pytorch_model.bin upload/update

README.md

@@ -1,15 +1,8 @@
 ---
-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: []
+language: []
+library_name: sentence-transformers
 metrics:
 - cosine_accuracy@1
 - cosine_accuracy@5
@@ -43,382 +36,63 @@ metrics:
 - dot_mrr@10
 - dot_mrr@100
 - dot_map@100
+pipeline_tag: sentence-similarity
+tags:
+- sentence-transformers
+- sentence-similarity
+- feature-extraction
+- generated_from_trainer
+- dataset_size:7033
+- loss:GISTEmbedLoss
 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?
+- source_sentence: Are Producer Companies required to maintain a general reserve?
   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.'''
+  - '''DONATIONS OR SUBSCRIPTION BY PRODUCER COMPANY A Producer Company may, by special
+    resolution, make donation or subscription to any institution or individual for
+    the purposes of -  (a) promoting the social and economic welfare of Producer Members
+    or producers or general public; or (b) *promoting the mutual assistance principles:*
+    Provided that the aggregate amount of all such donation and subscription in any
+    financial year shall not exceed three per cent of the net profit of the Producer
+    Company in the financial year immediately preceding the financial year in which
+    the donation or subscription was made: Provided further that no Producer Company
+    shall make directly or indirectly to any political party or for any political
+    purpose to any person any contribution or subscription or make available any facilities
+    including personnel or material.    581ZI. GENERAL AND OTHER RESERVES  (1) Every
+    Producer Company shall maintain a general reserve in every financial year, in
+    addition to any reserve maintained by it as may be specified in articles.  (2)
+    In a case where the Producer Company does not have sufficient funds in any financial
+    year for transfer to maintain the reserves as may be specified in articles, the
+    contribution to the reserve shall be shared amongst the Members in proportion
+    to their patronage in the business of that company in that year.    581ZJ. ISSUE
+    OF BONUS SHARES Any Producer Company may, upon recommendation of the Board and
+    passing of resolution in the general meeting, issue bonus shares by capitalisation
+    of amounts from general reserves referred to in section 581ZI in proportion to
+    the shares held by the Members on the date of the issue of such shares.'''
+  - '''    POPI will be required to submit a Utilization Certificate as per Annexure
+    II, in respect of  funds released earlier, for processing of release proposal
+    from second instalment onwards.  xi.     POPI will maintain detailed account of
+    expenditure of all approved items in respect of each  FPO separately and retain
+    all original vouchers and receipts for verification by NABARD and RSA.  xii.     POPI
+    shall submit monthly progress report to NABARD Regional Office before 5th of the  succeeding
+    month as per **Annexure III**  xiii.     POPI shall constitute a \''Project Monitoring
+    Committee (PMC) consisting of  representative  of POPI, RSA, DDM **of** NABARD,
+    Lead District Manager, ATMA, Agriculture department  and a Board member of FPO(to
+    be promoted). The PMC shall meet quarterly to review the progress, guide the project
+    execution and make recommendation for release of grant to POPI/FPO.   xiv.     POPI
+    will submit all such information and data as required for the periodic monitoring
+    of  the project by NABARD/its representatives. POPI shall not publish the reports/research
+    findings/results without a written permission from NABARD. Further, NABARD shall
+    have the right to use the same for its internal use, training, publicity, etc.,
+    after duly acknowledging the source(s).  xv.     POPI may undertake to document
+    its experience during the course of implementation of  the project and submit
+    to NABARD Regional Office for information/record.  xvi.     The assistance of
+    NABARD shall be duly acknowledged by displaying suitable sign board  containing
+    **\''Project supported under NABARD assistance\''** at the FPO Office and also
+    while organising training programmes and printing of publicity/documentation material
+    in respect of the project.  xvii.     POPI shall not sub-contract the work assigned
+    to it to any other institution/entity.  xviii.     In the event of POPI availing
+    assistance from any other agency for any activity of the same  project, NABARD''s
+    assistance will be reduced to that extent.'''
