README.md

---
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: Who are the CSCs engaged to enrol non-loanee farmers?
  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.'''
  - '''Name of Implementing Agency (NABARD/NCDC):.............................................
    Address: ...........................................................................................................
    ...........................................................................................................
    .................................................................................................................  Phone
    Number: .............................................................................    (Each
    page of the application form should be signed by Branch head and Zonal Manager)    Name
    and Address of the applicant Bank Branch :    1 a) Complete Postal Address (*with
    pin-code) :    1 b) Phone No. with STD :    1 c)  Fax No.:    1 d) E-Mail Address:      1
    e) Details of the authorised  Designation  Mobile No.  E-Mail Address.  person
    of the Bank submitting the Claim:  2  Name of Borrower FPO :  2 a) Constitution:  Producer
    Organization  2 b) Registered Office Address (*with pin-code):  (i). Phone No.  (ii).
    Fax No.  (iii). E-mail Address  2 c)  Business Office Address (if any)  (i). Phone
    No.  (ii). Fax No.  (iii). E-mail Address  2 d) Name of CEO :  Mobile No.  2 e)
    Credit Facility for which guarantee cover sought :    Old  New  Expansion  Technical
    Upgradation  2 f ) Give details of components:-   Inputs:    Processing:  Marketing:    Any
    other:  Total Investment:  3  Banking Facilities Sanctioned by sanctioning authority
    (Rs. in Lakh):-      (i). Term-Loan :  Date of Sanction: Amount  Outstanding:  IRAC
    Status:  IRAC Status:     (ii).Cash Credit :  Date of Sanction: Amount  Outstanding:  3
    a)  Sanctioning Office:  Branch:  ZO / RO:  HO:    3 b)  Designation of Sanctioning
    Authority :    3 c)  Sanctioning authority approval vide :    3 d)  Sanction /
    Appraisal Note No.  Dated:    3 e)  Agenda No. / Minutes conveying sanction :    4  Name
    and Address of Controlling Office of the Branch (*with pin-code):    4.a).  Name
    of Controlling Authority :    4.b).  Mobile No.:    4.c).  Fax. No. :    4.d).  E-Mail
    Address. :    5  Present status of FPO Activity : (Give component wise details)    5.
    a)   5. b).   5. c).   5. d).   5. e).   5. f )   6  Status of Accounts  6. a).
    Term-Loan:  Amount of Disbursement till date :  Outstanding as on date :      i).'''
  - '''8.1    CSCs under Ministry of Electronics and Information Technology (MeITY)
    have been engaged to enrol    non-loanee farmers. The Insurance Companies are
    required to enter into a separate agreement with    CSC and pay service charges
    as fixed by DAC&FW, GOI per farmer per village per season. No other    agreement
    or payment is required to be made for this purpose. Nodal agency for engagement
    with    Ministry of Agriculture and Farmers Welfare and Insurance Companies will
    be CSC-SPV, a company    established under MeITY for carrying out e-governance
    initiatives of GoI.  8.2    No charges/fee shall be borne or paid by the farmers
    being enrolled through CSCs i.e. CSC-SPV and    CSC-VLE  8.3    As per IRDA circular,
    no separate qualification/certification will be required for the VLEs of CSCs
    to    facilitate enrolment of non-loanee farmers.  8.4    All empanelled Insurance
    Companies will compulsorily be required to enter into an agreement with    CSC
    for enrolment of non-loanee farmers and for provision of other defined services
    to farmers.   8.5    Other designated intermediaries may be linked with the Portal
    in due course.   8.6    Empanelled Insurance Companies have to necessarily register
    on the portal and submit list and details    of agents/intermediaries engaged
    for enrolment of non-loanee farmers in the beginning of each    season  within
    10 days of award of work in the State.  Further all agents/intermediaries have
    to work    strictly as per the provisions of the Scheme and IRDA regulations'''
- source_sentence: What role does the N-PMAFSC play in the modification of the scheme?
