |                  |'''
+  - '''14.2.1 Considering the significance and strategic roles of the State Government
+    and  its machinery down the line in synergizing the efforts in mobilizing the
+    farmers, offering various services relating to production and post-production
+    and also closely and periodically review the developmental and functioning including  constraints
+    faced by FPOs, a State Level Consultative Committee called SLCC is constituted.
+    The Composition of the Consultative Committee is as under-    i.  Addl. Chief
+    Secy/Secy. I/c  Agriculture/ Agriculture Marketing----Chairperson   ii.  Secretary
+    of line Ministries/Departments      ------------------------------Members      (Horticulture,
+    Animal Husbandry& Fisheries, Co-operation, Marketing, Rural Development, Panchayati
+    Raj) (In State/UT where there is no post of ACS/PS; and Secretary, I/c Agriculture
+    is Chairperson, members may be Directors of line Departments)  iii.  Representative
+    of SFAC      ---------------------------------------------------Member  iv.  Representative
+    of NCDC        -------------------------------------------------Member  v.  Representative
+    of NABARD    ----------------------------------Member Secretary*  vi.  Convener,
+    SLBC         -----------------------------------------------------------Member  vii.  Two
+    Experts from Agriculture Universities/Institutions ----------------Members    Note:
+    (i) Chairman may co-opt additional Member(s) as per requirement and In-charge
+    of DMI of respective State/UT may be invited in the meeting as special invitee.
+    Two prominent farmer members or representatives of FPOs in the State/UT be nominated
+    as member of the Committee by Government of India.  *(ii)Representative of NABARD
+    will be Member Secretary to convene and coordinate the meetings of SLCC, however,
+    in State (s) where  there is presence of NCDC and State level SFAC and they are
+    playing lead and significant  roles in formation and promotion of FPOs, their
+    representatives   may be Member Secretary in place of NABARD). In case of any
+    dispute, decision of N-PMAFSC in this regard shall be final.          (iii)State
+    Governments/ UT Administration will issue order for formation of  State Level
+    Consultative Committee.'''
+- source_sentence: What is the requirement for banks regarding Aadhaar for crop loans
+    and Kisan Credit Card (KCC) under the Interest Subvention Scheme?
+  sentences:
+  - '''notification or /and on National Crop Insurance Portal multiplied by sown area
+    for notified crop.    3.1.3   Special efforts shall be made to ensure maximum
+    coverage of SC/ ST/ Women farmers under the    Scheme. Further Panchayat Raj Institutions
+    (PRIs) may be involved  in extension and awareness    creation amongst farmers
+    and obtaining feed-back of farmers about the implementation of the    Scheme   3.1.4   The
+    implementing Insurance Company selected as L1 will be responsible for taking necessary  measures
+    to ensure at least 10% incremental increase in coverage of non-loanee farmers.
+    However  other empanelled Insurance Companies which have participated in the bidding
+    and are keen for  enrolment of non loanee farmers in the cluster may also be allowed
+    to enrol non-loanee farmers at L1 premium rate. The interested companies have
+    to inform their willingness in writing within seven days of finalisation of tender/issuance
+    of work order to L1. It will however be the responsibility of all the  Insurance
+    Companies engaged in this process to ensure that duplicate enrolment does not
+    happen in the given cluster/district. Engaging companies other than L1 for enrolling
+    non loanee farmers will be taken up on a pilot basis in Districts notified by
+    State Govt.  They shall enrol non loanee farmers as per  conditions laid down
+    in Para 17.5.   3.1.5   These Insurance Company will maintain separate data of
+    such non loanee farmers covered by them and enter the said data on the portal
+    as per seasonality discipline detailed in Para 16.2. They shall be  liable for
+    payment of claims to such farmers.  3.1.6   The exchange of information, co-witnessing
