pytorch_model.bin upload/update

README.md

@@ -42,316 +42,225 @@ tags:
 - sentence-similarity
 - feature-extraction
 - generated_from_trainer
-- dataset_size:900
+- dataset_size:7033
 - loss:GISTEmbedLoss
 widget:
-- source_sentence: How many more Kiosks was SBI planning to establish in the next
-    one year?
+- source_sentence: How will the performance of CBBOs be assessed in the third and
+    fourth year?
   sentences:
-  - '''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?
+  - ''' (iv) In third and fourth year, performance of the CBBOs will be assessed  based
+    on - (a) issuing Share Certificates to each member in third  year, if any; (b)
+    audited Financial Statements for FPOs for second year and third year in due time
+    and filing as required; (c) MoU and vendor registration as per Business Plan with
+    Marketing Agencies/Institutional Buyers; (d) trading/uploading of produce in e-NAM/other
+    sources, if any; (e) second tranche equity grant  to FPOs, if any; and (f) second
+    tranche of credit guarantee facility, if any .    (v) In the fifth year, performance
+    of the CBBOs will be assessed based on  (a) audited Statements of accounts of
+    FPO and filing it; (b) 100% of agri-business plan executed and value chain developed;  (c)
+    revenue model showing financial growth in last 3 consecutive  years; (d) detailed
+    project completion Report; and (e) third tranche of credit guarantee facility
+    if any.'''
+  - '''5. Tussock caterpillar, Notolopus (=Orygyia) postica , Lymantriidae, Lepidoptera
+    Symptom of damage:  Defoliation. Nature of damage:  Caterpillars of the moth feed
+    on the leaves. Egg: Eggs are laid in clusters on the leaves and covered over with
+    hairs. Larva:  Caterpillars are gregarious in young stages. Full grown larva possess
+    a brown head, a pair of long pencil of hairs projecting forwardly from the prothorax,
+    yellowish tuft of hairs arising from the lateral side of the first two abdominal
+    segment and long brownish hairs arising from 8 th abdominal segment. Pupa:  Pupation
+    takes place in silken cocoon. Adult:  Small adult with yellowish brown wings.
+    Female moth is wingless. Presence of bipectinate antenna.'''
+  - '''The Kisan Credit Card (KCC) scheme was introduced in 1998 for issue of Kisan
+    Credit Cards to farmers on the basis of their holdings for uniform adoption by
+    the banks so that farmers may use them to readily purchase agriculture inputs
+    such as seeds, fertilizers, pesticides etc. and draw cash for their production
+    needs. The scheme was further extended for the investment credit requirement of
+    farmers viz. allied and non-farm activities in the year 2004. The scheme was further
+    revisited in 2012 by a working Group under the Chairmanship of Shri T. M. Bhasin,
+    CMD, Indian Bank with a view to simplify the scheme and facilitate issue of Electronic
+    Kisan Credit Cards. The scheme provides broad guidelines to banks for operationalizing
+    the KCC scheme. Implementing banks will have the discretion to adopt the same
+    to suit institution/location specific requirements.'''
+- source_sentence: How should State Government disclose ceiling premium rate for a
+    crop in the tender document?
   sentences:
-  - '''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?
+  - '''However, in absence of insured area of last year/season  for all proposed crops
+    or any crop, net sown area of that crop(s) will be considered for calculation
+    of weighted premium of district. This data will be used for calculation of L1
+    only.  7.1.5  Bidding **shall be done through e-tendering** and work order may
+    be released within 2 weeks of the  opening of the Tender.  7.1.6  Depending on
+    the risk profile, historical loss cost and cost benefit analysis for the proposed
+    crop(s) in district(s) of any cluster, if the State Government feels that the
+    premium rate likely to be offered by bidding Insurance Companies would be abnormally
+    high, then the State Govt. can fix a ceiling on  premium rates for such crop(s)
+    proposed to be included in the bidding evaluation for the bidding period. However,
+    recourse to this ceiling provision may be done only in well justified cases and
+    not as  a general practice. The ceiling premium rate may be derived based on statistical
+    evaluation/actuarial premium analysis, loss cost, historical payout etc and name
+    of such crop should be disclosed by State  Govt. compulsorily in the tender document.  7.1.7  In
+    such cases where a ceiling has been indicated, State government must call financial
+    bids in two step  bidding or in two separate envelopes. First bid/envelop is for
+    disclosing the premium rate offered by each participating Insurance Company for
+    such ceiling crops and must be categorised under \''Ceiling  Premium Rate\'' and  2nd  bid
+    envelop is for bidding of crop wise premium rate for all crops included in tender.
