pytorch_model.bin upload/update

README.md

@@ -42,277 +42,316 @@ tags:
 - sentence-similarity
 - feature-extraction
 - generated_from_trainer
-- dataset_size:7033
+- dataset_size:900
 - loss:GISTEmbedLoss
 widget:
-- source_sentence: Are Producer Companies required to maintain a general reserve?
+- source_sentence: How many more Kiosks was SBI planning to establish in the next
+    one year?
   sentences:
-  - '''DONATIONS OR SUBSCRIPTION BY PRODUCER COMPANY A Producer Company may, by special
-    resolution, make donation or subscription to any institution or individual for
-    the purposes of -  (a) promoting the social and economic welfare of Producer Members
-    or producers or general public; or (b) *promoting the mutual assistance principles:*
-    Provided that the aggregate amount of all such donation and subscription in any
-    financial year shall not exceed three per cent of the net profit of the Producer
-    Company in the financial year immediately preceding the financial year in which
-    the donation or subscription was made: Provided further that no Producer Company
-    shall make directly or indirectly to any political party or for any political
-    purpose to any person any contribution or subscription or make available any facilities
-    including personnel or material.    581ZI. GENERAL AND OTHER RESERVES  (1) Every
-    Producer Company shall maintain a general reserve in every financial year, in
-    addition to any reserve maintained by it as may be specified in articles.  (2)
-    In a case where the Producer Company does not have sufficient funds in any financial
-    year for transfer to maintain the reserves as may be specified in articles, the
-    contribution to the reserve shall be shared amongst the Members in proportion
-    to their patronage in the business of that company in that year.    581ZJ. ISSUE
-    OF BONUS SHARES Any Producer Company may, upon recommendation of the Board and
-    passing of resolution in the general meeting, issue bonus shares by capitalisation
-    of amounts from general reserves referred to in section 581ZI in proportion to
-    the shares held by the Members on the date of the issue of such shares.'''
-  - '''    POPI will be required to submit a Utilization Certificate as per Annexure
-    II, in respect of  funds released earlier, for processing of release proposal
-    from second instalment onwards.  xi.     POPI will maintain detailed account of
-    expenditure of all approved items in respect of each  FPO separately and retain
-    all original vouchers and receipts for verification by NABARD and RSA.  xii.     POPI
-    shall submit monthly progress report to NABARD Regional Office before 5th of the  succeeding
-    month as per **Annexure III**  xiii.     POPI shall constitute a \''Project Monitoring
-    Committee (PMC) consisting of  representative  of POPI, RSA, DDM **of** NABARD,
-    Lead District Manager, ATMA, Agriculture department  and a Board member of FPO(to
-    be promoted). The PMC shall meet quarterly to review the progress, guide the project
-    execution and make recommendation for release of grant to POPI/FPO.   xiv.     POPI
-    will submit all such information and data as required for the periodic monitoring
-    of  the project by NABARD/its representatives. POPI shall not publish the reports/research
-    findings/results without a written permission from NABARD. Further, NABARD shall
-    have the right to use the same for its internal use, training, publicity, etc.,
-    after duly acknowledging the source(s).  xv.     POPI may undertake to document
-    its experience during the course of implementation of  the project and submit
-    to NABARD Regional Office for information/record.  xvi.     The assistance of
-    NABARD shall be duly acknowledged by displaying suitable sign board  containing
-    **\''Project supported under NABARD assistance\''** at the FPO Office and also
-    while organising training programmes and printing of publicity/documentation material
-    in respect of the project.  xvii.     POPI shall not sub-contract the work assigned
-    to it to any other institution/entity.  xviii.     In the event of POPI availing
-    assistance from any other agency for any activity of the same  project, NABARD''s
-    assistance will be reduced to that extent.'''
-  - '''6.3.1   Aadhaar has been made mandatory for availing Crop insurance from Kharif
-    2017 season onwards.    Therefore, all banks are advised to mandatorily obtain
-    Aadhaar number of their farmers and the same    applies  for  non-loanee  farmers  enrolled  through  banks/Insurance  companies/insurance    intermediaries.  6.3.2   Farmers
-    not having Aadhaar ID may also enrol under PMFBY subject to their enrolment for    Aadhaar
-    and submission of proof of such enrolment as per notification No. 334.dated 8th
-    February,    2017 issued by GOI under Section 7 of Aadhaar Act 2016(Targeted Delivery
-    of Financial and other    Subsidies, Benefits and Services). Copy of the notification
-    may be perused on www.pmfby.gov.in. This    may be  subject to further directions
-    issued by Govt. from time to time.  6.3.3    All banks have to compulsorily take
-    Aadhaar/Aadhaar enrolment number as per notification under  Aadhaar Act before
-    sanction of crop loan/KCC under Interest Subvention Scheme. Hence the coverage    of
-    loanee farmers without Aadhaar does not arise and such accounts need to be reviewed
-    by the    concerned bank branch regularly.'''
-- source_sentence: Where is the shoot borer widely distributed?
+  - '''First installment due on (date) :      ii). Last Installment due on (date)
+    :    6. b). Cash Credit :      Limit:  Drawing Power:  Outstanding:    Comments
+    on Irregularity ( if any):      Any adverse comments on the unit by inspecting
+    official in last inspection report:      7.  A. Cost of Project (as accepted by
+    sanctioning authority)(In Rs. Lakh)   B. Means of Finance (as accepted by sanctioning
+    authority)(In Rs. Lakh)    Give component wise details    a. Term loan of Bank:  b.
+    Promoter Equity  c. Unsecured loan :  d. Others if any    Total     Total     8.  A.
+    Forward Linkages:   B. Backward Linkages with Small/Marginal farmers:      1     No.
+    of members:       2    Details of Primary and Collateral Securities taken by the
+    bank (if any)    3    a. Primary  Securities  b. Collateral Securities    4  5      6      (Please
+    enclose details separately)  9  NameoftheConsortium(ifany)associatedwithCreditFacilitywithcompleteaddress,contac
+    t details and email:  9 a)  Address (*with pin-code) :  9 b)  Contact Details
+    :    9 c)  Email Address :    Request of Branch head for Credit Guarantee:- In
+    view of the above information, we request Credit Guarantee Cover against Credit
+    Facility of Rs.....................(in Rupees  ) to FPO(copy of sanction letter
+    along with appraisal/process note of  competent authority is enclosed for your
+    perusal and record ). Further we confirm that :  1. The KYC norms in respect of
+    the Promoters have been complied by us.  2. Techno-feasibility and economic viability
+    aspect of the project has been taken care of by  the sanctioning authority and
+    the branch.  3. On quarterly basis, bank will apprise the ........................(Name
+    of Implementing Agency)about  progress of unit, recovery of bank''s dues and present
+    status of account to........................(Name of Implementing Agency)  4.