+    of CCEs and sharing of yield data etc for the cluster by  Government/NCIP will
+    be limited to L1 Company only and it will be binding on other companies to  accept
+    it. However, the requisition for payment of Government subsidy in respect of non-loanee  enrolled
+    by them will be submitted directly to the Govt designated agency.'''
+  - '''The protocol of timelines defined above shall also be applicable to the actual
+    Yield data being provided by the concerned State department in batches, i.e. Crop-wise-District-wise
+    lots of data and timelines for each batch of data shall be counted separately/batch
+    wise. Unnecessary delay in finalization of yield data will attract penal interest
+    on due claim amount payable to the farmers as decided by the SLCC in the matter.  19.3   The
+    existing Technical Advisory Committee (TAC) comprising of representatives from
+    Directorate of  Economics and Statistics, DAC&FW, MNCFC, NSSO, IASRI,  will be
+    further augmented and  constituted under the chairmanship of **Additional Secretary,
+    DAC&FW** and additional  members depending on  case to case basis will be drawn
+    from various organizations namely, relevant institution under Indian Council of
+    Agriculture Research (ICAR),  Indian Agriculture Research Institute (IARI), National
+    Remote Sensing Centre (NRSC), Space Applications Centre (SAC), Central Statistical
+    Organization(CSO), Insurance Regulatory and Development Authority of India (IRDAI),
+    Reserve Bank of India (RBI), National Bank for Agriculture & Rural Development
+    (NABARD), India Meteorological Department (IMD) or any other such organisation.  19.4   The
+    role of TAC shall be to review the technical matters related to execution of the
+    Scheme. In case,  the matter requires further focused deliberations, the TAC will
+    refer the issue to Technical Agency (as defined in the SOP for yield dispute).
+    Technical Agency (TA) will compulsorily take  input/reports/relevant information
+    from concerned State Department and Insurance Company and may also opt for representatives
+    of other organizations/experts (if required) with permission of chairman of TAC
+    and follow the procedure as defined in the SOP.  19.5   State shall also constitute
+    the State Level Technical Advisory Committee (STAC) on similar pattern to resolve
+    disputes.'''
+  - '''6.3.1   Aadhaar has been made mandatory for availing Crop insurance from Kharif
+    2017 season onwards.    Therefore, all banks are advised to mandatorily obtain
+    Aadhaar number of their farmers and the same    applies  for  non-loanee  farmers  enrolled  through  banks/Insurance  companies/insurance    intermediaries.  6.3.2   Farmers
+    not having Aadhaar ID may also enrol under PMFBY subject to their enrolment for    Aadhaar
+    and submission of proof of such enrolment as per notification No. 334.dated 8th
+    February,    2017 issued by GOI under Section 7 of Aadhaar Act 2016(Targeted Delivery
+    of Financial and other    Subsidies, Benefits and Services). Copy of the notification
+    may be perused on www.pmfby.gov.in. This    may be  subject to further directions
+    issued by Govt. from time to time.  6.3.3    All banks have to compulsorily take
+    Aadhaar/Aadhaar enrolment number as per notification under  Aadhaar Act before
+    sanction of crop loan/KCC under Interest Subvention Scheme. Hence the coverage    of
+    loanee farmers without Aadhaar does not arise and such accounts need to be reviewed
+    by the    concerned bank branch regularly.'''
+pipeline_tag: sentence-similarity
+model-index:
+- name: SentenceTransformer based on BAAI/bge-small-en-v1.5
+  results:
+  - task:
+      type: information-retrieval
+      name: Information Retrieval
+    dataset:
+      name: val evaluator
+      type: val_evaluator
+    metrics:
+    - type: cosine_accuracy@1
+      value: 0.53
+      name: Cosine Accuracy@1
+    - type: cosine_accuracy@5
+      value: 0.88
+      name: Cosine Accuracy@5
+    - type: cosine_accuracy@10
+      value: 0.94
+      name: Cosine Accuracy@10
+    - type: cosine_precision@1
+      value: 0.53