   - '''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
@@ -432,7 +106,213 @@ widget:
     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
+- source_sentence: Where is the shoot borer widely distributed?
+  sentences:
+  - '''Sugarcane is an important commercial crop in India . It is cultivated under
+    diverse  agro-climatic conditions . The crop is damaged by 5 important moth borers
+    . Among these borers the shoot borer, Chilo infuscatellus is an important one
+    and is widely distributed in all cane growing areas in India. The infestation
+    reduces cane production, Parthasarathy et al (1953) observed a loss in weight
+    of the infested clumps varying from 15.8 to 41.7 % A decrease in yield by 10 t
+    /ha has been calculated by Ramachandrachari (1959) Avasthy (1968) correlated  the
+    incidence of shoot borer with cane yield and found 3.5 % loss in yield at every
+    5 % increase in borer infestation. High temperature , low humidity and scanty
+    rainfall and poor irrigation facilitate high incidence of shoot borer.'''
+  - '''3. Whitefly , Bemisia tabaci , Aleyrodidae, Hemiptera Symptom of damage: Yellowing
+    of leaves, plant vitality reduced, development of sooty mould, plant dies in case
+    of severe attack. Nature of damage:  Nymphs and adults suck the plant sap and
+    also transmits yellow mosaic virus (YMV). Egg: Stalked, sub-elliptical, light
+    yellow at first, and turning brown later on. Eggs laid singly on adaxial (lower)
+    side of leaves. Nymph: Elliptical on emergence, soon they fix their mouthparts
+    into the plant tissues and feed on the cell sap. Greenish yellow, oval on undersurface
+    of leaves. Adult:  Small with yellow body covered with white waxy bloom.'''
+  - '''Kharif / Kharif Kharif / Rabi food grains To get a higher yield of wheat, it
+    is necessary to pay attention to the following points: -. For field preparation,
+    plough first with a cultivator and then use a rotavator ''harrow''. Organic fertilizers
+    must be used. As much as possible, half of the nutrients should be provided by
+    organic fertilizers. The species should be selected according to regional compatibility
+    and seasonality. Pure and certified seeds should be sown after seed treatment.
+    Balanced amounts of fertilizers should be used at the right time and in the right
+    manner based on soil testing. Irrigation at critical stages (crown root stage
+    and flowering stage) should be done in a timely manner and in adequate quantity.
+    Outbreaks of wheatgrass (Phalaris minor) and wild oats should be controlled in
+    time. & 4S HA # (4? (A) Other activities should be completed on time based on
+    the recommendation |0. Seeds must be replaced after the third year.. Gerotillage
+    and raised bed method should be used. 2. Special care should be taken to prevent
+    pests and diseases. Intensive methods: In case of irrigated sowing: About 97%
+    of the total wheat area in the state is irrigated but assured or assured irrigation
+    is available in a small area. Hence, the sowing of wheat is often delayed. We
+    have to decide in advance which variety of paddy to choose in kharif and which
+    variety of wheat to sow in rabi. To get a good yield of wheat, it is necessary
+    to sow paddy in time, so that the field is empty for wheat in October. Another
+    thing to be noted is that puddling or leva in paddy causes the soil to harden.
+    In heavy soils, it is advisable to sow wheat by first ploughing with a soil-reversing
+    plough and then ploughing the soil twice with a disc harrow. Paddy stalks are
+    cut into small pieces using disc harrows. To decompose them quickly, 45-20 kg.
+    Nitrogen (as urea) per se. When preparing the field, it must be given at the first
+    ploughing. The field is fully prepared in a single ploughing by a tractor-driven
+    rotavator. |बुवाई: Wheat must be sown on time and at sufficient moisture. Late-maturing
+    varieties must be sown on time, otherwise the yield decreases. As sowing is delayed,
+    the rate of decline in wheat yields increases. Wheat yields increase from 3 to
+    4 kg / ha when sown from December onwards. And 4 to 5 k.g. / ha when sown in January.