  sentences:
  - '''Eligible FPOs shall apply for the Equity Grant in the prescribed Application
    Form  (**Annexure-I**) only. Other mandatory documents required to be submitted
    along with the Application are listed below:   (i) Shareholder List and Share
    Capital contribution by each member verified and  certified by a Chartered Accountant
    (CA)/Co-operative Auditors prior to  submission(Enclosure-I of Annexure-I).  (ii)
    Resolution of the Board of Directors/Governing Body to seek Equity Grant for  members
    **(Enclosure-II of Annexure-I).**  (iii) Consent of shareholders, stating name
    of shareholder, gender, number of  shares held, face value of shares, land holding,
    signifying consent for Implementing Agencies to directly transfer the Equity Grant
    sanctioned to the FPO on their behalf, to FPO Bank account, against the consideration
    of additional shares of equivalent value to be issued to them by FPO and on  exit-
    transfer of the shares as per rules **(Enclosure-III of Annexure-I).**  (iv) If
    the FPO is in operation for more than one or more financial year then it  shall
    provide copy of the Audited Financial Statements of FPO for all years of existence
    of the FPO, verified and certified by a Chartered Accountant (CA)/ Cooperative
    Auditors prior to submission.  (v) In case FPO is in operation for period of less
    than one financial year,  Photocopy of Bank Account Statement for last six months
    authenticated by the Branch Manager of the \''Bank\'' is required  (vi) Business
    Plan of FPO and budget for next 18 months. (vii) Names, photographs, and identity
    proof (anyone from among ration card,  Aadhaar card, election identification card,
    passport) of Representatives/ Directors authorized by the Board for executing
    and signing all documents under the Scheme. Each page of the Application Form
    and accompanying documents shall be signed by a minimum of two Board Member /Authorized
    Representatives of the FPO.'''
  - '''20.3.1   For addressing the issue of reliability of CCEs in terms of their
    accuracy, representativeness and  timeliness, innovative technologies such as
    satellite remote sensing, drone, modeling, AWS/ARG,  real  time transmission of
    data etc. should be utilized. This will ensure accurate assessment of yield and  timely
    payment of claims to farmers. Various studies carried out by national and international
    organizations, including MNCFC, NRSC, SAC, CCAFS, IRRI, IFPRI, World Bank, etc.
    have shown that the  use of satellite, weather, soil and crop data, along with
    images/video capture of crop growth at various stages and accurate sample CCE
    data collection can improve the yield data quality/ timeliness and support timely
    claim processing and payments.   20.3.2   States, with the support of national
    centres as mentioned above, SRSC and SAUs, need to carry out  adequate number
    of pilot studies for improved yield estimation using technology, as mentioned  above,
    and small number of good quality CCEs. When a significant correlation is observed
    between remote sensing and weather estimated yield and yield estimated through
    CCEs, States and Insurance Companies can use these technologies in estimating
    the crop yields at IU level, subject to the satisfaction of both States and Insurance
    Companies about the accuracy of the yield estimates, to service the claims.'''
  - '''(i)  Coordinate with all the Implementing Agencies, State Level Consultative
    Committee and District level Monitoring Committee (D-MC) for smooth implementation.
    It will also consider feedback received from other relevant Ministries and Organizations
    on Clusters identification for consideration.  (ii)  It will monitor the progress
    either by holding the meetings of Implementing  Agencies and other stakeholders
    or by other means.  (iii) It will allocate the produce clusters/districts/States
    to Implementing  Agencies for formation and promotion of FPOs.  (iv) It will undertake
    scrutiny of Action Plan of Implementing Agencies(IAs),  consider recommendation
    of release of fund to Implementing Agencies based on previous utilization as due   with
    respect to funding under the  Scheme.  (v)  It will provide policy inputs to DAC&FW
    for modification in the Scheme to  better suit in the formation and promotion
    of FPOs to make them economically sustainable.  (vi) It will provide aid and advice
    to Implementing Agencies as may be required  for smooth functioning of the scheme.  (vii)
    Based on suggestions received from various Implementing Agencies, other  Ministries,
    States and experience/need, N-PMAFSC may examine and  recommend revision of the
    minimum membership norm per FPO to DAC&FW.  (viii) It may seek detailed input
    and analysis as may be required from time to  time from NPMA and also seek assistance
    of DMI in verification etc.'''