+      name: Cosine Precision@1
+    - type: cosine_precision@5
+      value: 0.176
+      name: Cosine Precision@5
+    - type: cosine_precision@10
+      value: 0.09399999999999997
+      name: Cosine Precision@10
+    - type: cosine_recall@1
+      value: 0.53
+      name: Cosine Recall@1
+    - type: cosine_recall@5
+      value: 0.88
+      name: Cosine Recall@5
+    - type: cosine_recall@10
+      value: 0.94
+      name: Cosine Recall@10
+    - type: cosine_ndcg@5
+      value: 0.7258950722710406
+      name: Cosine Ndcg@5
+    - type: cosine_ndcg@10
+      value: 0.7457311797109036
+      name: Cosine Ndcg@10
+    - type: cosine_ndcg@100
+      value: 0.7599721862628874
+      name: Cosine Ndcg@100
+    - type: cosine_mrr@5
+      value: 0.6736666666666666
+      name: Cosine Mrr@5
+    - type: cosine_mrr@10
+      value: 0.6821071428571428
+      name: Cosine Mrr@10
+    - type: cosine_mrr@100
+      value: 0.6857238570180357
+      name: Cosine Mrr@100
+    - type: cosine_map@100
+      value: 0.685723857018036
+      name: Cosine Map@100
+    - type: dot_accuracy@1
+      value: 0.53
+      name: Dot Accuracy@1
+    - type: dot_accuracy@5
+      value: 0.88
+      name: Dot Accuracy@5
+    - type: dot_accuracy@10
+      value: 0.94
+      name: Dot Accuracy@10
+    - type: dot_precision@1
+      value: 0.53
+      name: Dot Precision@1
+    - type: dot_precision@5
+      value: 0.176
+      name: Dot Precision@5
+    - type: dot_precision@10
+      value: 0.09399999999999997
+      name: Dot Precision@10
+    - type: dot_recall@1
+      value: 0.53
+      name: Dot Recall@1
+    - type: dot_recall@5
+      value: 0.88
+      name: Dot Recall@5
+    - type: dot_recall@10
+      value: 0.94
+      name: Dot Recall@10
+    - type: dot_ndcg@5
+      value: 0.7258950722710406
+      name: Dot Ndcg@5
+    - type: dot_ndcg@10
+      value: 0.7457311797109036
+      name: Dot Ndcg@10
+    - type: dot_ndcg@100
+      value: 0.7599721862628874
+      name: Dot Ndcg@100
+    - type: dot_mrr@5
+      value: 0.6736666666666666
+      name: Dot Mrr@5
+    - type: dot_mrr@10
+      value: 0.6821071428571428
+      name: Dot Mrr@10
+    - type: dot_mrr@100
+      value: 0.6857238570180357
+      name: Dot Mrr@100
+    - type: dot_map@100
+      value: 0.685723857018036
+      name: Dot Map@100
+---
+
+# SentenceTransformer based on BAAI/bge-small-en-v1.5
+
+This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [BAAI/bge-small-en-v1.5](https://huggingface.co/BAAI/bge-small-en-v1.5). It maps sentences & paragraphs to a 384-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-small-en-v1.5](https://huggingface.co/BAAI/bge-small-en-v1.5) <!-- at revision 5c38ec7c405ec4b44b94cc5a9bb96e735b38267a -->
+- **Maximum Sequence Length:** 512 tokens
+- **Output Dimensionality:** 384 tokens
+- **Similarity Function:** Cosine Similarity
+<!-- - **Training Dataset:** Unknown -->
+<!-- - **Language:** Unknown -->
+<!-- - **License:** Unknown -->
+
+### Model Sources
+
+- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
+- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
+- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)
+
+### Full Model Architecture
+
+```
+SentenceTransformer(
+  (0): Transformer({'max_seq_length': 512, 'do_lower_case': True}) with Transformer model: BertModel 
+  (1): Pooling({'word_embedding_dimension': 384, '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("SamagraDataGov/embedding_finetuned")
+# Run inference
+sentences = [
+    'What is the requirement for banks regarding Aadhaar for crop loans and Kisan Credit Card (KCC) under the Interest Subvention Scheme?',
+    "'6.3.1   Aadhaar has been made mandatory for availing Crop insurance from Kharif 2017 season onwards.    Therefore, all banks are advised to mandatorily obtain Aadhaar number of their farmers and the same    applies  for  non-loanee  farmers  enrolled  through  banks/Insurance  companies/insurance    intermediaries.  6.3.2   Farmers not having Aadhaar ID may also enrol under PMFBY subject to their enrolment for    Aadhaar and submission of proof of such enrolment as per notification No. 334.dated 8th February,    2017 issued by GOI under Section 7 of Aadhaar Act 2016(Targeted Delivery of Financial and other    Subsidies, Benefits and Services). Copy of the notification may be perused on www.pmfby.gov.in. This    may be  subject to further directions issued by Govt. from time to time.  6.3.3    All banks have to compulsorily take Aadhaar/Aadhaar enrolment number as per notification under  Aadhaar Act before sanction of crop loan/KCC under Interest Subvention Scheme. Hence the coverage    of loanee farmers without Aadhaar does not arise and such accounts need to be reviewed by the    concerned bank branch regularly.'",