+    The rate per week decreases. Sowing wheat with a seed drill can save fertilizer
+    and seed. 4'''
+- source_sentence: Why is the development of Best Practices, Pilot Projects, and Success
+    Stories important for FPOs?
+  sentences:
+  - '''III. SAP FEEDERS 8. Shoot bug : Peregrinus maidis : Delphacidae:  Hemiptera
+    Symptom of attack: The leaves turn yellow due to sucking; plants become weak and
+    the yield goes down. The mid rib of the leaves become red due to egg laying and
+    may dry up subsequently. Nature of damage: Both adults and nymphs suck the plant
+    sap from the leaves and cause the shoot to dry. They feed gregariously within
+    the leaf sheaths. It is not a serious pest, but sometimes causes appreciable damage.
+    Life stages: It is a small active, grayish brown bug. Colonies of this bug (both
+    adults and nymphs) live within the whorl of the central leaf or in the root region.
+    This pest is very common in Coimbatore during summer. The large black ant attends
+    these insects.'''
+  - '''a.  Through a survey; or  b.  Through Focused Group Discussion  Determine key
+    indicators for the monitoring process- Develop formats Secondary Data - The returns
+    submitted by the PO, data available from the Government Departments and also published
+    data from other projects. 10.16  What are the methods of sampling? There are 3
+    sampling techniques: random sampling, stratified sampling and cluster sampling
+    Random sampling:  Sampling of households on random basis Stratified sampling:  The
+    producers are categorized into different strata like big, medium and small.  Data
+    are collected from each strata in a specified proportion  i.e., say,  every fifth
+    producer''s household data from the big producers, every third producer''s house
+    hold data from small producers  every second house hold data  from the very small
+    producers'' category Cluster sampling: In this case, data of only those producers
+    households will be collected who are in the cluster for a specified period 10.17
+    How to analyze the data? Analysis is the process of turning the detailed data
+    into an understanding of patterns, trends and interpretations. The step by step
+    process involved in monitoring analysis is enumerated below:'''
+  - '''i.  Identification of potential FPOs among successful Watershed Development
+    projects, Wadi Projects and their Federations.  ii.  Identification of natural
+    clusters of farmers groups to facilitate formation of FPOs  iii.  Close involvement
+    of stakeholders such as NGOs, Banks, Govt. line departments, commodity Boards,
+    Corporations, Corporate, functional Universities, cooperatives, Federations, Trade
+    bodies, etc. for identification, promotion, nurturing, development, capacity building,
+    evaluation etc. of FPOs  iv.  Development of Best Practices, Pilot Projects and
+    Success Stories for wider publicity and field level replication  v.  Adoption
+    of mission mode with periodic qualitative and quantitative milestones with  timelines  vi.  Wide
+    publicity to the FPO Scheme through print, electronic media and  adopting other
+    Mass Communication Strategies  vii.  Conventional/non-conventional publicity and
+    awareness creation methods  viii.  Launching of pilot projects, action research
+    projects, experimental projects, field trials etc. to learn and understand various
+    models of FPOs and successful strategies for wider replication'''
+- source_sentence: Apart from nutrients and protein, what role does Moong have in
+    pulses crops?
+  sentences:
+  - '''DONATIONS OR SUBSCRIPTION BY PRODUCER COMPANY A Producer Company may, by special
+    resolution, make donation or subscription to any institution or individual for
+    the purposes of -  (a) promoting the social and economic welfare of Producer Members
+    or producers or general public; or (b) *promoting the mutual assistance principles:*
+    Provided that the aggregate amount of all such donation and subscription in any
+    financial year shall not exceed three per cent of the net profit of the Producer
+    Company in the financial year immediately preceding the financial year in which
+    the donation or subscription was made: Provided further that no Producer Company
+    shall make directly or indirectly to any political party or for any political
+    purpose to any person any contribution or subscription or make available any facilities
+    including personnel or material.    581ZI. GENERAL AND OTHER RESERVES  (1) Every
+    Producer Company shall maintain a general reserve in every financial year, in
+    addition to any reserve maintained by it as may be specified in articles.  (2)
+    In a case where the Producer Company does not have sufficient funds in any financial
+    year for transfer to maintain the reserves as may be specified in articles, the
+    contribution to the reserve shall be shared amongst the Members in proportion
+    to their patronage in the business of that company in that year.    581ZJ. ISSUE
+    OF BONUS SHARES Any Producer Company may, upon recommendation of the Board and
+    passing of resolution in the general meeting, issue bonus shares by capitalisation
+    of amounts from general reserves referred to in section 581ZI in proportion to
+    the shares held by the Members on the date of the issue of such shares.'''