+    Time interval for opening of both bid/envelop should be compulsorily mentioned
+    in the bidding documents and should preferably be on the same day. All participating
+    Insurance Companies have to submit the bid offer as per the procedure mentioned
+    above.  7.1.8  State Govt.'''
+  - '''| Chapters      | Particulars                                                |
+    Page No.    |\n|---------------|------------------------------------------------------------|-------------|\n|
+    1             | Concept of Producer Organisation                           | 1           |\n|
+    2             | Producer Organisation Registered as Cooperative Society    | 15          |\n|
+    3             | Producer Organisation Registered as Producer Company       | 19          |\n|
+    4             | Producer Organisation Registered as Non-Profit Society     | 33          |\n|
+    5             | Producer Organisation Registered as Trust                  | 36          |\n|
+    6             | Producer Organisation Registered as Section 8 Company      | 39          |\n|
+    7             | Business Planning                                          | 42          |\n|
+    8             | Financial Management                                       | 55          |\n|
+    9             | Funding Arrangement                                        | 60          |\n|
+    10            | Monitoring by the PO, POPI and Funding Agencies            | 80          |\n|
+    Attachment    |                                                            |             |\n|
+    1             | Producer Company Act provisions                            |             |\n|
+    2             | PRODUCE Fund Operational Guidelines                        | 106         |\n|
+    3             | SFAC Circular on Promoting / supporting Producer Companies | 114         |\n|
+    4             | Case Study on Bilaspur Model of PO                         | 125         |\n|
+    5             | Indicative Framework of the process of forming a PO        | 131         |\n|
+    6             | References                                                 | 138         |\n|
+    7             | Memorandum of Agreement between NABARD and POPI            | 139         |\n|
+    8             | Memorandum of Understanding between NABARD and RSA         | 143         |\n|
+    9             |                                                            |             |\n|
+    Abbreviations |                                                            |             |\n|               |                                                            |             |\n|
+    146           |                                                            |             |\n|               |                                                            |             |\n|               |                                                            |             |\n|               |                                                            |             |\n|               |                                                            |             |\n|               |                                                            |             |\n|               |                                                            |             |\n|               |                                                            |             |\n|               |                                                            |             |\n|               |                                                            |             |\n|               |                                                            |             |\n|               |                                                            |             |\n|               |                                                            |             |'''
+  - '''Agro-industries generate residues like husk, hull, shell, peel, testa, skin,
+    fibre, bran, linter, stone, seed, cob, prawn, head, frog legs, low grade fish,
+    leather waste, hair, bones, coir dust, saw dust, bamboo dust, etc. which could
+    be recycled or used efficiently through agro-processing centres. In the last three
+    decades, rice and sugarcane residues have increased by 162 and 172 %, respectively.
+    Their disposal problem needs serious rethinking (Vimal, 1981). To some extent
+    these organic residues are used as soil conditioner, animal feed, fuel, thatching
+    and packing materials. These can also be put to new uses for manufacture of various
+    chemicals and specific products (like silica, alcohol, tannins, glue, gelatine,
+    wax, etc), feed, pharmaceuticals (Iycogenin, antibiotics, vitamins, etc.), fertilizers,
+    energy, construction materials, paper pulp, handicraft materials etc. Residues
+    from fruit and vegetable industries, fish and marine industries and slaughter
+    o straw decrease their efficiency without pretreatment.'''
+- source_sentence: What is the purpose of using pectolytic enzymes in fruit juice
+    processing?
   sentences:
-  - '''| 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?
+  - '''Aggregating producers into collectives is one of the best mechanism to improve
+    access of small producers to investment, technology and market.  The facilitating
+    agency should however keep the following factors in view:   a. Types of small
+    scale producers in the target area, volume of production, socioeconomic status,
+    marketing arrangement  b. Sufficient demand in the existing market to absorb  the
+    additional production without  significantly affecting the prices  c. Willingness
+    of producers to invest and adopt new technology, if identified, to increase  productivity
+    or quality of produce  d. Challenges in the market chain and market environment
+    e. Vulnerability of the market to shocks, trends and seasonality  f. Previous
+    experience of collective action (of any kind) in the community g. Key commodities,
+    processed products or semi-finished goods demanded by major  retailers or processing
+    companies in the surrounding areas/districts  h. Support from Government Departments,
+    NGOs, specialist support agencies and  private companies  for enterprise development  i.