+    "'The protocol of timelines defined above shall also be applicable to the actual Yield data being provided by the concerned State department in batches, i.e. Crop-wise-District-wise lots of data and timelines for each batch of data shall be counted separately/batch wise. Unnecessary delay in finalization of yield data will attract penal interest on due claim amount payable to the farmers as decided by the SLCC in the matter.  19.3   The existing Technical Advisory Committee (TAC) comprising of representatives from Directorate of  Economics and Statistics, DAC&FW, MNCFC, NSSO, IASRI,  will be further augmented and  constituted under the chairmanship of **Additional Secretary, DAC&FW** and additional  members depending on  case to case basis will be drawn from various organizations namely, relevant institution under Indian Council of Agriculture Research (ICAR),  Indian Agriculture Research Institute (IARI), National Remote Sensing Centre (NRSC), Space Applications Centre (SAC), Central Statistical Organization(CSO), Insurance Regulatory and Development Authority of India (IRDAI), Reserve Bank of India (RBI), National Bank for Agriculture & Rural Development (NABARD), India Meteorological Department (IMD) or any other such organisation.  19.4   The role of TAC shall be to review the technical matters related to execution of the Scheme. In case,  the matter requires further focused deliberations, the TAC will refer the issue to Technical Agency (as defined in the SOP for yield dispute). Technical Agency (TA) will compulsorily take  input/reports/relevant information from concerned State Department and Insurance Company and may also opt for representatives of other organizations/experts (if required) with permission of chairman of TAC and follow the procedure as defined in the SOP.  19.5   State shall also constitute the State Level Technical Advisory Committee (STAC) on similar pattern to resolve disputes.'",
+]
+embeddings = model.encode(sentences)
+print(embeddings.shape)
+# [3, 384]
+
+# Get the similarity scores for the embeddings
+similarities = model.similarity(embeddings, embeddings)
+print(similarities.shape)
+# [3, 3]
+```
+
+<!--
+### Direct Usage (Transformers)
+
+<details><summary>Click to see the direct usage in Transformers</summary>
+
+</details>
+-->
+
+<!--
+### Downstream Usage (Sentence Transformers)
+
+You can finetune this model on your own dataset.
+
+<details><summary>Click to expand</summary>
+
+</details>
+-->
+
+<!--
+### Out-of-Scope Use
+
+*List how the model may foreseeably be misused and address what users ought not to do with the model.*
+-->
+
+## Evaluation
+
+### Metrics
+
+#### Information Retrieval
+* Dataset: `val_evaluator`
+* Evaluated with [<code>InformationRetrievalEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator)
+
+| Metric              | Value      |
+|:--------------------|:-----------|
+| cosine_accuracy@1   | 0.53       |
+| cosine_accuracy@5   | 0.88       |
+| cosine_accuracy@10  | 0.94       |
+| cosine_precision@1  | 0.53       |
+| cosine_precision@5  | 0.176      |
+| cosine_precision@10 | 0.094      |
+| cosine_recall@1     | 0.53       |
+| cosine_recall@5     | 0.88       |
+| cosine_recall@10    | 0.94       |
+| cosine_ndcg@5       | 0.7259     |
+| cosine_ndcg@10      | 0.7457     |
+| cosine_ndcg@100     | 0.76       |
+| cosine_mrr@5        | 0.6737     |
+| cosine_mrr@10       | 0.6821     |
+| cosine_mrr@100      | 0.6857     |
+| **cosine_map@100**  | **0.6857** |
+| dot_accuracy@1      | 0.53       |
+| dot_accuracy@5      | 0.88       |
+| dot_accuracy@10     | 0.94       |
+| dot_precision@1     | 0.53       |
+| dot_precision@5     | 0.176      |
