pytorch_model.bin upload/update

README.md

@@ -44,344 +44,218 @@ metrics:
 - dot_mrr@100
 - dot_map@100
 widget:
-- source_sentence: What is considered when banks sanction a loan for a notified crop
-    in a notified area?
+- source_sentence: Who are the CSCs engaged to enrol non-loanee farmers?
   sentences:
-  - '''14.1.1 To cohesively coordinate the Implementing Agencies, activities and to
-    decide  the policy guidelines in the matter for better outcome of the Scheme,
-    there is a national level Project Management Advisory and Fund Sanctioning Committee
-    (N-PMAFSC) constituted   in DAC&FW.  Composition of the Committee shall be -   (i)  Secretary,
-    DAC&FW      ----------------------------------------------------Chairperson (ii)  Addl.
-    Secretary (Marketing), DAC&FW   ------------------------------------Member (iii)  AS&FA,
-    DAC&FW    --------------------------------------------------------------Member
-    (iv) JS (MIDH, RKVY, Co-operation), DAC&FW    -----------------------------Member
-    (v)  JS (MoFPI), as nominated by its Secretary---------------------------------Member  (vi)  JS
-    (DoAHD), as nominated by its Secretary--------------------------------Member (vii)
-    JS (Deptt. of Fisheries), as nominated by its Secretary-----------------Member
-    (viii)JS (MoRD), as nominated by its Secretary---------------------------------Member
-    (ix)  JS (DoNER),as nominated by its Secretary---------------------------------Member
-    (x)  JS (Tribal Affairs) nominated by Secretary----------------------------------Member
-    (xi) Managing Director (SFAC)-------------------------------------------------------Member  (xii)
-    Managing Director (NCDC)------------------------------------------------------Member
-    (xiii) NABARD''s representative not below the rank of CGM------------------Member  (xiv)
-    JS (Marketing), DAC&FW-----------------------------------------Member Secretary   Note:
-    (i) Chairperson may co-opt any additional member(s) including from any other Ministry
-    /Department, States or expert(s) to assist the functioning of the Committee. In
-    case of co-opted Members(s) from States, it shall be on rotation basis. Two prominent
-    farmer members or representatives of FPOs be nominated as member of the Committee
-    by Government of India.  (ii) Directorate of Marketing & Inspection, an attached
-    office of DAC&FW will provide necessary secretarial services and assistance including
-    technical inputs to N-PMAFSC in coordination, scrutiny and sanction of proposals
-    and will coordinate with NPMA, which shall also assist N-PMAFSC with inputs on
-    policy formulation, coordination among implementing agencies.'''
-  - '''(i) The software for vertical and horizontal e-Market place will provide information  about
-    the details of FPOs produce with its quality ready for sale.  (ii) It will provide
-    details of availability of quality inputs with price and also the details  of
-    custom hiring facility with rate.   (iii) It will also provide detailed information
-    about formation of FPO, its registration,  location, major business activity,
-    profitability status and all other related information FPO-wise.  (iv)  It will
-    have window to highlight the problems being encountered in any stage of  formation
-    and promotion of FPOs and quick response by respective agency to resolve the problem.  (v)
-    All the software developed by Implementing Agencies with respect to FPOs are  to
-    be inter-operable with this Integrated portal.'''