- source_sentence: When should non-loanee farmers apply for the Rabi season?
  sentences:
  - ''' Date………………………………   ……………………………… Signature of Branch Manager with branch seal  Name……………………………………
    … Designation …………………………………… ………………………………  ……………………………… Signature of Authorized
    Person in zonal office Name………………………………… Designation ……………………………………  5. Promoter''s
    request letter  List of Enclosures  1. Recommendation  9. List of shareholders  addressed
    to the Bank Manager on original letter head of FPO  confirmed by promoter and
    bank  with amount of CGC  sought on Bank''s  Original letterhead with date and
    dispatch number duly signed by the Branch Manager on each page.  2. Sanction letter
    of  6. Implementation Schedule  10. Affidavit of promoters that  confirmed by
    the bank.  they have not availed CGC  from any other institution for  sanctioned
    Credit Facility.  sanctioning authority  addressed to recommending  branch.  3.
    Bank''s approved  7. Up-to-date statement of account of  11. Field inspection
    report of  Term loan and Cash Credit (if Sanctioned).  Bank official as on recent
    date.  Appraisal/Process note bearing signature of sanctioning authority.  4.
    Potential Impact on  8. a).Equity Certificate, C.A/CS  * Pin Code at Column No.
    1. a),  certificate/RCS certificate  2. b), 2. c), 4. a) and 9. a) is Mandatory  b).
    FORM-2, FORM-5 and FORM-23  filed with ROC for Company/RCS.  small farmer producers  1.
    Social Impact,  2. Environmental  Impact  3.'''
  - ''' \''Tenure of Guarantee Cover\'' means the agreed tenure of the Term loan/  composite
    credit i.e. the maximum period of Guarantee Cover from the Guarantee start-up
    which shall run through the agreed tenure of the term credit, and where working
    capital facilities or Term loan alone are extended  and/or  continuing working
    capital arrangements granted along with the Term Loan, for a period of 5  years  or
    block of   5 years and/or loan / working capital credit or  composite credit facilities''
    termination date, whichever is earlier or such period  as may be specified by
    the NABARD or NCDC, as case may be.'''
  - '''for loanee  and within 30 days for non loanee i.e. 15th Aug  for Kharif and
    15th  Jan for Rabi for loanee and  31st Aug for Kharif and 31st  Jan for Rabi
    for  Non Loanee  13  Within  7 days  from the date of intimation by ICs  CSCs/Banks/
    Intermediary  Cut-off date for CSCs/Banks/Intermediary to correct/update the  paid
    application intimated by ICs on Crop Insurance Portal  14  Cut-off date for Insurer
    to accept the corrected/updated applications  Within  7 days  from the date of
    submission of correction/updation by the Bank/CSC   Insurance Companies  15  Within
    7 days from acceptance of proposal by concerned Insurance Company on Portal  Cut-off
    date for Banks/ICs to hand over insurance acknowledgement receipt along with folio
    to the insured farmer  Banks/ICs for enrolment through their intermediaries  16  Cut
    off date for processing of applications by ICs and auto approval of application
    of insured farmers on crop insurance Portal  60 days from the cut off date for
    enrolment/debit of premium from farmers i.e.  15th September  for Kharif and 15th
    February for  Rabi seasons  17  Before cut off date of enrolment of farmers  Insurance
    Companies/GOI /State   Cut off date for raising bills/requisitions with supporting
    documents for releasing of advance premium subsidy based on 50% of  80% of respective
    share of Centre/State in corresponding previous season  18  Release of advance
    upfront premium subsidy  (First Instalment)i.e. 50% of 80% of respective share
    of Centre/State in corresponding  previous season  Within 15days of cut off date
    of enrolment of farmers i.e. 31st   July for Kharif   Upto  15th August*  19  *state
    may fix earlier dates  for early Kharif crops  Training and registration of field
    level workers assigned for conduct of CCEs and reporting of  the same on crop
    insurance Portal through smart phones/CCE Agri App  Upto31st August* *state  20  Registration
    of mobile number of representative of ICs for co-witnessing of CCEs  may fix earlier
    dates for early  Kharif crops  At least 7 days before tentative date  for conducting
    CCEs  21  a) Uploading of tentative schedule/date for conducting CCEs (crop-wise/IU
    wise) followed  by SMS on one day notice through CCEs app.'''