+| dot_precision@10    | 0.094      |
+| dot_recall@1        | 0.53       |
+| dot_recall@5        | 0.88       |
+| dot_recall@10       | 0.94       |
+| dot_ndcg@5          | 0.7259     |
+| dot_ndcg@10         | 0.7457     |
+| dot_ndcg@100        | 0.76       |
+| dot_mrr@5           | 0.6737     |
+| dot_mrr@10          | 0.6821     |
+| dot_mrr@100         | 0.6857     |
+| dot_map@100         | 0.6857     |
+
+<!--
+## 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 Hyperparameters
+#### Non-Default Hyperparameters
+
+- `eval_strategy`: steps
+- `gradient_accumulation_steps`: 4
+- `learning_rate`: 1e-05
+- `weight_decay`: 0.01
+- `num_train_epochs`: 1.0
+- `warmup_ratio`: 0.1
+- `load_best_model_at_end`: True
+
+#### 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`: 8
+- `per_device_eval_batch_size`: 8
+- `per_gpu_train_batch_size`: None
+- `per_gpu_eval_batch_size`: None
+- `gradient_accumulation_steps`: 4
+- `eval_accumulation_steps`: None
+- `learning_rate`: 1e-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`: 1.0
+- `max_steps`: -1
+- `lr_scheduler_type`: linear
+- `lr_scheduler_kwargs`: {}
+- `warmup_ratio`: 0.1
+- `warmup_steps`: 0
+- `log_level`: passive
+- `log_level_replica`: warning
+- `log_on_each_node`: True
+- `logging_nan_inf_filter`: True
+- `save_safetensors`: True
+- `save_on_each_node`: False
+- `save_only_model`: False
+- `restore_callback_states_from_checkpoint`: False
+- `no_cuda`: False
+- `use_cpu`: False
+- `use_mps_device`: False
+- `seed`: 42
+- `data_seed`: None
+- `jit_mode_eval`: False
+- `use_ipex`: False
+- `bf16`: False
+- `fp16`: False
+- `fp16_opt_level`: O1
+- `half_precision_backend`: auto
+- `bf16_full_eval`: False
+- `fp16_full_eval`: False
+- `tf32`: None
+- `local_rank`: 0
+- `ddp_backend`: None
+- `tpu_num_cores`: None
+- `tpu_metrics_debug`: False
+- `debug`: []
+- `dataloader_drop_last`: False
+- `dataloader_num_workers`: 0
+- `dataloader_prefetch_factor`: None
+- `past_index`: -1
+- `disable_tqdm`: False
+- `remove_unused_columns`: True
+- `label_names`: None
+- `load_best_model_at_end`: True
+- `ignore_data_skip`: False
+- `fsdp`: []
+- `fsdp_min_num_params`: 0
+- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
+- `fsdp_transformer_layer_cls_to_wrap`: None
+- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
+- `deepspeed`: None
+- `label_smoothing_factor`: 0.0
+- `optim`: adamw_torch
+- `optim_args`: None
+- `adafactor`: False
+- `group_by_length`: False
+- `length_column_name`: length
+- `ddp_find_unused_parameters`: None
+- `ddp_bucket_cap_mb`: None
+- `ddp_broadcast_buffers`: False
+- `dataloader_pin_memory`: True
+- `dataloader_persistent_workers`: False
+- `skip_memory_metrics`: True
+- `use_legacy_prediction_loop`: False
+- `push_to_hub`: False
+- `resume_from_checkpoint`: None
+- `hub_model_id`: None
+- `hub_strategy`: every_save
+- `hub_private_repo`: False
+- `hub_always_push`: False
+- `gradient_checkpointing`: False
+- `gradient_checkpointing_kwargs`: None
+- `include_inputs_for_metrics`: False
+- `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
+- `batch_sampler`: batch_sampler
+- `multi_dataset_batch_sampler`: proportional
+
+</details>
+
+### Training Logs
+| Epoch     | Step   | Training Loss | loss       | val_evaluator_cosine_map@100 |
+|:---------:|:------:|:-------------:|:----------:|:----------------------------:|
+| **0.531** | **15** | **0.5565**    | **0.1262** | **0.6857**                   |
+| 0.9912    | 28     | -             | 0.1262     | 0.6857                       |
+
+* The bold row denotes the saved checkpoint.
+
+### Framework Versions
+- Python: 3.10.14
+- Sentence Transformers: 3.0.1
+- Transformers: 4.41.1
+- PyTorch: 2.3.0+cu121
+- Accelerate: 0.27.2
+- Datasets: 2.19.1
+- Tokenizers: 0.19.1
+
+## 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",
+}
+```
+
+#### GISTEmbedLoss
+```bibtex
+@misc{solatorio2024gistembed,
+    title={GISTEmbed: Guided In-sample Selection of Training Negatives for Text Embedding Fine-tuning}, 
+    author={Aivin V. Solatorio},
+    year={2024},
+    eprint={2402.16829},
+    archivePrefix={arXiv},
+    primaryClass={cs.LG}
+}
+```
+
+<!--
+## 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.*
+-->