+    We undertake to abide by the Terms & Conditions of the Scheme.'''
+  - '''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'''
+  - '''1.6 Due to greater acceptability of the federations in the villages, State
+    Bank of India (SBI) approved opening of Kiosks under BC model through federations
+    to achieve financial inclusion. As on September 2014, 16 kiosks were working through
+    three farmer club federations. SBI was in the process of establishing 14 more
+    Kiosks at other village centres in the next one year in the district. The Kiosks
+    were attached to the nearest branch and worked under the guidance of the concerned
+    Branch Manager. The Branch Manager supervises and monitors the work of the Kiosks
+    (BC). 1.7 At present, the Kiosks are mainly involved in providing banking services
+    like, opening of savings bank accounts, recurring deposit accounts, acceptance
+    of deposits and payment towards withdrawal. The kiosks are also dispensing old
+    age pensions, student scholarships, MNREGA payments and other social sector payments,
+    routed by the Government. The present monthly income (Rs. 8000 to Rs. 14,000)
+    of the Kiosk is mainly from banking services. The expenditure involved was salary
+    to the operator, rent of the premises, interest on the initial investment etc.,
+    which is about Rs. 8000 to Rs. 10,000 (Salary of the operator-Rs.4000 to Rs. 5000,
+    Premises rent-about Rs. 2000 to Rs. 3000).'''
+- source_sentence: How are the kiosks attached to the nearest branch?
   sentences:
-  - '''Sugarcane is an important commercial crop in India . It is cultivated under
-    diverse  agro-climatic conditions . The crop is damaged by 5 important moth borers
-    . Among these borers the shoot borer, Chilo infuscatellus is an important one
-    and is widely distributed in all cane growing areas in India. The infestation
-    reduces cane production, Parthasarathy et al (1953) observed a loss in weight
-    of the infested clumps varying from 15.8 to 41.7 % A decrease in yield by 10 t
-    /ha has been calculated by Ramachandrachari (1959) Avasthy (1968) correlated  the
-    incidence of shoot borer with cane yield and found 3.5 % loss in yield at every
-    5 % increase in borer infestation. High temperature , low humidity and scanty
-    rainfall and poor irrigation facilitate high incidence of shoot borer.'''
-  - '''3. Whitefly , Bemisia tabaci , Aleyrodidae, Hemiptera Symptom of damage: Yellowing
-    of leaves, plant vitality reduced, development of sooty mould, plant dies in case
-    of severe attack. Nature of damage:  Nymphs and adults suck the plant sap and
-    also transmits yellow mosaic virus (YMV). Egg: Stalked, sub-elliptical, light
-    yellow at first, and turning brown later on. Eggs laid singly on adaxial (lower)
-    side of leaves. Nymph: Elliptical on emergence, soon they fix their mouthparts
-    into the plant tissues and feed on the cell sap. Greenish yellow, oval on undersurface
-    of leaves. Adult:  Small with yellow body covered with white waxy bloom.'''
-  - '''Kharif / Kharif Kharif / Rabi food grains To get a higher yield of wheat, it
-    is necessary to pay attention to the following points: -. For field preparation,
-    plough first with a cultivator and then use a rotavator ''harrow''. Organic fertilizers
-    must be used. As much as possible, half of the nutrients should be provided by
-    organic fertilizers. The species should be selected according to regional compatibility
-    and seasonality. Pure and certified seeds should be sown after seed treatment.
-    Balanced amounts of fertilizers should be used at the right time and in the right
-    manner based on soil testing. Irrigation at critical stages (crown root stage
-    and flowering stage) should be done in a timely manner and in adequate quantity.
-    Outbreaks of wheatgrass (Phalaris minor) and wild oats should be controlled in
-    time. & 4S HA # (4? (A) Other activities should be completed on time based on
-    the recommendation |0. Seeds must be replaced after the third year.. Gerotillage
-    and raised bed method should be used. 2. Special care should be taken to prevent
-    pests and diseases. Intensive methods: In case of irrigated sowing: About 97%
-    of the total wheat area in the state is irrigated but assured or assured irrigation
-    is available in a small area. Hence, the sowing of wheat is often delayed. We
-    have to decide in advance which variety of paddy to choose in kharif and which
-    variety of wheat to sow in rabi. To get a good yield of wheat, it is necessary
-    to sow paddy in time, so that the field is empty for wheat in October. Another
-    thing to be noted is that puddling or leva in paddy causes the soil to harden.
-    In heavy soils, it is advisable to sow wheat by first ploughing with a soil-reversing
-    plough and then ploughing the soil twice with a disc harrow. Paddy stalks are
-    cut into small pieces using disc harrows. To decompose them quickly, 45-20 kg.
-    Nitrogen (as urea) per se. When preparing the field, it must be given at the first
-    ploughing. The field is fully prepared in a single ploughing by a tractor-driven
-    rotavator. |बुवाई: Wheat must be sown on time and at sufficient moisture. Late-maturing
-    varieties must be sown on time, otherwise the yield decreases. As sowing is delayed,
-    the rate of decline in wheat yields increases. Wheat yields increase from 3 to
-    4 kg / ha when sown from December onwards. And 4 to 5 k.g. / ha when sown in January.
-    The rate per week decreases. Sowing wheat with a seed drill can save fertilizer
-    and seed. 4'''
-- source_sentence: Why is the development of Best Practices, Pilot Projects, and Success
-    Stories important for FPOs?
+  - '''In addition, past yield data for requisite number of years will have to be
+    made available separately for both  7.2.6  While notifying the crop(s) where a
+    specific conversion factor is being used for reporting of yield such as in the
+    case of rice/paddy etc, due care should be taken by the State Nodal Department
+    to use the  relevant specific nomenclature for disclosure of Average Yield, Threshold
+    Yield and Actual Yield while releasing the Tender Document and submission of Yield
+    data and CCE data for calculation of admissible  claims. Insurance Companies will
+    also be responsible for prior scrutiny of Tender document. Information/data provided
+    in Tender document will be treated as final and in case of any error/  misreporting/disparity,
+    State Govt. and Insurance Company will be equally liable for payment of  additional
+    claims arising on account of it, if any.  7.2.7  For the current season or subsequent
+    seasons (in a multi-year contract), the States, if required, can  notify additional
+    IUs or de-notify  certain IUs  subject to maximum deviation of 10% of already
+    notified  IUs for the crop within a district at the same premium rate, before
+    the cut-off date for debit of premium. If the  deviation is >10% or in case of
+    addition of new crop, actuarial premium rate may be worked out either by calculation
+    of weighted average premium rate as prevalent in contiguous districts  or  by
+    applying appropriate loading on the existing premium rate. The rates for such
+    crops will be determined /verified by TSU and its decision will be binding on
+    both States and ICs.  7.2.8  States implementing PMFBY at Village/ Village Panchayat
+    level for major crops shall be entitled for  50% reimbursement of incremental
+    expenses of CCEs and cost of smart phones/ improved technology **from GOI.** Only
+    eligible items will be considered for reimbursement.'''