-  - '''17.4.1  Whenever banks sanction loan for a notified crop in a notified area,
-    the crop loan amount to the  extent of notified Sum Insured (equivalent **to DLTC/SLTC
-    approved Scale of Finance)** for notified  crop and acreage of individual notified
-    crop of loanee farmer shall be taken into consideration for compulsory coverage,
-    as per seasonality discipline. Based on seasonality of crop, banks should separately
-    calculate the eligibility of loan amount for both Kharif and Rabi seasons based
-    on the Scale of Finance and declared acreage under notified crops. Disbursing
-    bank branch/ PACS will prepare statement of crop-wise and insurance unit-wise
-    details of crop insurance with premium as per the  seasonality discipline. Loan
-    disbursing bank branch/ PACS shall finance additional loan equal to the premium
-    amount payable by farmer for crop insurance.  17.4.2  For insurance coverage of
-    a farmer, SI amount for a notified crop will be equivalent to Scale of Finance
-    defined in the Govt. notification and uploaded on the National Crop Insurance
-    Portal for the concerned notified crop and season. The total Sum Insured of loanee
-    farmer for the season shall be  calculated accordingly. The compulsory coverage
-    shall solely be based on the sanctioned / renewal of  credit limit for notified
-    crop for the season only and will be independent of disbursed amount/withdrawals.
-    Farmers availing/renewing the KCC loans for Kharif & Rabi crops after cut-off  date
-    (renew/sanction period) for the season will be eligible for cover under crop insurance
-    for the next/following crop season subject to the loan being standard loan and
-    cut-off-date of premium debit for the season.'''
-- source_sentence: Which organizations will be represented in the Technical Advisory
-    Committee (TAC)?
+  - '''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:
-  - '''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.'''
-  - '''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.'''
-  - '''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.'''
-- source_sentence: What are the ongoing schemes of the Government that can be used
-    to enhance the cost effectiveness of FPOs?
+  - '''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:
-  - '''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.'''
-  - '''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'''
-  - ''' (ii)  Ongoing schemes of Government will be used in convergence to enhance
-    the  cost effectiveness of FPOs in production and raising productivity and also
-    to meet the cost of infrastructure requirement of the FPOs. Implementing Agency
-    may converge the fund available with various on-going Government of India schemes
-    such as Rashtriya Krishi Vikas Yojna (RKVY), Mission for Integrated Development
-    for Horticulture (MIDH),National Food Security Mission (NFSM),  Pradhan Mantri
-    Kisan Sampada Yojna (PM-SAMPADA), Deendayal Antyodaya Yojna-National Rural Livelihood
-    Mission (DAY-NRLM), PM- FME Scheme of MoFPI, TRIFED etc. in programs, activities
-    and creation of infrastructure like Custom Hiring Centre/Common Facilitation Centre
-    with machinery/equipment relating to production and post-production, value addition
-    and farm level processing, storage and other activities to make FPOs sustainable
-    and economically viable.    (iii) Further, Agricultural Marketing Infrastructure
-    (AMI) Sub-Scheme of Integrated  Scheme for Agriculture Marketing (ISAM) will also
-    be converged and an FPO willing to develop post-harvest management and marketing
-    infrastructure can avail assistance thereunder.   (iv) States/ Union Territories
-    can avail assistance for development of marketing and  farm level value addition
-    infrastructure/facilities for FPOs including setting up  of  Custom Hiring Centre
-    (CHC)/Common Facilitation Center (CFC) for marketing and supply chain etc.  under
-    Agri- Market Infrastructure Fund (AMIF) approved for creation in NABARD for development
-    of marketing and farm level value addition infrastructure/facilities  in Gramin
-    Agriculture Markets (GrAMs). In this case, operational guidelines of AMIF and
-    NABARD''s procedure and terms and conditions of sanction and repayment of loan
-    for AMIF shall be applicable.  (v)  States/Union Territories can top up and additionally
-    supplement the activities of FPOs from their own fund for activities and infrastructure
-    not covered under Government of India Scheme.'''
-- source_sentence: What is the last date for enrolment of farmers for notified crop(s)
-    in the Kharif season?
-  sentences:
-  - '''16.1   The cut-off date is uniform for both loanee and non-loanee cultivators.