config.json

@@ -0,0 +1,31 @@
+{
+  "_name_or_path": "BAAI/bge-small-en-v1.5",
+  "architectures": [
+    "BertModel"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 384,
+  "id2label": {
+    "0": "LABEL_0"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 1536,
+  "label2id": {
+    "LABEL_0": 0
+  },
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "torch_dtype": "float32",
+  "transformers_version": "4.41.1",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 30522
+}

config_sentence_transformers.json

@@ -0,0 +1,10 @@
+{
+  "__version__": {
+    "sentence_transformers": "3.0.1",
+    "transformers": "4.41.1",
+    "pytorch": "2.3.0+cu121"
+  },
+  "prompts": {},
+  "default_prompt_name": null,
+  "similarity_fn_name": null
+}

model.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:d449ea16287f0cc901a0533835435abf64a34a3dad28a43d75e11ab3900a4e58
+size 133462128

modules.json

@@ -0,0 +1,20 @@
+[
+  {
+    "idx": 0,
+    "name": "0",
+    "path": "",
+    "type": "sentence_transformers.models.Transformer"
+  },
+  {
+    "idx": 1,
+    "name": "1",
+    "path": "1_Pooling",
+    "type": "sentence_transformers.models.Pooling"
+  },
+  {
+    "idx": 2,
+    "name": "2",
+    "path": "2_Normalize",
+    "type": "sentence_transformers.models.Normalize"
+  }
+]

sentence_bert_config.json

@@ -0,0 +1,4 @@
+{
+  "max_seq_length": 512,
+  "do_lower_case": true
+}

special_tokens_map.json

@@ -0,0 +1,37 @@
+{
+  "cls_token": {
+    "content": "[CLS]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "mask_token": {
+    "content": "[MASK]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "[PAD]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "sep_token": {
+    "content": "[SEP]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "[UNK]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

@@ -0,0 +1,57 @@
+{
+  "added_tokens_decoder": {
+    "0": {
+      "content": "[PAD]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "100": {
+      "content": "[UNK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
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+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "clean_up_tokenization_spaces": true,
+  "cls_token": "[CLS]",
+  "do_basic_tokenize": true,
+  "do_lower_case": true,
+  "mask_token": "[MASK]",
+  "model_max_length": 512,
+  "never_split": null,
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "BertTokenizer",
+  "unk_token": "[UNK]"
+}