+  - '''i. The credit guarantee cover per FPO will be limited to the project loan of
+    Rs. 2  crore. In case of project loan up to Rs. 1 crore, credit guarantee cover
+    will be 85% of bankable project loan with ceiling of Rs. 85 lakh; while in case
+    of project  loan above Rs.1 crore and up to Rs. 2 crore, credit guarantee cover
+    will be 75% of bankable project loan with a maximum ceiling of Rs. 150 lakh. However,
+    for project loan over Rs. 2 crore of bankable projet loan, credit guarantee cover
+    will be limited maximum upto Rs.2.0 crore only.  ii. ELI shall be eligible to
+    seek Credit Guarantee Cover for a credit facility  sanctioned in respect of a
+    single FPO borrower for a maximum of 2 times over a period of 5 years.   iii.
+    In case of default, claims shall be settled up to 85% or 75 % of the amount in  default
+    subject to maximum cover as specified above.   iv. Other charges such as penal
+    interest, commitment charge, service charge, or  any other levies/ expenses, or
+    any  costs whatsoever debited to the account of FPO by the ELI other than the
+    contracted interest shall not qualify for Credit Guarantee Cover.  v. The Cover
+    shall only be granted after the ELI enters into an agreement with  NABARD or NCDC,
+    as the case may be, and shall be granted or delivered in accordance with the Terms
+    and Conditions decided upon by NABARD or NCDC, as the case may be, from time to
+    time.'''
+  - '''1.6 Due to greater acceptability of the federations in the villages, State
+    Bank of India (SBI) approved opening of Kiosks under BC model through federations
+    to achieve financial inclusion. As on September 2014, 16 kiosks were working through
+    three farmer club federations. SBI was in the process of establishing 14 more
+    Kiosks at other village centres in the next one year in the district. The Kiosks
+    were attached to the nearest branch and worked under the guidance of the concerned
+    Branch Manager. The Branch Manager supervises and monitors the work of the Kiosks
+    (BC). 1.7 At present, the Kiosks are mainly involved in providing banking services
+    like, opening of savings bank accounts, recurring deposit accounts, acceptance
+    of deposits and payment towards withdrawal. The kiosks are also dispensing old
+    age pensions, student scholarships, MNREGA payments and other social sector payments,
+    routed by the Government. The present monthly income (Rs. 8000 to Rs. 14,000)
+    of the Kiosk is mainly from banking services. The expenditure involved was salary
+    to the operator, rent of the premises, interest on the initial investment etc.,
+    which is about Rs. 8000 to Rs. 10,000 (Salary of the operator-Rs.4000 to Rs. 5000,
+    Premises rent-about Rs. 2000 to Rs. 3000).'''
+- source_sentence: What is the principle on which the Scheme operates?
   sentences:
-  - '''III. SAP FEEDERS 8. Shoot bug : Peregrinus maidis : Delphacidae:  Hemiptera
-    Symptom of attack: The leaves turn yellow due to sucking; plants become weak and
-    the yield goes down. The mid rib of the leaves become red due to egg laying and
-    may dry up subsequently. Nature of damage: Both adults and nymphs suck the plant
-    sap from the leaves and cause the shoot to dry. They feed gregariously within
-    the leaf sheaths. It is not a serious pest, but sometimes causes appreciable damage.
-    Life stages: It is a small active, grayish brown bug. Colonies of this bug (both
-    adults and nymphs) live within the whorl of the central leaf or in the root region.
-    This pest is very common in Coimbatore during summer. The large black ant attends
-    these insects.'''
-  - '''a.  Through a survey; or  b.  Through Focused Group Discussion  Determine key
-    indicators for the monitoring process- Develop formats Secondary Data - The returns
-    submitted by the PO, data available from the Government Departments and also published
-    data from other projects. 10.16  What are the methods of sampling? There are 3
-    sampling techniques: random sampling, stratified sampling and cluster sampling
-    Random sampling:  Sampling of households on random basis Stratified sampling:  The
-    producers are categorized into different strata like big, medium and small.  Data
-    are collected from each strata in a specified proportion  i.e., say,  every fifth
-    producer''s household data from the big producers, every third producer''s house
-    hold data from small producers  every second house hold data  from the very small
-    producers'' category Cluster sampling: In this case, data of only those producers
-    households will be collected who are in the cluster for a specified period 10.17
-    How to analyze the data? Analysis is the process of turning the detailed data
-    into an understanding of patterns, trends and interpretations. The step by step
-    process involved in monitoring analysis is enumerated below:'''
-  - '''i.  Identification of potential FPOs among successful Watershed Development
-    projects, Wadi Projects and their Federations.  ii.  Identification of natural
-    clusters of farmers groups to facilitate formation of FPOs  iii.  Close involvement
-    of stakeholders such as NGOs, Banks, Govt. line departments, commodity Boards,
-    Corporations, Corporate, functional Universities, cooperatives, Federations, Trade
-    bodies, etc. for identification, promotion, nurturing, development, capacity building,
-    evaluation etc. of FPOs  iv.  Development of Best Practices, Pilot Projects and
-    Success Stories for wider publicity and field level replication  v.  Adoption
-    of mission mode with periodic qualitative and quantitative milestones with  timelines  vi.  Wide
-    publicity to the FPO Scheme through print, electronic media and  adopting other
-    Mass Communication Strategies  vii.  Conventional/non-conventional publicity and
-    awareness creation methods  viii.  Launching of pilot projects, action research
-    projects, experimental projects, field trials etc. to learn and understand various
-    models of FPOs and successful strategies for wider replication'''
-- source_sentence: Apart from nutrients and protein, what role does Moong have in
-    pulses crops?