- source_sentence: What is the requirement for the shareholder list and share capital
    contribution?
  sentences:
  - '''To substantiate the fact, the most successful example is of dairy co-operative
    in India where professional managers have contributed immensely to make it a success.
    There are other so many examples which prove the absolute requirement of professional
    managers. The number of professional staff could depend on geographical spread
    of business operation, diversity of activities and volume of business. However,
    an FPO should have minimum a CEO/Manager and an Accountant. Accountant is required
    in FPO to look after its day to day accounting work. Based on requirement, FPO
    can engage other staff also.   10.3 The CEO/Manager is to be appointed by the
    executive body of the FPO who  should be either graduate in agriculture / agriculture
    marketing / agri-business management or BBA or equivalent. Locally available professionals
    with 10+2 and  preferably diploma in agriculture / agriculture marketing / agri-business
    management or in such other related areas may be preferable. The accountant should
    have educational qualification of 10+2 with Mathematics as a compulsory subject
    or alternatively with  Commerce or Accountancy background. If any members of the
    FPO meet the above criteria, they may be considered preferably in the selection
    process.  10.4 Under the scheme, financial support towards salary of CEO/Manager
    up to         @ Rs. 25,000/- per month and of Accountant up to @ Rs.10,000/- per
    month with annual increment up to 5% is to be provided from the earmarked financial
    support for first 3 years only. Thereafter, FPOs will manage from their own resources
    to pay the salary of CEO/Manager and Accountant. In order to create  interest
    of good professional activities of CEO/Accountant, the FPO may also offer higher
    payment with their own sources of funds on above of Govt. support. One CEO will
    provide full time services to one FPO at a time only.'''
  - '''i. Shareholder List and Share Capital contribution by each Member verified
    and certified by a Chartered Accountant (CA) prior to submission (Format attached,
    Annexure I- Enclosure-I). ii. Resolution of FPO Board/Governing Council to seek
    Equity Grant for Members (Format attached, Annexure I- Enclosure-II).  iii. Consent
    of Shareholders, stating name of shareholder, gender, number of shares held, face
    value of shares, land holding, and signature, signifying consent for Implementing
    Agency to directly transfer the Equity Grant sanctioned to the FPC on their behalf,
    to FPC Bank account, against the consideration of additional shares of equivalent
    value to be issued to them by FPC and on exit- transfer of the shares as per rules
    (Format attached, Annexure I-Enclosure-III).   iv. Audited Financials of FPO for
    a minimum 1 year/for all years of existence of the FPO if formed less than three
    years prior to application/ for the last 3 years for FPO in existence for 3 years
    or more, verified and certified by a Chartered Accountant (CA) prior to submission.
    v. Photocopy of FPO Bank Account Statement for last six months authenticated by
    Branch Manager. vi. Business plan and budget for next 18 months. vii. Names, photographs,
    and identity proof (one from among ration card, Aadhaar card, election identification
    card, and passport of Representatives/ Directors authorized by the Board for executing
    and signing all documents under the Scheme. viii. Each page of Application Form   and
    accompanying documents should be signed by a minimum of two Board Member Authorised
    Representatives of FPO;'''
  - '''9.1 The Formation and Incubation cost of CBBO, limited to maximum of  Rs. 25  lakh
    / FPO  of support or actual  which is lesser, is to be provided for five years
    from the year of formation. It includes cost towards undertaking baseline survey,
    mobilization of farmers, organizing awareness programmes and conducting exposure
    visits, professional hand holdings, incubation, cost of engaging CBBOs and other
    overheads etc. There is also a provision for cost of NPMA towards   manpower,
    establishment, travel and advisory and  maintaining MIS portal. This also includes
    a provision towards cost for development of appropriate overall ICT based MIS
    web portal for the Scheme.'''