+    Incentives for members (also disincentives) for joining the PO    Keeping in view
+    the sustainability of a Producer Organisation, a flow chart of activities along
+    with timeline, verifiable indicators and risk factors is provided at Attachment-5.'''
+  - '''2. Sampling method to be adopted – Random Size of the card including area for
+    label and   other details = 20 x 30 cmm = 600 cm 2 No. of Grids = 30 Area of each
+    grid = 7 x 2 cm = 14 cm 2 Total No. of eggs / cm 2 to be accommodated = 96,000
+    – 1,08,000 Mean number of egg / cm 2 of the card in the grid area excluding area
+    for labeling = 200 – 250 Number of counts/ card of size 20 x 30 cm to be taken
+    No. of parasitised eggs = 12 • 3-4 days old parasitised egg card has to be selected
+    for examination • count the number of eggs and eggs  parasitised in an area  by
+    1 cm 2 • Per card of size 20 x 30 cm count randomly in 12 positions • Repeat the
+    process for three different cards of same age • Express the per cent parasitisation
+    . The result should fall in range of 85-90 per cent.'''
+  - '''Pectins are colloidal in nature, making solutions viscous and holding other
+    materials in suspension. Pectinesterase removes methyl groups from the pectin
+    molecules exposing carboxyl groups which in the presence of bi- or multivalent
+    cations, such as calcium, form insoluble salts which can readily be removed. At
+    the same time, polygalacturonase degrades macromolecular pectin, causing reduction
+    in viscosity and destroying the protective colloidal action so that suspended
+    materials will settle out. Extensive use of pectolytic enzymes is made in processing
+    fruit juices. Addition of pectic enzymes to grapes or other fruits during crushing
+    or grinding results in increased yields of juice on pressing. Wine from grapes
+    so treated will usually clear faster when fermentation is complete, and have better
+    color.'''
+- source_sentence: What is the purpose of the PM-Kisan Portal?
   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.'''
-  - ''' (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?
+  - '''   2) In case of cultivable land in the State of Nagaland which is categorised
+    as Jhum  land as per definition under Section–2(7) of the Nagaland Jhum Land Act,
+    1970 and which is owned by the community/clan/village council/village chieftan,
+    the identification of beneficiaries under PM-Kisan scheme, shall be on the basis
+    of certification of land holding by the village council/chief/head of the village,
+    duly verified by the administrative head of the circle/sub division and countersigned
+    by the Deputy Commissioner of the District. Provided that the name of the beneficiary
+    is included in the state of Nagaland''s Agriculture Census of 2015-16. This proviso
+    shall not be applicable in cases of succession and family partition.  The list
+    of such beneficiaries shall be subject to the exclusions under the operational
+    guidelines.  5.6  For identification of *bona fide* beneficiary under PM-Kisan
+    Scheme in Jharkhand, the following proposal of Government of Jharkhand was considered
+    and approved by the Committee: \''The farmer will be asked to submit ''Vanshavali
+    (Lineage)'' linked to the entry of land record comprising his \\ her ancestor''s
+    name giving a chart of successor. This lineage chart shall be submitted before
+    the Gram Sabha for calling objections. After approval of the Gram Sabha, the village
+    level \\ circle level revenue officials will verify and authenticate the Vanshawali
+    and possession of holding. This authenticated list of farmers after due verification
+    of succession chart shall be countersigned by the District level revenue authority.
+    Farmers'' names, subject to the exclusion criterion after following the aforementioned
+    process, shall be uploaded on the PM-Kisan portal along with other required details
+    for this disbursement of benefit under the scheme.\'''''
+  - '''Deep summer ploughing should be done for field preparation for pulses,apply
+    FYM and compost @ 8-10 t/ha and mix well. Sowing of Pigeon pea should be done
+    by the end of June in rows at the spacing of 60-90x15-20 cm. Seed rate should
+    be 12-15 kg/ha Seed should be treated with Carbendazim or Thirum @3g/kg seed Fertilizer
+    dose should be scheduled as per the soil test results. In general, 20-25 kg N,
+    45-50 kg P and 15-20 kg K and 20 kg S should be given basal. Improved varieties
+    like Chhattisgarh Arhar -1, Chhattisgarh-2, Rajivlochan and TJT-501 should be
+    sown. Soybean and other pulse crops should be sown with proper drainage arrangement.