+  - '''| Sl. No Section                                              | Page No.                                                                        |\n|-------------------------------------------------------------|---------------------------------------------------------------------------------|\n|
+    Abbreviations                                               | I-II                                                                            |\n|
+    1                                                           | Objective of the
+    Scheme                                                         |\n| 2                                                           |
+    Adoption of Technology for Scheme Administration                                |\n|
+    3                                                           | Coverage of Farmers                                                             |\n|
+    4                                                           | Coverage of Crops                                                               |\n|
+    5                                                           | Coverage of Risks
+    & Exclusions                                                  |\n| 6                                                           |
+    Preconditions for implementation of the Scheme                                  |\n|
+    7                                                           | Notification                                                                    |\n|
+    8                                                           |                                                                                 |\n|
+    Engagement of Common Service Centres and Intermediaries for |                                                                                 |\n|
+    coverage of non loanee Farmers                              |                                                                                 |\n|
+    11                                                          |                                                                                 |\n|
+    9                                                           | Electronic Remittance
+    of Funds                                                  |\n| 10                                                          |
+    Census code Mapping of Entities                                                 |\n|
+    11                                                          | Digitization of
+    Land Records                                                    |\n| 12                                                          |
+    Sum Insured/Coverage Limit                                                      |\n|
+    13                                                          | Premium Rates and
+    Premium Subsidy                                               |\n| 14                                                          |
+    Budget for Administrative Expenses                                              |\n|
+    15                                                          | Technical Support
+    Unit(TSU)/Central Programme Management Unit(CPMU)             |\n| 16                                                          |
+    Seasonality Discipline                                                          |\n|
+    17                                                          | Collection of Proposals
+    and Premium from Farmers                                |\n| 18                                                          |
+    Assessment of Loss/Short Fall in Yield                                          |\n|
+    19                                                          | Dispute Resolution
+    regarding Yield Data/Crop Loss                               |\n| 20                                                          |
+    Use of Innovative Technologies                                                  |\n|
+    21                                                          | Assessment of Claims                                                            |\n|
+    22                                                          | Participation of
+    Loss Assessors/Evaluators for Loss Assessment under the Scheme |\n| 23                                                          |
+    Procedure for Settlement of Claims                                              |\n|
+    24                                                          | Important Conditions/Clauses
+    Applicable for Coverage of Risks                   |\n| 25                                                          |
+    Acreage Discrepancy                                                             |\n|
+    26                                                          | Publicity and Awareness                                                         |\n|
+    27                                                          | Service Charges                                                                 |\n|
+    28                                                          | Goods & Service
+    Tax(GST)                                                        |\n| 29                                                          |
+    Monitoring and Review of the Scheme                                             |\n|
+    30                                                          | Grievance Redressal
+    Mechanism                                                   |\n| 31                                                          |
+    Empanelment and Selection of Insurance Companies                                |\n|
+    32                                                          | Clustering/Clubbing
+    of districts for bidding by the State                       |\n| 33                                                          |
+    Assessment of Performance and De-empanelment of Insurance Companies             |\n|
+    34                                                          | Evaluation of Efficiency
+    of Nodal Department of the State                       |\n| 35                                                          |
+    Role & Responsibilities of Various Agencies                                     |\n|
+    36                                                          | National Crop Insurance
+    Portal for administration of Crop Insurance Program     |\n| Annexure - 1                                                |
+    78-85                                                                           |\n|
+    Annexure - 2                                                | 86-89                                                                           |\n|
+    Annexure - 3                                                | 90-93                                                                           |'''
+  - '''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:'''
+  - '''7.2.1  The Scheme shall operate on the principle of \''Area Approach\'' in
+    the selected defined areas called Insurance Unit (IU). State Govt. /UT will notify
+    crops and defined areas covered during the season in  accordance with decision
+    taken in the meeting of SLCCCI. State/UT Govt. should notify Village/Village Panchayat
+    or any other equivalent unit as an insurance unit for major crops defined at District
+    /  Taluka or equivalent level. For **other crops** it may be a unit of size above
+    the level of Village/village  Panchayat. For defining a crop as a major crop for
+    deciding the Insurance Unit level, the sown area of'''
+- source_sentence: How can the government prioritize FPOs?
   sentences:
-  - '''DONATIONS OR SUBSCRIPTION BY PRODUCER COMPANY A Producer Company may, by special
-    resolution, make donation or subscription to any institution or individual for
-    the purposes of -  (a) promoting the social and economic welfare of Producer Members
-    or producers or general public; or (b) *promoting the mutual assistance principles:*
-    Provided that the aggregate amount of all such donation and subscription in any
-    financial year shall not exceed three per cent of the net profit of the Producer
-    Company in the financial year immediately preceding the financial year in which
-    the donation or subscription was made: Provided further that no Producer Company
-    shall make directly or indirectly to any political party or for any political
-    purpose to any person any contribution or subscription or make available any facilities
-    including personnel or material.    581ZI. GENERAL AND OTHER RESERVES  (1) Every
-    Producer Company shall maintain a general reserve in every financial year, in
-    addition to any reserve maintained by it as may be specified in articles.  (2)
-    In a case where the Producer Company does not have sufficient funds in any financial
-    year for transfer to maintain the reserves as may be specified in articles, the
-    contribution to the reserve shall be shared amongst the Members in proportion
-    to their patronage in the business of that company in that year.    581ZJ. ISSUE
-    OF BONUS SHARES Any Producer Company may, upon recommendation of the Board and
-    passing of resolution in the general meeting, issue bonus shares by capitalisation
-    of amounts from general reserves referred to in section 581ZI in proportion to
-    the shares held by the Members on the date of the issue of such shares.'''
-  - '''Larval rearing : It is to be done in GI round basins (28 cm dia ) at 250 larvae
-    /basin covered with khada cloth . The eggs of Corcyra cephlonica are  given as
-    feeding material for the larvae in the laboratory. For rearing 500 Chrysoperla
-    larvae the total quantity of Corcyra eggs required is 25 CC at the rate of 5.0
-    CC / feeding for 5 feedings in alternate days. The Chrysoperla larvae pupated
-    into round white coloured silken cocoon  in 10 days. The cocoons are  collected
-    with fine brush and transferred into a one litre plastic containers with wire
-    mesh window for emergence of adults. From the cocoons, pale green colored adults
-    with transparent lace like wings emerge in 9-10 days.'''
-  - '''Advanced cultivation of Kharif / Kharif Rabi / Rabi pulses is the major crop
-    of Moong Zaid. Moong has a multifaceted role in pulses crops. Apart from providing
-    nutrients and protein, it also replenishes green manure by replanting crops after
-    plucking the pods. Etawaligarh, Deoria, Etawah, Farrukhabad, Mathura, Lalitpur,
-    Kanpur Dehat, Hardoi, and Ghazipur districts of the state have emerged as major
-    groundnut producing districts. Other districts also have potential. Good yield
-    can be obtained in Zaid by considering the following factors - Field preparation:
-    Loam land is suitable for mung bean cultivation. Ploughing two tillers makes the
-    field ready. If there is a shortage of seeds, they should be replanted and sown.