+  - '''Larval rearing : It is to be done in GI round basins (28 cm dia ) at 250 larvae
+    /basin covered with khada cloth . The eggs of Corcyra cephlonica are  given as
+    feeding material for the larvae in the laboratory. For rearing 500 Chrysoperla
+    larvae the total quantity of Corcyra eggs required is 25 CC at the rate of 5.0
+    CC / feeding for 5 feedings in alternate days. The Chrysoperla larvae pupated
+    into round white coloured silken cocoon  in 10 days. The cocoons are  collected
+    with fine brush and transferred into a one litre plastic containers with wire
+    mesh window for emergence of adults. From the cocoons, pale green colored adults
+    with transparent lace like wings emerge in 9-10 days.'''
+  - '''Advanced cultivation of Kharif / Kharif Rabi / Rabi pulses is the major crop
+    of Moong Zaid. Moong has a multifaceted role in pulses crops. Apart from providing
+    nutrients and protein, it also replenishes green manure by replanting crops after
+    plucking the pods. Etawaligarh, Deoria, Etawah, Farrukhabad, Mathura, Lalitpur,
+    Kanpur Dehat, Hardoi, and Ghazipur districts of the state have emerged as major
+    groundnut producing districts. Other districts also have potential. Good yield
+    can be obtained in Zaid by considering the following factors - Field preparation:
+    Loam land is suitable for mung bean cultivation. Ploughing two tillers makes the
+    field ready. If there is a shortage of seeds, they should be replanted and sown.
+    Farm preparation can be done quickly with tractors, power tillers, rotovators,
+    or other modern agricultural machinery. Recommended varieties: The following varieties
+    with short maturation are suitable for good yield: - Species Notification Speciality
+    Ripe Produce Kuntala Pest Disease Preference Suitable Area Year Period (days)
+    Per Hectare Utilization 2 3 4 5 6 74. Narendra Moong - 992. Dana Dhumil. . 65-70
+    4 - 3 yellow mosaic whole U.P. 2. Malviya 2000 green grain. 65-70 2 - 5 Tolerant,
+    Tadeva Sampoorna U.P. Jagrati (H.P. UM-2) 3. Emperor 2004 Green Shining. 60-65
+    9 - 0 Yellow Magic Whole U.P. PDM-39) Avrodhi4. Malviya Janapriya. .200] - 60-65
+    2 - 5 Tadaiv Sampoorn Uttar Pradesh (HUM-6) 5. Azad Moong -] 2020 Bright green.
+    62-65 0 - 2 MYMV, Whole U.P. (K, M-2342) Colour Medium CLS, Ansharqunose, Bold
+    Grain Leaf Crinkle and Web Blight Resistant and Height Fly, Jasid and Shrips Resistant
+    |6. IPM 32-20 2020 Green and Medium 65-85 6 MYMV, Whole U.P. Large Grain Powdery
+    Mildew, Resistant to Sarcosporalife Spots and Resistant to Whitefly and Shrips.
+    < 84 >'''
+- source_sentence: What is the purpose of heating the fresh fruit tissue in alcohol
+    or HCl?