- source_sentence: What does the term 'shareholder members' refer to?
  sentences:
  - '''(i)  Coordinate with all the Implementing Agencies, State Level Consultative
    Committee and District level Monitoring Committee (D-MC) for smooth implementation.
    It will also consider feedback received from other relevant Ministries and Organizations
    on Clusters identification for consideration.  (ii)  It will monitor the progress
    either by holding the meetings of Implementing  Agencies and other stakeholders
    or by other means.  (iii) It will allocate the produce clusters/districts/States
    to Implementing  Agencies for formation and promotion of FPOs.  (iv) It will undertake
    scrutiny of Action Plan of Implementing Agencies(IAs),  consider recommendation
    of release of fund to Implementing Agencies based on previous utilization as due   with
    respect to funding under the  Scheme.  (v)  It will provide policy inputs to DAC&FW
    for modification in the Scheme to  better suit in the formation and promotion
    of FPOs to make them economically sustainable.  (vi) It will provide aid and advice
    to Implementing Agencies as may be required  for smooth functioning of the scheme.  (vii)
    Based on suggestions received from various Implementing Agencies, other  Ministries,
    States and experience/need, N-PMAFSC may examine and  recommend revision of the
    minimum membership norm per FPO to DAC&FW.  (viii) It may seek detailed input
    and analysis as may be required from time to  time from NPMA and also seek assistance
    of DMI in verification etc.'''
  - '''19.1   It has been seen, during first two years of implementation of PMFBY,
    there are various types of yield disputes, which unnecessarily delays the claim
    settlement. Following figure shows the procedures to  be adopted in various cases.    Figure.
    Procedures to be followed in different yield dispute cases     19.2   Wherever
    the yield estimates reported at IU level are abnormally low or high vis-à-vis
    the general crop  condition the Insurance Company in consultation with State Govt.
    can make use of various products (e.g. Satellite based Vegetation Index, Weather
    parameters, etc.) or other technologies (including  statistical test, crop models
    etc.) to confirm yield estimates. If Insurance Company witnesses any  anomaly/deficiency
    in the actual yield data(partial /consolidated) received from the State Govt.,
    the  same shall be brought into the notice of concerned State department within
    7 days from date of receipt of yield data with specific observations/remarks under
    intimation to Govt. of India and anomaly, if any, may be resolved  in next 7 days
    by the  State Level Coordination Committee (SLCC)  headed by Additional Chief
    Secretary/Principal Secretary/Secretary of the concerned department. This committee
    shall be authorized to decide all such cases and the decision in such cases shall
    be final. The SLCC may refer the case to State Level Technical Advisory Committee
    (STAC) for dispute resolution (Constitution of STAC is defined in Para 19.5).
    In case the matter stands unresolved even after examination by STAC, it may be
    escalated to TAC along with all relevant documents including minutes of meetings/records
    of discussion and report of the STAC and SLCC. Reference to TAC can be made thereafter
    only in conditions specified in Para 19.7.1 However, data with anomalies which
    is not reported within 7 days will be treated as accepted to insurance company.'''
  - '''Date:  To, (i) The Managing Director Small Farmers'' Agri-Business Consortium
    (SFAC), NCUI Auditorium, August Kranti Marg, Hauz Khas, New Delhi 110016. (ii)The
    Managing Director National Co-operative Development Corporation (NCDC), 4, Siri
    Institutional Area, Hauz Khas, New Delhi 110016. (iii) The Chief General Manager
    National Bank for Agriculture and Rural Development (NABARD), Regional Office
    --------------------------------------------------------------- (iv) To any other
    additional Implementing Agency allowed/designated, as the case may be. Sub: Application
    for Equity Grant under scheme of Formation and Promotion of 10,000  Farmer Producer
    Organizations (FPOs)  Dear Sir/Madam, We herewith apply for Equity Grant as per
    the provisions under the captioned scheme.  1. The details of the FPO are as under-   S.