-    Farm preparation can be done quickly with tractors, power tillers, rotovators,
-    or other modern agricultural machinery. Recommended varieties: The following varieties
-    with short maturation are suitable for good yield: - Species Notification Speciality
-    Ripe Produce Kuntala Pest Disease Preference Suitable Area Year Period (days)
-    Per Hectare Utilization 2 3 4 5 6 74. Narendra Moong - 992. Dana Dhumil. . 65-70
-    4 - 3 yellow mosaic whole U.P. 2. Malviya 2000 green grain. 65-70 2 - 5 Tolerant,
-    Tadeva Sampoorna U.P. Jagrati (H.P. UM-2) 3. Emperor 2004 Green Shining. 60-65
-    9 - 0 Yellow Magic Whole U.P. PDM-39) Avrodhi4. Malviya Janapriya. .200] - 60-65
-    2 - 5 Tadaiv Sampoorn Uttar Pradesh (HUM-6) 5. Azad Moong -] 2020 Bright green.
-    62-65 0 - 2 MYMV, Whole U.P. (K, M-2342) Colour Medium CLS, Ansharqunose, Bold
-    Grain Leaf Crinkle and Web Blight Resistant and Height Fly, Jasid and Shrips Resistant
-    |6. IPM 32-20 2020 Green and Medium 65-85 6 MYMV, Whole U.P. Large Grain Powdery
-    Mildew, Resistant to Sarcosporalife Spots and Resistant to Whitefly and Shrips.
-    < 84 >'''
-- source_sentence: What is the purpose of heating the fresh fruit tissue in alcohol
-    or HCl?
+  - '''  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.'''
+  - ''' (vi) States/Union Territories may actively consider to make available appropriate
+    size  of land to FPOs for setting up of CFCs and CHCs at cheaper rate on rent/lease  or
+    otherwise; or may make available free of cost.   (vii) Government may prioritize
+    FPOs to undertake procurement operation on  Minimum Support Price (MSP).  (viii)
+    States must actively consider encouraging FPOs for selling their produce through  e-National
+    Agriculture Market (e-NAM) including FPO module of e-NAM or through other electronic
+    platform from their premises itself without physically bringing the produce to
+    the APMC market yards.   (ix) Department of Agriculture, Cooperation & Farmers
+    Welfare is authorized to  finalize Operational Guidelines of the scheme (and model
+    Bye Laws if any) including mid-term changes thereto, and issue the same with the
+    approval of Hon''ble Minister for Agriculture & Farmers'' Welfare. .'''
+  - '''1.1 Chhattisgarh is among the few states in India that have recorded impressive
+    growth in agriculture in recent years. Development of farmers own institutions
+    catering to their various needs, has kept pace with the agricultural growth. As
+    on 30 September 2014, the state had 3,679 farmers clubs (FCs). There were eight
+    federations of farmer clubs in the state, five in Mahasamund, two in Bilaspur
+    and one in Mungeli district. In Bilaspur and Mungeli districts (the study area),
+    300 FCs were formed, of which 201 were active. Majority of the farmer clubs (129
+    clubs) were formed by the Regional Rural Bank (Gramin Bank). Other promoting institutions
+    include Chhattisgarh Agricon Samiti (30), CARMDAKSH (12), SBI (12), ARDB (8) and
+    IFFDC (5). While all the clubs were active in the initial three years, many slipped
+    into dormancy through inaction and non-availability of hand-holding support. These
+    clubs did not have any vision or roadmap for the future. 1.2 The Chhattisgarh
+    RO and DDM Bilaspur were keen to make the farmer clubs a sustainable entity and
+    felt the need to federate the clubs to a higher tier so as to make the entire
+    farmer clubs programme sustainable and the organization a viable model. With this
+    in view, the farmer clubs were federated into four farmer club federations and
+    were registered under ''Chhattisgarh Society Registrikaran Adhiniyam, 1973'' in
+    the year 2012.'''
+- source_sentence: What is the credit guarantee cover for a project loan up to Rs.
+    1 crore?
   sentences:
-  - '''a. Business Processes: Aggregation, segregation and logistics b. Productivity:
-    Man, material, money, input and output c. Warehousing: Space, costs and logistics
-    d. Processing : Own  vs. out-source     e. Products: Whole foods to  processed
-    foods and to derivatives f. Risk mitigation    7.4 What is a business plan? Business
-    plan is a succinct document that specifies the components of a strategy with regard
-    to the business mission, external and internal environments and problems identified
-    in earlier analysis. A business plan is not written each time a modification to
-    a strategy is made. It should be written when a new venture is developed or a
-    major new initiative is launched. Sincere contemplation is needed about the business
-    concept, the business opportunity, the competitive landscape, the essential elements
-    for success, and the people who will be involved. The exercise will often lead
-    to more questions, and these new questions must be properly researched to gain
-    deep insight into the issues and challenges that lie ahead. In short, the business
-    plan must contain answers to the questions  \''Who/What/Where/When/Why/How/How
-    Much\''. 7.5 What is business planning? The business planning process starts with
-    Generation of Business Ideas, followed by Opportunities & Threats Analysis leading
-    to Identification of suitable Business Opportunities. Once Business Opportunity
-    is identified, a Marketing Plan is prepared. The final part of the process deals
-    with the Financial Plan.'''
-  - '''The fresh fruit tissue or separated parts, including the peel and core are
-    heated in 95% alcohol or 0.05N HCl (pH 2.0) for 10-20 min at 70 o C to inactivate
-    pectic enzymes. After the pretreatment, the materials is ground in an electric
-    blender and placed in water. Versene or Na-EDTA is added at 2.0%. The pH is adjusted
-    to 6.0. The mixture is heated for about an hour at 90-95 o C. The slurry formed
-    is rapidly filtered and the pectin is precipitated from the solution using acidified
-    alcohol. The precipitate is centrifuged and repeatedly washed with 70% alcohol.
-    Acetone is used for dehydration and the pectin produced is vacuum-dried. It may
-    also be dried in a hot-air oven at 50 o C for 4 h.'''
-  - '''Advanced cultivation of Kharif / Kharif Kharif / Rabi foodgrains Paddy is the
-    major crop of the state in Kharif. It is the largest area sown / sown and has
-    great potential to increase productivity |यह. To achieve higher rice yields, the
-    following factors must be taken into consideration: |2. Select the recommended
-    varieties of paddy according to local conditions such as regional climate, soil,
-    irrigation facilities, water logging, and suitability for sowing and transplanting.