-    The State-wise cut-off dates for   different crops shall be based on Crop Calendar
-    of major crops published from time to time by the Directorate of Economics and
-    Statistics, DAC&FW,GOI. The latest copy of the Crop Calendar (District  Wise,
-    Crop Wise) is available on www.pmfby.gov.in. The SLCCCI, shall besides considering
-    the  prevailing agro-climatic conditions, rainfall distribution/ availability
-    of water for irrigation, sowing  pattern etc. in consultation with the Insurance
-    Company fix seasonality discipline of the coverage and other activities in such
-    a way that it does not encourage adverse selection or moral hazards.  If this
-    is violated by SLCCCI, GOI may decide not to provide premium subsidy.  16.2   The
-    **broad indicative seasonality discipline** is given in the Table 2 below:'''
-  - '''8  Banks/PACS/CSC/ insurance  agent/online enrolment by farmers etc.  Upto
-    last date of enrolment of farmers   as notified by States for notified crop(s)
-    or   up to  15th July* for  Kharif season  Upto last date of enrolment of farmers   as
-    notified by States for notified crop(s) or   up to  15th December*  for Rabi season  Cut-off
-    date for receipt of Applications of farmers/debit of premium from farmers account
-    (loanee and non- loanee) by all  stakeholders including banks/PACS/CSC/  insurance
-    agent/online enrolment by farmers etc. Note: *This is indicative only and district
-    wise crop calendar will be the final basis to arrive at cut off date  9  Declaration
-    of Prevented sowing  State Govt./ IC  Strictly within 15 days from cut off date
-    for  enrolment of farmers i.e 31st  July for Kharif and  31st Dec for Rabi  10  Banks/Portal  Within
-    15 days  of cut-off date for enrolment of farmers/debit of premium for  both loanee  and  non-
-    loanee farmers i.e. 31st  July for Kharif and  31st Dec for Rabi  Cut-off date
-    for electronic remittance of  premium  along with  consolidated Declarations to
-    respective Insurance Company and uploading of details of individual covered farmers
-    on crop insurance Portal by Bank branches (CBs/ RRBs/DCCBs/PACs), followed by  SMS
-    to all insured farmers from Portal  11  Within 48 Hours of receipt of application
-    & premium.  Insurance companies and their agents  Cut-off date for electronic
-    remittance of farmer premium to Insurance Companies for farmers covered on Voluntary
-    basis by designated insurance Agent(s) and uploading of details of individual
-    covered farmers on crop insurance Portal.  Insurance Companies  12  Cut-off date
-    for Insurer to accept or reject the farmer''s data on Portal  Within 15 days from
-    the cut-off date for uploading of data/information by Banks/PACS/CSC/Agent respectively.'''
-  - '''10.1 Under the scheme, financial support to Farmer Producer Organization (FPO)      @
-    up to maximum of Rs. 18 lakh / FPO or actual, whichever is lesser is to be provided
-    during three years from the year of formation. The financial support is not meant
-    for reimbursing the entire administrative and management cost of FPO but it is
-    to provide the financial support to the FPOs to the extent provided  to  make
-    them sustainable and economically viable. Hence, the fourth year onwards of formation,
-    the FPO has to manage their financial support from their own business activities.
-    The indicative financial support broadly covers (i) the support for salary of
-    its CEO/Manager (maximum up to Rs.25000/month) and Accountant (maximum up to Rs.
-    10000/month); (ii) one time registration cost(one time up to  maximum Rs. 40000
-    or actual whichever is lower); (iii) office rent (maximum up to Rs. 48,000/year);
-    (iv) utility charges (electricity and telephone charges of office of FPO maximum
-    up to Rs. 12000/year); (v) one-time cost for minor equipment (including furniture
-    and fixture maximum up to Rs. 20,000); (vi) travel and meeting cost (maximum up
-    to Rs.18,000/year); and (vii) misc. (cleaning, stationery etc. maximum up to Rs.