+  sentences:
+  - '''a. Business Processes: Aggregation, segregation and logistics b. Productivity:
+    Man, material, money, input and output c. Warehousing: Space, costs and logistics
+    d. Processing : Own  vs. out-source     e. Products: Whole foods to  processed
+    foods and to derivatives f. Risk mitigation    7.4 What is a business plan? Business
+    plan is a succinct document that specifies the components of a strategy with regard
+    to the business mission, external and internal environments and problems identified
+    in earlier analysis. A business plan is not written each time a modification to
+    a strategy is made. It should be written when a new venture is developed or a
+    major new initiative is launched. Sincere contemplation is needed about the business
+    concept, the business opportunity, the competitive landscape, the essential elements
+    for success, and the people who will be involved. The exercise will often lead
+    to more questions, and these new questions must be properly researched to gain
+    deep insight into the issues and challenges that lie ahead. In short, the business
+    plan must contain answers to the questions  \''Who/What/Where/When/Why/How/How
+    Much\''. 7.5 What is business planning? The business planning process starts with
+    Generation of Business Ideas, followed by Opportunities & Threats Analysis leading
+    to Identification of suitable Business Opportunities. Once Business Opportunity
+    is identified, a Marketing Plan is prepared. The final part of the process deals
+    with the Financial Plan.'''
+  - '''The fresh fruit tissue or separated parts, including the peel and core are
+    heated in 95% alcohol or 0.05N HCl (pH 2.0) for 10-20 min at 70 o C to inactivate
+    pectic enzymes. After the pretreatment, the materials is ground in an electric
+    blender and placed in water. Versene or Na-EDTA is added at 2.0%. The pH is adjusted
+    to 6.0. The mixture is heated for about an hour at 90-95 o C. The slurry formed
+    is rapidly filtered and the pectin is precipitated from the solution using acidified
+    alcohol. The precipitate is centrifuged and repeatedly washed with 70% alcohol.
+    Acetone is used for dehydration and the pectin produced is vacuum-dried. It may
+    also be dried in a hot-air oven at 50 o C for 4 h.'''
+  - '''Advanced cultivation of Kharif / Kharif Kharif / Rabi foodgrains Paddy is the
+    major crop of the state in Kharif. It is the largest area sown / sown and has
+    great potential to increase productivity |यह. To achieve higher rice yields, the
+    following factors must be taken into consideration: |2. Select the recommended
+    varieties of paddy according to local conditions such as regional climate, soil,
+    irrigation facilities, water logging, and suitability for sowing and transplanting.
+    |मृदा Sow pure, certified and researched seeds |मृदा On a trial basis, timely
+    and recommended quantities of balanced fertilizers, organic manure, and green
+    manure. Make good use of the available irrigation potential by timely sowing /
+    transplanting. The number of plants per unit area should be ensured. |कीट Disease
+    and weed control should be done. |कम The ratio of fertilizers should be kept 2:
+    4: 4 even in the case of fertilizer availability. |4 Preparation of the field
+    should be done by ploughing 2 - 3 after ploughing the land. At the same time,
+    the farm should be made strong so that rainwater can be stored in the field for
+    a long time. If green manure is being taken then phosphorus should be used along
+    with its sowing. Irrigate the field a week before sowing / transplanting paddy
+    so that weeds grow. Volume per hectare 60-75 kg. Mix rotten cow dung manure, sprinkle
+    with lukewarm water and leave it in shade for 8-0 days, then add it to the fields
+    at the time of last mowing to protect them from pests such as termites, white
+    weeds, nematodes, root bugs, cutworms, etc. Volume per hectare 60-75 kg. After
+    sprinkling light water mixed with cow dung manure and keeping it in shade for
+    8-40 days, the land should be tilled at the last ploughing before sowing. P749AF
+    #े 3. Rice cultivation in the region is done by direct sowing and transplanting
+    in non-irrigated and irrigated conditions. The recommended varieties of paddy
+    for different climatic zones and conditions of the state are mentioned in Table-4.
+    The qualities and characteristics of the main varieties are also listed in Table-2.