-    |मृदा Sow pure, certified and researched seeds |मृदा On a trial basis, timely
-    and recommended quantities of balanced fertilizers, organic manure, and green
-    manure. Make good use of the available irrigation potential by timely sowing /
-    transplanting. The number of plants per unit area should be ensured. |कीट Disease
-    and weed control should be done. |कम The ratio of fertilizers should be kept 2:
-    4: 4 even in the case of fertilizer availability. |4 Preparation of the field
-    should be done by ploughing 2 - 3 after ploughing the land. At the same time,
-    the farm should be made strong so that rainwater can be stored in the field for
-    a long time. If green manure is being taken then phosphorus should be used along
-    with its sowing. Irrigate the field a week before sowing / transplanting paddy
-    so that weeds grow. Volume per hectare 60-75 kg. Mix rotten cow dung manure, sprinkle
-    with lukewarm water and leave it in shade for 8-0 days, then add it to the fields
-    at the time of last mowing to protect them from pests such as termites, white
-    weeds, nematodes, root bugs, cutworms, etc. Volume per hectare 60-75 kg. After
-    sprinkling light water mixed with cow dung manure and keeping it in shade for
-    8-40 days, the land should be tilled at the last ploughing before sowing. P749AF
-    #े 3. Rice cultivation in the region is done by direct sowing and transplanting
-    in non-irrigated and irrigated conditions. The recommended varieties of paddy
-    for different climatic zones and conditions of the state are mentioned in Table-4.
-    The qualities and characteristics of the main varieties are also listed in Table-2.
-    04'''
+  - ''' (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.'''
+  - '''7.2.1  The Scheme shall operate on the principle of \''Area Approach\'' in
+    the selected defined areas called Insurance Unit (IU). State Govt. /UT will notify
+    crops and defined areas covered during the season in  accordance with decision
+    taken in the meeting of SLCCCI. State/UT Govt. should notify Village/Village Panchayat
+    or any other equivalent unit as an insurance unit for major crops defined at District
+    /  Taluka or equivalent level. For **other crops** it may be a unit of size above
+    the level of Village/village  Panchayat. For defining a crop as a major crop for
+    deciding the Insurance Unit level, the sown area of'''
+  - '''i. The credit guarantee cover per FPO will be limited to the project loan of
+    Rs. 2  crore. In case of project loan up to Rs. 1 crore, credit guarantee cover
+    will be 85% of bankable project loan with ceiling of Rs. 85 lakh; while in case
+    of project  loan above Rs.1 crore and up to Rs. 2 crore, credit guarantee cover
+    will be 75% of bankable project loan with a maximum ceiling of Rs. 150 lakh. However,
+    for project loan over Rs. 2 crore of bankable projet loan, credit guarantee cover
+    will be limited maximum upto Rs.2.0 crore only.  ii. ELI shall be eligible to
+    seek Credit Guarantee Cover for a credit facility  sanctioned in respect of a
+    single FPO borrower for a maximum of 2 times over a period of 5 years.   iii.
+    In case of default, claims shall be settled up to 85% or 75 % of the amount in  default
+    subject to maximum cover as specified above.   iv. Other charges such as penal
+    interest, commitment charge, service charge, or  any other levies/ expenses, or
+    any  costs whatsoever debited to the account of FPO by the ELI other than the
+    contracted interest shall not qualify for Credit Guarantee Cover.  v. The Cover
+    shall only be granted after the ELI enters into an agreement with  NABARD or NCDC,
+    as the case may be, and shall be granted or delivered in accordance with the Terms
+    and Conditions decided upon by NABARD or NCDC, as the case may be, from time to
+    time.'''
 model-index:
 - name: SentenceTransformer based on BAAI/bge-small-en-v1.5
   results:
@@ -324,100 +363,100 @@ model-index:
       type: val_evaluator
     metrics:
     - type: cosine_accuracy@1
-      value: 0.45012787723785164
+      value: 0.54
       name: Cosine Accuracy@1
     - type: cosine_accuracy@5
-      value: 0.8580562659846548
+      value: 0.89
       name: Cosine Accuracy@5
     - type: cosine_accuracy@10
-      value: 0.9207161125319693
+      value: 0.92
       name: Cosine Accuracy@10
     - type: cosine_precision@1
-      value: 0.45012787723785164
+      value: 0.54
       name: Cosine Precision@1
     - type: cosine_precision@5
-      value: 0.17161125319693094
+      value: 0.17799999999999994
       name: Cosine Precision@5
     - type: cosine_precision@10
-      value: 0.09207161125319692
+      value: 0.09199999999999997
       name: Cosine Precision@10
     - type: cosine_recall@1
-      value: 0.45012787723785164
+      value: 0.54
       name: Cosine Recall@1
     - type: cosine_recall@5
-      value: 0.8580562659846548
+      value: 0.89
       name: Cosine Recall@5
     - type: cosine_recall@10
-      value: 0.9207161125319693
+      value: 0.92
       name: Cosine Recall@10
     - type: cosine_ndcg@5
-      value: 0.6776887809935845
+      value: 0.7328328247017718
       name: Cosine Ndcg@5
     - type: cosine_ndcg@10
-      value: 0.6982045153363013
+      value: 0.7420327705006653
       name: Cosine Ndcg@10
     - type: cosine_ndcg@100
-      value: 0.7149326391576375
+      value: 0.7588813763663693
       name: Cosine Ndcg@100
     - type: cosine_mrr@5
-      value: 0.6166240409207153
+      value: 0.6800000000000002
       name: Cosine Mrr@5
     - type: cosine_mrr@10
-      value: 0.6252430682417891
+      value: 0.6835000000000001
       name: Cosine Mrr@10
     - type: cosine_mrr@100
-      value: 0.6289243546015818
+      value: 0.6868224050433418
       name: Cosine Mrr@100
     - type: cosine_map@100
-      value: 0.6289243546015826
+      value: 0.6868224050433418
       name: Cosine Map@100
     - type: dot_accuracy@1
-      value: 0.4514066496163683
+      value: 0.55
       name: Dot Accuracy@1
     - type: dot_accuracy@5
-      value: 0.8580562659846548
+      value: 0.89
       name: Dot Accuracy@5
     - type: dot_accuracy@10
-      value: 0.9207161125319693
+      value: 0.92
       name: Dot Accuracy@10
     - type: dot_precision@1
-      value: 0.4514066496163683
+      value: 0.55
       name: Dot Precision@1
     - type: dot_precision@5
-      value: 0.17161125319693094
+      value: 0.17799999999999994
       name: Dot Precision@5