-    12,000/year). Any expenditure of operations, management, working capital requirement
-    and infrastructure development etc., over and above this, will be met by the FPOs
-    from their financial resources.  10.2 FPO being organization of farmers, it does
-    not become feasible for FPO itself to  professionally administer its activities
-    and day to day business, therefore, FPO requires some professionally equipped
-    Manager/CEO to administer its activities and day to day business with a sole objective
-    to make FPO economically sustainable and farmers'' benefiting agri-enterprise.
-    Not only for business  development but the value of professional is immense in
-    democratizing the FPOs and strengthening its governing system.'''
+  - ''' 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:
-  - '''  2.7    Secured credential/login, preferably linked with Aadhaar Number and
-    mobile OTP based, for all    Stakeholders viz, Central Government, State Governments,
-    Banks, empanelled Insurance Companies    and their designated field functionaries
-    will be provided on the Portal to enable them to    enter/upload/download the
-    requisite information.   2.8    Insurance Companies shall not distribute/collect/allow
-    any other proforma/utility/web Portal etc for    collecting details of insured
-    farmers separately. However they may provide all requisite support to    facilitate
-    Bank Branches/PACS for uploading the farmer''s details on the Portal well within
-    the    prescribed cut-off dates.  2.9    Only farmers whose data is uploaded on
-    the National Crop Insurance Portal shall be eligible for    Insurance coverage
-    and the premium subsidy from State and Central Govt. will be released    accordingly.  2.10    All
-    data pertaining to crop-wise, area-wise historical yield data, weather data, sown
-    area, coverage    and claims data, calamity years and actual yield shall be made
-    available on the National Crop    Insurance Portal for the purpose of premium
-    rating, claim calculation etc.  2.11    Banks/Financial Institutions/other intermediaries
-    need to compulsorily transfer the individual farmer''s    data electronically
-    to the National Crop Insurance Portal. Accordingly Banks/FIs may endeavour to    undertake
-    CBS integration in a time bound manner for real time transfer of information/data.   2.12     It
-    is also proposed to develop an integrated platform/portal for both PMFBY and Interest
-    Subvention    Scheme. The data/information of both the Schemes shall be auto synchronized
-    to enable real time    sharing of information and better program monitoring.  2.13   Insurance
-    Companies shall compulsorily use technology/mobile applications for monitoring
-    of crop    health/Crop Cutting Experiments (CCEs) in coordination with concerned
-    States. States shall also    facilitate Insurance Companies with Satellite Imagery/Usage
-    of Drones by way of prior approval of    agency from which such data can be sourced.
-    This is required for better monitoring and ground-   truthing.'''
-  - '''| AIC    |  Agricultural Insurance Company of India Ltd                                                 |\n|--------|----------------------------------------------------------------------------------------------|\n|
-    ACF    | Area Correction Factor                                                                       |\n|
-    APR    | Actuarial Premium Rate                                                                       |\n|
-    ARG    | Automatic Rain Gauge                                                                         |\n|
-    AWS    | Automatic Weather Stations                                                                   |\n|
-    AY     | Actual Yield                                                                                 |\n|
-    CB     | Commercial Banks                                                                             |\n|
-    CBS    | Core Banking Solution                                                                        |\n|
-    CCAFS  | Research program on Climate Change, Agriculture and Food Security                            |\n|
-    CCEs   | Crop Cutting Experiments                                                                     |\n|
-    CPMU   | Central Program Management Unit                                                              |\n|
-    CSC    | Common Service Center                                                                        |\n|
-    CSO    | Central Statistical Office                                                                   |\n|
-    CV     | Co-efficient of Variance                                                                     |\n|