+    04'''
 model-index:
 - name: SentenceTransformer based on BAAI/bge-small-en-v1.5
   results:
@@ -444,100 +324,100 @@ model-index:
       type: val_evaluator
     metrics:
     - type: cosine_accuracy@1
-      value: 0.53
+      value: 0.45012787723785164
       name: Cosine Accuracy@1
     - type: cosine_accuracy@5
-      value: 0.88
+      value: 0.8580562659846548
       name: Cosine Accuracy@5
     - type: cosine_accuracy@10
-      value: 0.94
+      value: 0.9207161125319693
       name: Cosine Accuracy@10
     - type: cosine_precision@1
-      value: 0.53
+      value: 0.45012787723785164
       name: Cosine Precision@1
     - type: cosine_precision@5
-      value: 0.176
+      value: 0.17161125319693094
       name: Cosine Precision@5
     - type: cosine_precision@10
-      value: 0.09399999999999997
+      value: 0.09207161125319692
       name: Cosine Precision@10
     - type: cosine_recall@1
-      value: 0.53
+      value: 0.45012787723785164
       name: Cosine Recall@1
     - type: cosine_recall@5
-      value: 0.88
+      value: 0.8580562659846548
       name: Cosine Recall@5
     - type: cosine_recall@10
-      value: 0.94
+      value: 0.9207161125319693
       name: Cosine Recall@10
     - type: cosine_ndcg@5
-      value: 0.7258950722710406
+      value: 0.6776887809935845
       name: Cosine Ndcg@5
     - type: cosine_ndcg@10
-      value: 0.7457311797109036
+      value: 0.6982045153363013
       name: Cosine Ndcg@10
     - type: cosine_ndcg@100
-      value: 0.7599721862628874
+      value: 0.7149326391576375
       name: Cosine Ndcg@100
     - type: cosine_mrr@5
-      value: 0.6736666666666666
+      value: 0.6166240409207153
       name: Cosine Mrr@5
     - type: cosine_mrr@10
-      value: 0.6821071428571428
+      value: 0.6252430682417891
       name: Cosine Mrr@10
     - type: cosine_mrr@100
-      value: 0.6857238570180357
+      value: 0.6289243546015818
       name: Cosine Mrr@100
     - type: cosine_map@100
-      value: 0.685723857018036
+      value: 0.6289243546015826
       name: Cosine Map@100
     - type: dot_accuracy@1
-      value: 0.53
+      value: 0.4514066496163683
       name: Dot Accuracy@1
     - type: dot_accuracy@5
-      value: 0.88
+      value: 0.8580562659846548
       name: Dot Accuracy@5
     - type: dot_accuracy@10
-      value: 0.94
+      value: 0.9207161125319693
       name: Dot Accuracy@10
     - type: dot_precision@1
-      value: 0.53
+      value: 0.4514066496163683
       name: Dot Precision@1
     - type: dot_precision@5
-      value: 0.176
+      value: 0.17161125319693094
       name: Dot Precision@5
     - type: dot_precision@10
-      value: 0.09399999999999997
+      value: 0.09207161125319692
       name: Dot Precision@10
     - type: dot_recall@1
-      value: 0.53
+      value: 0.4514066496163683
       name: Dot Recall@1
     - type: dot_recall@5
-      value: 0.88
+      value: 0.8580562659846548
       name: Dot Recall@5
     - type: dot_recall@10
-      value: 0.94
+      value: 0.9207161125319693
       name: Dot Recall@10
     - type: dot_ndcg@5
-      value: 0.7258950722710406
+      value: 0.6781607378304497
       name: Dot Ndcg@5
     - type: dot_ndcg@10
-      value: 0.7457311797109036
+      value: 0.6986764721731665
       name: Dot Ndcg@10
     - type: dot_ndcg@100
-      value: 0.7599721862628874
+      value: 0.7154045959945029
       name: Dot Ndcg@100
     - type: dot_mrr@5
-      value: 0.6736666666666666
+      value: 0.6172634271099737
       name: Dot Mrr@5
     - type: dot_mrr@10
-      value: 0.6821071428571428
+      value: 0.6258824544310474
       name: Dot Mrr@10
     - type: dot_mrr@100
-      value: 0.6857238570180357
+      value: 0.6295637407908401
       name: Dot Mrr@100
     - type: dot_map@100
-      value: 0.685723857018036
+      value: 0.6295637407908409
       name: Dot Map@100
 ---
 
@@ -591,9 +471,9 @@ from sentence_transformers import SentenceTransformer
 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.'",
+    'What is the purpose of heating the fresh fruit tissue in alcohol or HCl?',