    No.  Particulars to be furnished  Details  1.   Name of the FPO  2.   Correspondence
    address of FPO  3.   Contact details of FPO  4.   Registration Number  5.   Date
    of registration/incorporation of FPO  6.   Brief account of business of FPO  7.   Number
    of Shareholder Members  8.    Number of Small, Marginal and Landless Shareholder
    Members'''
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: 0.43
      name: Cosine Accuracy@1
    - type: cosine_accuracy@5
      value: 0.87
      name: Cosine Accuracy@5
    - type: cosine_accuracy@10
      value: 0.92
      name: Cosine Accuracy@10
    - type: cosine_precision@1
      value: 0.43
      name: Cosine Precision@1
    - type: cosine_precision@5
      value: 0.17399999999999996
      name: Cosine Precision@5
    - type: cosine_precision@10
      value: 0.09199999999999997
      name: Cosine Precision@10
    - type: cosine_recall@1
      value: 0.43
      name: Cosine Recall@1
    - type: cosine_recall@5
      value: 0.87
      name: Cosine Recall@5
    - type: cosine_recall@10
      value: 0.92
      name: Cosine Recall@10
    - type: cosine_ndcg@5
      value: 0.6778743824685509
      name: Cosine Ndcg@5
    - type: cosine_ndcg@10
      value: 0.6934417324625011
      name: Cosine Ndcg@10
    - type: cosine_ndcg@100
      value: 0.712214063928892
      name: Cosine Ndcg@100
    - type: cosine_mrr@5
      value: 0.6126666666666668
      name: Cosine Mrr@5
    - type: cosine_mrr@10
      value: 0.618761904761905
      name: Cosine Mrr@10
    - type: cosine_mrr@100
      value: 0.623424850876552
      name: Cosine Mrr@100
    - type: cosine_map@100
      value: 0.6234248508765518
      name: Cosine Map@100
    - type: dot_accuracy@1
      value: 0.43
      name: Dot Accuracy@1
    - type: dot_accuracy@5
      value: 0.87
      name: Dot Accuracy@5
    - type: dot_accuracy@10
      value: 0.92
      name: Dot Accuracy@10
    - type: dot_precision@1
      value: 0.43
      name: Dot Precision@1
    - type: dot_precision@5
      value: 0.17399999999999996
      name: Dot Precision@5
    - type: dot_precision@10
      value: 0.09199999999999997
      name: Dot Precision@10
    - type: dot_recall@1
      value: 0.43
      name: Dot Recall@1
    - type: dot_recall@5
      value: 0.87
      name: Dot Recall@5
    - type: dot_recall@10
      value: 0.92
      name: Dot Recall@10
    - type: dot_ndcg@5
      value: 0.6778743824685509
      name: Dot Ndcg@5
    - type: dot_ndcg@10
      value: 0.6934417324625011
      name: Dot Ndcg@10
    - type: dot_ndcg@100
      value: 0.712214063928892
      name: Dot Ndcg@100
    - type: dot_mrr@5
      value: 0.6126666666666668
      name: Dot Mrr@5
    - type: dot_mrr@10
      value: 0.618761904761905
      name: Dot Mrr@10
    - type: dot_mrr@100
      value: 0.623424850876552
      name: Dot Mrr@100
    - type: dot_map@100
      value: 0.6234248508765518
      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("smokxy/embedding-finetuned")
# Run inference
sentences = [
    "What does the term 'shareholder members' refer to?",
    "'Date:  To, (i) The Managing Director Small Farmers' Agri-Business Consortium (SFAC), NCUI Auditorium, August Kranti Marg, Hauz Khas, New Delhi 110016. (ii)The Managing Director National Co-operative Development Corporation (NCDC), 4, Siri Institutional Area, Hauz Khas, New Delhi 110016. (iii) The Chief General Manager National Bank for Agriculture and Rural Development (NABARD), Regional Office --------------------------------------------------------------- (iv) To any other additional Implementing Agency allowed/designated, as the case may be. Sub: Application for Equity Grant under scheme of Formation and Promotion of 10,000  Farmer Producer Organizations (FPOs)  Dear Sir/Madam, We herewith apply for Equity Grant as per the provisions under the captioned scheme.  1. The details of the FPO are as under-   S. No.  Particulars to be furnished  Details  1.   Name of the FPO  2.   Correspondence address of FPO  3.   Contact details of FPO  4.   Registration Number  5.   Date of registration/incorporation of FPO  6.   Brief account of business of FPO  7.   Number of Shareholder Members  8.    Number of Small, Marginal and Landless Shareholder Members'",