-    DAC&FW | Department of Agriculture, Cooperation and Farmers Welfare                                   |\n|
-    DBT    | Direct Benefit Transfer                                                                      |\n|
-    DCCBs  | District Central Cooperative Banks                                                           |\n|
-    DLMC   | District Level Monitoring Committee                                                          |\n|
-    DLTC   | District Level Technical Committee                                                           |\n|
-    ESI    | Expected Sum Insured                                                                         |\n|
-    FASAL  | Forecasting Agricultural output using Space, Agro meteorological and
-    Land based observations |\n| FIs    | Financial Institutions                                                                       |\n|
-    GIC Re | General Insurance Corporation of India                                                       |\n|
-    GFR    | General Financial Rule                                                                       |\n|
-    GIS    | Geographic Information System                                                                |\n|
-    GPS    | Global Positioning System                                                                    |\n|
-    IA     | Implementing Agency                                                                          |\n|
-    IC     | Insurance Company                                                                            |\n|
-    IASRI  | Indian Agricultural Statistical Research Institute                                           |\n|
-    IFPRI  | International Food Policy Research Institute                                                 |\n|
-    IMD    | Indian Meteorological Department                                                             |\n|
-    IRRI   | International Rice Research Institute                                                        |\n|
-    IRDAI  | Insurance Regulatory and Development Authority of India                                      |\n|
-    ISRO   | Indian Space Research Organisation                                                           |\n|
-    ISS    | Interest Subvention Scheme                                                                   |\n|
-    IT     | Information Technology                                                                       |\n|
-    IU     | Insurance Unit                                                                               |\n|
-    KCC    | Kisan Credit Cards                                                                           |\n|
-    LC     | Loss Cost                                                                                    |\n|
-    LPA    | Long period Average                                                                          |\n|
-    LPC    | Land Possession Certificate                                                                  |\n|
-    MIS    | Management Information System                                                                |\n|
-    MNCFC  | Mahalanobis National Crop Forecast Centre                                                    |\n|
-    MOA&FW | Ministry of Agriculture and Farmers Welfare                                                  |'''
+  - '''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
@@ -402,6 +276,73 @@ widget:
     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
@@ -414,100 +355,100 @@ model-index:
       type: val_evaluator
     metrics:
     - type: cosine_accuracy@1
-      value: 0.45
+      value: 0.43
       name: Cosine Accuracy@1
     - type: cosine_accuracy@5
-      value: 0.9
+      value: 0.87
       name: Cosine Accuracy@5
     - type: cosine_accuracy@10
-      value: 0.97
+      value: 0.92
       name: Cosine Accuracy@10
     - type: cosine_precision@1
-      value: 0.45
+      value: 0.43
       name: Cosine Precision@1
     - type: cosine_precision@5
-      value: 0.17999999999999997
+      value: 0.17399999999999996
       name: Cosine Precision@5
     - type: cosine_precision@10
-      value: 0.09699999999999998
+      value: 0.09199999999999997
       name: Cosine Precision@10
     - type: cosine_recall@1
-      value: 0.45
+      value: 0.43
       name: Cosine Recall@1
     - type: cosine_recall@5
-      value: 0.9
+      value: 0.87
       name: Cosine Recall@5
     - type: cosine_recall@10
-      value: 0.97
+      value: 0.92
       name: Cosine Recall@10
     - type: cosine_ndcg@5
-      value: 0.6995571379884049
+      value: 0.6778743824685509
       name: Cosine Ndcg@5
     - type: cosine_ndcg@10
-      value: 0.7223445125128929
+      value: 0.6934417324625011
       name: Cosine Ndcg@10
     - type: cosine_ndcg@100
-      value: 0.7284306721940041