+    "'The fresh fruit tissue or separated parts, including the peel and core are heated in 95% alcohol or 0.05N HCl (pH 2.0) for 10-20 min at 70 o C to inactivate pectic enzymes. After the pretreatment, the materials is ground in an electric blender and placed in water. Versene or Na-EDTA is added at 2.0%. The pH is adjusted to 6.0. The mixture is heated for about an hour at 90-95 o C. The slurry formed is rapidly filtered and the pectin is precipitated from the solution using acidified alcohol. The precipitate is centrifuged and repeatedly washed with 70% alcohol. Acetone is used for dehydration and the pectin produced is vacuum-dried. It may also be dried in a hot-air oven at 50 o C for 4 h.'",
+    "'Advanced cultivation of Kharif / Kharif Kharif / Rabi foodgrains Paddy is the major crop of the state in Kharif. It is the largest area sown / sown and has great potential to increase productivity |यह. To achieve higher rice yields, the following factors must be taken into consideration: |2. Select the recommended varieties of paddy according to local conditions such as regional climate, soil, irrigation facilities, water logging, and suitability for sowing and transplanting. |मृदा Sow pure, certified and researched seeds |मृदा On a trial basis, timely and recommended quantities of balanced fertilizers, organic manure, and green manure. Make good use of the available irrigation potential by timely sowing / transplanting. The number of plants per unit area should be ensured. |कीट Disease and weed control should be done. |कम The ratio of fertilizers should be kept 2: 4: 4 even in the case of fertilizer availability. |4 Preparation of the field should be done by ploughing 2 - 3 after ploughing the land. At the same time, the farm should be made strong so that rainwater can be stored in the field for a long time. If green manure is being taken then phosphorus should be used along with its sowing. Irrigate the field a week before sowing / transplanting paddy so that weeds grow. Volume per hectare 60-75 kg. Mix rotten cow dung manure, sprinkle with lukewarm water and leave it in shade for 8-0 days, then add it to the fields at the time of last mowing to protect them from pests such as termites, white weeds, nematodes, root bugs, cutworms, etc. Volume per hectare 60-75 kg. After sprinkling light water mixed with cow dung manure and keeping it in shade for 8-40 days, the land should be tilled at the last ploughing before sowing. P749AF #े 3. Rice cultivation in the region is done by direct sowing and transplanting in non-irrigated and irrigated conditions. The recommended varieties of paddy for different climatic zones and conditions of the state are mentioned in Table-4. The qualities and characteristics of the main varieties are also listed in Table-2. 04'",
 ]
 embeddings = model.encode(sentences)
 print(embeddings.shape)
@@ -639,38 +519,38 @@ You can finetune this model on your own dataset.
 
 | 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     |
+| cosine_accuracy@1   | 0.4501     |
+| cosine_accuracy@5   | 0.8581     |
+| cosine_accuracy@10  | 0.9207     |
+| cosine_precision@1  | 0.4501     |
+| cosine_precision@5  | 0.1716     |
+| cosine_precision@10 | 0.0921     |
+| cosine_recall@1     | 0.4501     |
+| cosine_recall@5     | 0.8581     |
+| cosine_recall@10    | 0.9207     |
+| cosine_ndcg@5       | 0.6777     |
+| cosine_ndcg@10      | 0.6982     |
+| cosine_ndcg@100     | 0.7149     |
+| cosine_mrr@5        | 0.6166     |
+| cosine_mrr@10       | 0.6252     |
+| cosine_mrr@100      | 0.6289     |
+| cosine_map@100      | 0.6289     |
+| dot_accuracy@1      | 0.4514     |
+| dot_accuracy@5      | 0.8581     |
+| dot_accuracy@10     | 0.9207     |
+| dot_precision@1     | 0.4514     |
+| dot_precision@5     | 0.1716     |
+| dot_precision@10    | 0.0921     |
+| dot_recall@1        | 0.4514     |
+| dot_recall@5        | 0.8581     |
+| dot_recall@10       | 0.9207     |
+| dot_ndcg@5          | 0.6782     |
+| dot_ndcg@10         | 0.6987     |
+| dot_ndcg@100        | 0.7154     |
+| dot_mrr@5           | 0.6173     |
+| dot_mrr@10          | 0.6259     |
+| dot_mrr@100         | 0.6296     |
+| **dot_map@100**     | **0.6296** |
 
 <!--
 ## Bias, Risks and Limitations
@@ -710,6 +590,7 @@ You can finetune this model on your own dataset.