     - type: dot_precision@10
-      value: 0.09207161125319692
+      value: 0.09199999999999997
       name: Dot Precision@10
     - type: dot_recall@1
-      value: 0.4514066496163683
+      value: 0.55
       name: Dot Recall@1
     - type: dot_recall@5
-      value: 0.8580562659846548
+      value: 0.89
       name: Dot Recall@5
     - type: dot_recall@10
-      value: 0.9207161125319693
+      value: 0.92
       name: Dot Recall@10
     - type: dot_ndcg@5
-      value: 0.6781607378304497
+      value: 0.7365235271660572
       name: Dot Ndcg@5
     - type: dot_ndcg@10
-      value: 0.6986764721731665
+      value: 0.7457234729649508
       name: Dot Ndcg@10
     - type: dot_ndcg@100
-      value: 0.7154045959945029
+      value: 0.7625720788306548
       name: Dot Ndcg@100
     - type: dot_mrr@5
-      value: 0.6172634271099737
+      value: 0.6850000000000002
       name: Dot Mrr@5
     - type: dot_mrr@10
-      value: 0.6258824544310474
+      value: 0.6885000000000001
       name: Dot Mrr@10
     - type: dot_mrr@100
-      value: 0.6295637407908401
+      value: 0.6918224050433417
       name: Dot Mrr@100
     - type: dot_map@100
-      value: 0.6295637407908409
+      value: 0.6918224050433417
       name: Dot Map@100
 ---
 
@@ -471,9 +510,9 @@ from sentence_transformers import SentenceTransformer
 model = SentenceTransformer("SamagraDataGov/embedding_finetuned")
 # Run inference
 sentences = [
-    'What is the purpose of heating the fresh fruit tissue in alcohol or HCl?',
-    "'The fresh fruit tissue or separated parts, including the peel and core are heated in 95% alcohol or 0.05N HCl (pH 2.0) for 10-20 min at 70 o C to inactivate pectic enzymes. After the pretreatment, the materials is ground in an electric blender and placed in water. Versene or Na-EDTA is added at 2.0%. The pH is adjusted to 6.0. The mixture is heated for about an hour at 90-95 o C. The slurry formed is rapidly filtered and the pectin is precipitated from the solution using acidified alcohol. The precipitate is centrifuged and repeatedly washed with 70% alcohol. Acetone is used for dehydration and the pectin produced is vacuum-dried. It may also be dried in a hot-air oven at 50 o C for 4 h.'",
-    "'Advanced cultivation of Kharif / Kharif Kharif / Rabi foodgrains Paddy is the major crop of the state in Kharif. It is the largest area sown / sown and has great potential to increase productivity |यह. To achieve higher rice yields, the following factors must be taken into consideration: |2. Select the recommended varieties of paddy according to local conditions such as regional climate, soil, irrigation facilities, water logging, and suitability for sowing and transplanting. |मृदा Sow pure, certified and researched seeds |मृदा On a trial basis, timely and recommended quantities of balanced fertilizers, organic manure, and green manure. Make good use of the available irrigation potential by timely sowing / transplanting. The number of plants per unit area should be ensured. |कीट Disease and weed control should be done. |कम The ratio of fertilizers should be kept 2: 4: 4 even in the case of fertilizer availability. |4 Preparation of the field should be done by ploughing 2 - 3 after ploughing the land. At the same time, the farm should be made strong so that rainwater can be stored in the field for a long time. If green manure is being taken then phosphorus should be used along with its sowing. Irrigate the field a week before sowing / transplanting paddy so that weeds grow. Volume per hectare 60-75 kg. Mix rotten cow dung manure, sprinkle with lukewarm water and leave it in shade for 8-0 days, then add it to the fields at the time of last mowing to protect them from pests such as termites, white weeds, nematodes, root bugs, cutworms, etc. Volume per hectare 60-75 kg. After sprinkling light water mixed with cow dung manure and keeping it in shade for 8-40 days, the land should be tilled at the last ploughing before sowing. P749AF #े 3. Rice cultivation in the region is done by direct sowing and transplanting in non-irrigated and irrigated conditions. The recommended varieties of paddy for different climatic zones and conditions of the state are mentioned in Table-4. The qualities and characteristics of the main varieties are also listed in Table-2. 04'",
+    'What is the credit guarantee cover for a project loan up to Rs. 1 crore?',
+    "'i. The credit guarantee cover per FPO will be limited to the project loan of Rs. 2  crore. In case of project loan up to Rs. 1 crore, credit guarantee cover will be 85% of bankable project loan with ceiling of Rs. 85 lakh; while in case of project  loan above Rs.1 crore and up to Rs. 2 crore, credit guarantee cover will be 75% of bankable project loan with a maximum ceiling of Rs. 150 lakh. However, for project loan over Rs. 2 crore of bankable projet loan, credit guarantee cover will be limited maximum upto Rs.2.0 crore only.  ii. ELI shall be eligible to seek Credit Guarantee Cover for a credit facility  sanctioned in respect of a single FPO borrower for a maximum of 2 times over a period of 5 years.   iii. In case of default, claims shall be settled up to 85% or 75 % of the amount in  default subject to maximum cover as specified above.   iv. Other charges such as penal interest, commitment charge, service charge, or  any other levies/ expenses, or any  costs whatsoever debited to the account of FPO by the ELI other than the contracted interest shall not qualify for Credit Guarantee Cover.  v. The Cover shall only be granted after the ELI enters into an agreement with  NABARD or NCDC, as the case may be, and shall be granted or delivered in accordance with the Terms and Conditions decided upon by NABARD or NCDC, as the case may be, from time to time.'",
+    "'7.2.1  The Scheme shall operate on the principle of \\'Area Approach\\' in the selected defined areas called Insurance Unit (IU). State Govt. /UT will notify crops and defined areas covered during the season in  accordance with decision taken in the meeting of SLCCCI. State/UT Govt. should notify Village/Village Panchayat or any other equivalent unit as an insurance unit for major crops defined at District /  Taluka or equivalent level. For **other crops** it may be a unit of size above the level of Village/village  Panchayat. For defining a crop as a major crop for deciding the Insurance Unit level, the sown area of'",
 ]
 embeddings = model.encode(sentences)
 print(embeddings.shape)
@@ -519,38 +558,38 @@ You can finetune this model on your own dataset.