+      value: 0.712214063928892
       name: Cosine Ndcg@100
     - type: cosine_mrr@5
-      value: 0.6320000000000002
+      value: 0.6126666666666668
       name: Cosine Mrr@5
     - type: cosine_mrr@10
-      value: 0.6414841269841273
+      value: 0.618761904761905
       name: Cosine Mrr@10
     - type: cosine_mrr@100
-      value: 0.6426662975267629
+      value: 0.623424850876552
       name: Cosine Mrr@100
     - type: cosine_map@100
-      value: 0.6426662975267626
+      value: 0.6234248508765518
       name: Cosine Map@100
     - type: dot_accuracy@1
-      value: 0.45
+      value: 0.43
       name: Dot Accuracy@1
     - type: dot_accuracy@5
-      value: 0.9
+      value: 0.87
       name: Dot Accuracy@5
     - type: dot_accuracy@10
-      value: 0.97
+      value: 0.92
       name: Dot Accuracy@10
     - type: dot_precision@1
-      value: 0.45
+      value: 0.43
       name: Dot Precision@1
     - type: dot_precision@5
-      value: 0.17999999999999997
+      value: 0.17399999999999996
       name: Dot Precision@5
     - type: dot_precision@10
-      value: 0.09699999999999998
+      value: 0.09199999999999997
       name: Dot Precision@10
     - type: dot_recall@1
-      value: 0.45
+      value: 0.43
       name: Dot Recall@1
     - type: dot_recall@5
-      value: 0.9
+      value: 0.87
       name: Dot Recall@5
     - type: dot_recall@10
-      value: 0.97
+      value: 0.92
       name: Dot Recall@10
     - type: dot_ndcg@5
-      value: 0.6995571379884049
+      value: 0.6778743824685509
       name: Dot Ndcg@5
     - type: dot_ndcg@10
-      value: 0.7223445125128929
+      value: 0.6934417324625011
       name: Dot Ndcg@10
     - type: dot_ndcg@100
-      value: 0.7284306721940041
+      value: 0.712214063928892
       name: Dot Ndcg@100
     - type: dot_mrr@5
-      value: 0.6320000000000002
+      value: 0.6126666666666668
       name: Dot Mrr@5
     - type: dot_mrr@10
-      value: 0.6414841269841273
+      value: 0.618761904761905
       name: Dot Mrr@10
     - type: dot_mrr@100
-      value: 0.6426662975267629
+      value: 0.623424850876552
       name: Dot Mrr@100
     - type: dot_map@100
-      value: 0.6426662975267626
+      value: 0.6234248508765518
       name: Dot Map@100
 ---
 
@@ -561,9 +502,9 @@ from sentence_transformers import SentenceTransformer
 model = SentenceTransformer("smokxy/embedding-finetuned")
 # Run inference
 sentences = [
-    'What is the requirement for the shareholder list and share capital contribution?',
-    "'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;'",
-    "'| AIC    |  Agricultural Insurance Company of India Ltd                                                 |\\n|--------|----------------------------------------------------------------------------------------------|\\n| ACF    | Area Correction Factor                                                                       |\\n| APR    | Actuarial Premium Rate                                                                       |\\n| ARG    | Automatic Rain Gauge                                                                         |\\n| AWS    | Automatic Weather Stations                                                                   |\\n| AY     | Actual Yield                                                                                 |\\n| CB     | Commercial Banks                                                                             |\\n| CBS    | Core Banking Solution                                                                        |\\n| CCAFS  | Research program on Climate Change, Agriculture and Food Security                            |\\n| CCEs   | Crop Cutting Experiments                                                                     |\\n| CPMU   | Central Program Management Unit                                                              |\\n| CSC    | Common Service Center                                                                        |\\n| CSO    | Central Statistical Office                                                                   |\\n| CV     | Co-efficient of Variance                                                                     |\\n| DAC&FW | Department of Agriculture, Cooperation and Farmers Welfare                                   |\\n| DBT    | Direct Benefit Transfer                                                                      |\\n| DCCBs  | District Central Cooperative Banks                                                           |\\n| DLMC   | District Level Monitoring Committee                                                          |\\n| DLTC   | District Level Technical Committee                                                           |\\n| ESI    | Expected Sum Insured                                                                         |\\n| FASAL  | Forecasting Agricultural output using Space, Agro meteorological and Land based observations |\\n| FIs    | Financial Institutions                                                                       |\\n| GIC Re | General Insurance Corporation of India                                                       |\\n| GFR    | General Financial Rule                                                                       |\\n| GIS    | Geographic Information System                                                                |\\n| GPS    | Global Positioning System                                                                    |\\n| IA     | Implementing Agency                                                                          |\\n| IC     | Insurance Company                                                                            |\\n| IASRI  | Indian Agricultural Statistical Research Institute                                           |\\n| IFPRI  | International Food Policy Research Institute                                                 |\\n| IMD    | Indian Meteorological Department                                                             |\\n| IRRI   | International Rice Research Institute                                                        |\\n| IRDAI  | Insurance Regulatory and Development Authority of India                                      |\\n| ISRO   | Indian Space Research Organisation                                                           |\\n| ISS    | Interest Subvention Scheme                                                                   |\\n| IT     | Information Technology                                                                       |\\n| IU     | Insurance Unit                                                                               |\\n| KCC    | Kisan Credit Cards                                                                           |\\n| LC     | Loss Cost                                                                                    |\\n| LPA    | Long period Average                                                                          |\\n| LPC    | Land Possession Certificate                                                                  |\\n| MIS    | Management Information System                                                                |\\n| MNCFC  | Mahalanobis National Crop Forecast Centre                                                    |\\n| MOA&FW | Ministry of Agriculture and Farmers Welfare                                                  |'",
+    "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)
@@ -609,38 +550,38 @@ You can finetune this model on your own dataset.
 
 | Metric              | Value      |
 |:--------------------|:-----------|
-| cosine_accuracy@1   | 0.45       |
-| cosine_accuracy@5   | 0.9        |
-| cosine_accuracy@10  | 0.97       |
-| cosine_precision@1  | 0.45       |
-| cosine_precision@5  | 0.18       |
-| cosine_precision@10 | 0.097      |
-| cosine_recall@1     | 0.45       |
-| cosine_recall@5     | 0.9        |
-| cosine_recall@10    | 0.97       |
-| cosine_ndcg@5       | 0.6996     |
-| cosine_ndcg@10      | 0.7223     |
-| cosine_ndcg@100     | 0.7284     |
-| cosine_mrr@5        | 0.632      |
-| cosine_mrr@10       | 0.6415     |
-| cosine_mrr@100      | 0.6427     |
-| **cosine_map@100**  | **0.6427** |
-| dot_accuracy@1      | 0.45       |
-| dot_accuracy@5      | 0.9        |
-| dot_accuracy@10     | 0.97       |
-| dot_precision@1     | 0.45       |
-| dot_precision@5     | 0.18       |
-| dot_precision@10    | 0.097      |
-| dot_recall@1        | 0.45       |
-| dot_recall@5        | 0.9        |
-| dot_recall@10       | 0.97       |
-| dot_ndcg@5          | 0.6996     |
-| dot_ndcg@10         | 0.7223     |
-| dot_ndcg@100        | 0.7284     |
-| dot_mrr@5           | 0.632      |
-| dot_mrr@10          | 0.6415     |
-| dot_mrr@100         | 0.6427     |
-| dot_map@100         | 0.6427     |
+| 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     |
 
 <!--
 ## Bias, Risks and Limitations
@@ -782,10 +723,10 @@ You can finetune this model on your own dataset.
 </details>
 
 ### Training Logs
-| Epoch     | Step   | Training Loss | loss      | val_evaluator_cosine_map@100 |
-|:---------:|:------:|:-------------:|:---------:|:----------------------------:|
-| **0.531** | **15** | **0.4597**    | **0.085** | **0.6427**                   |
-| 0.9912    | 28     | -             | 0.0850    | 0.6427                       |
+| 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.
 

model.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d354fde7e6dc1191e4a52da16a949720b9dfdcfe1fc7be175cdd2b1a92fe4b1c
+oid sha256:f5efc9926a3152d21e8e02ef274ec6c651199f0848dd872e806111d6ec88aa98
 size 133462128