 - `per_gpu_eval_batch_size`: None
 - `gradient_accumulation_steps`: 4
 - `eval_accumulation_steps`: None
+- `torch_empty_cache_steps`: None
 - `learning_rate`: 1e-05
 - `weight_decay`: 0.01
 - `adam_beta1`: 0.9
@@ -806,26 +687,41 @@ You can finetune this model on your own dataset.
 - `neftune_noise_alpha`: None
 - `optim_target_modules`: None
 - `batch_eval_metrics`: False
+- `eval_on_start`: False
+- `eval_use_gather_object`: 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                       |
+| Epoch      | Step    | Training Loss | loss       | val_evaluator_dot_map@100 |
+|:----------:|:-------:|:-------------:|:----------:|:-------------------------:|
+| 0.0682     | 15      | 0.5269        | 0.3693     | 0.6033                    |
+| 0.1364     | 30      | 0.2825        | 0.2129     | 0.6057                    |
+| 0.2045     | 45      | 0.3093        | 0.1710     | 0.6080                    |
+| 0.2727     | 60      | 0.1677        | 0.1486     | 0.6196                    |
+| 0.3409     | 75      | 0.2368        | 0.1256     | 0.6199                    |
+| 0.4091     | 90      | 0.161         | 0.1113     | 0.6255                    |
+| 0.4773     | 105     | 0.1452        | 0.1006     | 0.6256                    |
+| 0.5455     | 120     | 0.1323        | 0.1008     | 0.6266                    |
+| 0.6136     | 135     | 0.1138        | 0.0986     | 0.6270                    |
+| 0.6818     | 150     | 0.1129        | 0.0954     | 0.6289                    |
+| 0.75       | 165     | 0.1322        | 0.0914     | 0.6290                    |
+| 0.8182     | 180     | 0.2063        | 0.0898     | 0.6307                    |
+| 0.8864     | 195     | 0.1055        | 0.0891     | 0.6300                    |
+| **0.9545** | **210** | **0.0931**    | **0.0888** | **0.6296**                |
+| 1.0        | 220     | -             | 0.0888     | 0.6296                    |
 
 * 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
+- Transformers: 4.43.4
+- PyTorch: 2.4.1+cu121
+- Accelerate: 0.33.0
+- Datasets: 2.21.0
 - Tokenizers: 0.19.1
 
 ## Citation

config.json

@@ -24,7 +24,7 @@
   "pad_token_id": 0,
   "position_embedding_type": "absolute",
   "torch_dtype": "float32",
-  "transformers_version": "4.41.1",
+  "transformers_version": "4.43.4",
   "type_vocab_size": 2,
   "use_cache": true,
   "vocab_size": 30522

config_sentence_transformers.json

@@ -1,8 +1,8 @@
 {
   "__version__": {
     "sentence_transformers": "3.0.1",
-    "transformers": "4.41.1",
-    "pytorch": "2.3.0+cu121"
+    "transformers": "4.43.4",
+    "pytorch": "2.4.1+cu121"
   },
   "prompts": {},
   "default_prompt_name": null,

model.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d449ea16287f0cc901a0533835435abf64a34a3dad28a43d75e11ab3900a4e58
+oid sha256:e7672ee6103b99dc1abedb145ea724027bed82c534c188b35a7a7e99fac3f1df
 size 133462128