 
 | Metric              | Value      |
 |:--------------------|:-----------|
-| cosine_accuracy@1   | 0.4501     |
-| cosine_accuracy@5   | 0.8581     |
-| cosine_accuracy@10  | 0.9207     |
-| cosine_precision@1  | 0.4501     |
-| cosine_precision@5  | 0.1716     |
-| cosine_precision@10 | 0.0921     |
-| cosine_recall@1     | 0.4501     |
-| cosine_recall@5     | 0.8581     |
-| cosine_recall@10    | 0.9207     |
-| cosine_ndcg@5       | 0.6777     |
-| cosine_ndcg@10      | 0.6982     |
-| cosine_ndcg@100     | 0.7149     |
-| cosine_mrr@5        | 0.6166     |
-| cosine_mrr@10       | 0.6252     |
-| cosine_mrr@100      | 0.6289     |
-| cosine_map@100      | 0.6289     |
-| dot_accuracy@1      | 0.4514     |
-| dot_accuracy@5      | 0.8581     |
-| dot_accuracy@10     | 0.9207     |
-| dot_precision@1     | 0.4514     |
-| dot_precision@5     | 0.1716     |
-| dot_precision@10    | 0.0921     |
-| dot_recall@1        | 0.4514     |
-| dot_recall@5        | 0.8581     |
-| dot_recall@10       | 0.9207     |
-| dot_ndcg@5          | 0.6782     |
-| dot_ndcg@10         | 0.6987     |
-| dot_ndcg@100        | 0.7154     |
-| dot_mrr@5           | 0.6173     |
-| dot_mrr@10          | 0.6259     |
-| dot_mrr@100         | 0.6296     |
-| **dot_map@100**     | **0.6296** |
+| cosine_accuracy@1   | 0.54       |
+| cosine_accuracy@5   | 0.89       |
+| cosine_accuracy@10  | 0.92       |
+| cosine_precision@1  | 0.54       |
+| cosine_precision@5  | 0.178      |
+| cosine_precision@10 | 0.092      |
+| cosine_recall@1     | 0.54       |
+| cosine_recall@5     | 0.89       |
+| cosine_recall@10    | 0.92       |
+| cosine_ndcg@5       | 0.7328     |
+| cosine_ndcg@10      | 0.742      |
+| cosine_ndcg@100     | 0.7589     |
+| cosine_mrr@5        | 0.68       |
+| cosine_mrr@10       | 0.6835     |
+| cosine_mrr@100      | 0.6868     |
+| cosine_map@100      | 0.6868     |
+| dot_accuracy@1      | 0.55       |
+| dot_accuracy@5      | 0.89       |
+| dot_accuracy@10     | 0.92       |
+| dot_precision@1     | 0.55       |
+| dot_precision@5     | 0.178      |
+| dot_precision@10    | 0.092      |
+| dot_recall@1        | 0.55       |
+| dot_recall@5        | 0.89       |
+| dot_recall@10       | 0.92       |
+| dot_ndcg@5          | 0.7365     |
+| dot_ndcg@10         | 0.7457     |
+| dot_ndcg@100        | 0.7626     |
+| dot_mrr@5           | 0.685      |
+| dot_mrr@10          | 0.6885     |
+| dot_mrr@100         | 0.6918     |
+| **dot_map@100**     | **0.6918** |
 
 <!--
 ## Bias, Risks and Limitations
@@ -570,7 +609,8 @@ You can finetune this model on your own dataset.
 #### Non-Default Hyperparameters
 
 - `eval_strategy`: steps
-- `gradient_accumulation_steps`: 4
+- `per_device_train_batch_size`: 32
+- `per_device_eval_batch_size`: 32
 - `learning_rate`: 1e-05
 - `weight_decay`: 0.01
 - `num_train_epochs`: 1.0
@@ -584,11 +624,11 @@ You can finetune this model on your own dataset.
 - `do_predict`: False
 - `eval_strategy`: steps
 - `prediction_loss_only`: True
-- `per_device_train_batch_size`: 8
-- `per_device_eval_batch_size`: 8
+- `per_device_train_batch_size`: 32
+- `per_device_eval_batch_size`: 32
 - `per_gpu_train_batch_size`: None
 - `per_gpu_eval_batch_size`: None
-- `gradient_accumulation_steps`: 4
+- `gradient_accumulation_steps`: 1
 - `eval_accumulation_steps`: None
 - `torch_empty_cache_steps`: None
 - `learning_rate`: 1e-05
@@ -695,23 +735,10 @@ You can finetune this model on your own dataset.
 </details>
 
 ### Training Logs
-| Epoch      | Step    | Training Loss | loss       | val_evaluator_dot_map@100 |
-|:----------:|:-------:|:-------------:|:----------:|:-------------------------:|
-| 0.0682     | 15      | 0.5269        | 0.3693     | 0.6033                    |
-| 0.1364     | 30      | 0.2825        | 0.2129     | 0.6057                    |
-| 0.2045     | 45      | 0.3093        | 0.1710     | 0.6080                    |
-| 0.2727     | 60      | 0.1677        | 0.1486     | 0.6196                    |
-| 0.3409     | 75      | 0.2368        | 0.1256     | 0.6199                    |
-| 0.4091     | 90      | 0.161         | 0.1113     | 0.6255                    |
-| 0.4773     | 105     | 0.1452        | 0.1006     | 0.6256                    |
-| 0.5455     | 120     | 0.1323        | 0.1008     | 0.6266                    |
-| 0.6136     | 135     | 0.1138        | 0.0986     | 0.6270                    |
-| 0.6818     | 150     | 0.1129        | 0.0954     | 0.6289                    |
-| 0.75       | 165     | 0.1322        | 0.0914     | 0.6290                    |
-| 0.8182     | 180     | 0.2063        | 0.0898     | 0.6307                    |
-| 0.8864     | 195     | 0.1055        | 0.0891     | 0.6300                    |
-| **0.9545** | **210** | **0.0931**    | **0.0888** | **0.6296**                |
-| 1.0        | 220     | -             | 0.0888     | 0.6296                    |
+| Epoch      | Step   | Training Loss | loss       | val_evaluator_dot_map@100 |
+|:----------:|:------:|:-------------:|:----------:|:-------------------------:|
+| **0.5172** | **15** | **1.8109**    | **1.2075** | **0.6918**                |
+| 1.0        | 29     | -             | 1.2075     | 0.6918                    |
 
 * The bold row denotes the saved checkpoint.
 

model.safetensors

@@ -1,3 +1,3 @@
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+oid sha256:daf9158fb80c78b84f9d4331cb40d5a8500414e1d653ad4a73f045851cfd0e0b
 size 133462128