    "'19.1   It has been seen, during first two years of implementation of PMFBY, there are various types of yield disputes, which unnecessarily delays the claim settlement. Following figure shows the procedures to  be adopted in various cases.    Figure. Procedures to be followed in different yield dispute cases     19.2   Wherever the yield estimates reported at IU level are abnormally low or high vis-à-vis the general crop  condition the Insurance Company in consultation with State Govt. can make use of various products (e.g. Satellite based Vegetation Index, Weather parameters, etc.) or other technologies (including  statistical test, crop models etc.) to confirm yield estimates. If Insurance Company witnesses any  anomaly/deficiency in the actual yield data(partial /consolidated) received from the State Govt., the  same shall be brought into the notice of concerned State department within 7 days from date of receipt of yield data with specific observations/remarks under intimation to Govt. of India and anomaly, if any, may be resolved  in next 7 days by the  State Level Coordination Committee (SLCC)  headed by Additional Chief Secretary/Principal Secretary/Secretary of the concerned department. This committee shall be authorized to decide all such cases and the decision in such cases shall be final. The SLCC may refer the case to State Level Technical Advisory Committee (STAC) for dispute resolution (Constitution of STAC is defined in Para 19.5). In case the matter stands unresolved even after examination by STAC, it may be escalated to TAC along with all relevant documents including minutes of meetings/records of discussion and report of the STAC and SLCC. Reference to TAC can be made thereafter only in conditions specified in Para 19.7.1 However, data with anomalies which is not reported within 7 days will be treated as accepted to insurance company.'",
]
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]
```

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## 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   | 0.43       |
| cosine_accuracy@5   | 0.87       |
| cosine_accuracy@10  | 0.92       |
| cosine_precision@1  | 0.43       |
| cosine_precision@5  | 0.174      |
| cosine_precision@10 | 0.092      |
| cosine_recall@1     | 0.43       |
| cosine_recall@5     | 0.87       |
| cosine_recall@10    | 0.92       |
| cosine_ndcg@5       | 0.6779     |
| cosine_ndcg@10      | 0.6934     |
| cosine_ndcg@100     | 0.7122     |
| cosine_mrr@5        | 0.6127     |
| cosine_mrr@10       | 0.6188     |
| cosine_mrr@100      | 0.6234     |
| **cosine_map@100**  | **0.6234** |
| dot_accuracy@1      | 0.43       |
| dot_accuracy@5      | 0.87       |
| dot_accuracy@10     | 0.92       |
| dot_precision@1     | 0.43       |
| dot_precision@5     | 0.174      |
| dot_precision@10    | 0.092      |
| dot_recall@1        | 0.43       |
| dot_recall@5        | 0.87       |
| dot_recall@10       | 0.92       |
| dot_ndcg@5          | 0.6779     |
| dot_ndcg@10         | 0.6934     |
| dot_ndcg@100        | 0.7122     |
| dot_mrr@5           | 0.6127     |
| dot_mrr@10          | 0.6188     |
| dot_mrr@100         | 0.6234     |
| dot_map@100         | 0.6234     |

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## 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** | **0.511**     | **0.1405** | **0.6234**                   |
| 0.9912    | 28     | -             | 0.1405     | 0.6234                       |

* 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}
}
```

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