+    For this seed should be treated with culture before sowing. The quantity of Rhizobium
+    culture@5g + PSB @ 10 g/kg seed should be used for this seed treatment.'''
+  - '''Union Territory. The details of farmers are being maintained by the States
+    / UTs either in electronic form or in manual register. To make integrated platform
+    available in the country to assist in benefit transfer, a platform named **PM-Kisan
+    Portal** available at URL (**http://pmkisan.gov.in**) has been be launched for
+    uploading the farmers'' details at a single web-portal in a uniform structure.
+    9.2  The PM-Kisan Portal has been created with the following objectives -  i)  To
+    provide verified and single source of truth on farmers'' details at the portal.  ii)  Timely
+    assistance to the farmers in farm operation  iii)  A unified e-platform for transferring
+    of cash benefits into farmer''s bank account  through Public Financial Management
+    System (PFMS) integration.  iv)  Location wise availability of benefited farmers''
+    list.  v)  Ease of monitoring across the country on fund transaction details.'''
+- source_sentence: What should be done before sowing pigeonpea in fields where it
+    is being sown for the first time after a long time?
   sentences:
-  - ''' (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.'''
+  - '''The sole arbitrator shall be appointed by NABARD in case of dispute raised
+    by NABARD, from the panel of three persons nominated by RSA. Similarly, the sole
+    arbitrator shall be appointed by RSA if dispute is raised by RSA from the panel
+    of three persons nominated by NABARD. The language of the Arbitration shall be
+    English and the arbitrator shall be fluent in English. The arbitrator should be
+    person of repute and integrity and place of arbitration shall be Mumbai.\''   9.
+    NABARD shall have the right to enter into similar MoU/agreements with any other  RSA/Institution.  10.
+    Any notice required to be given under this MoU/Agreement shall be served on the
+    party at  their respective address given below by hand delivery or by registered
+    post :'''
+  - '''y Firstly, Treat 1kg seeds with a mixture of 2 grams of thiram and one gram
+    of carbendazim or 4 grams of Trichoderma + 1 gram of carboxyne or carbendazim.
+    Before planting, treat each seed with a unique Rhizobium culture of pigeon pea.
+    A packet of this culture has to be sprinkled over 10 kg of seeds, then mix it
+    lightly with hands, so that a light layer is formed on the seeds. Sow this seed
+    immediately. There is a possibility of the death of culture organisms from strong
+    sunlight. In fields where pigeonpea is being sown for the first time after a long
+    time, it must use culture.'''
+  - '''Organic farming is one of the several approaches found to meet the objectives
+    of sustainable agriculture. Organic farming is often associated directly with,
+    \''Sustainable farming.\'' However, ‘organic farming’ and ‘sustainable farming’,
+    policy and ethics-wise are t wo different terms. Many techniques used in organic
+    farming like inter-cropping, mulching and integration of crops and livestock are
+    not alien to various agriculture systems including the traditional agriculture
+    practiced in old countries like India. However, organic farming is based on various
+    laws and certification programmes, which prohibit the use of almost all synthetic
+    inputs, and health of the soil is recognized as the central theme of the method.
+    Organic products are grown under a system of agriculture without the use of chemical
+    fertilizers and pesticides with an environmentally and socially responsible approach.
+    This is a method of farming that works at'''
 model-index:
 - name: SentenceTransformer based on BAAI/bge-small-en-v1.5
   results:
@@ -363,100 +272,100 @@ model-index:
       type: val_evaluator
     metrics:
     - type: cosine_accuracy@1
-      value: 0.54
+      value: 0.4680306905370844
       name: Cosine Accuracy@1
     - type: cosine_accuracy@5
-      value: 0.89
+      value: 0.9092071611253197
       name: Cosine Accuracy@5
     - type: cosine_accuracy@10
-      value: 0.92
+      value: 0.9603580562659847
       name: Cosine Accuracy@10
     - type: cosine_precision@1
-      value: 0.54
+      value: 0.4680306905370844
       name: Cosine Precision@1
     - type: cosine_precision@5
-      value: 0.17799999999999994
+      value: 0.18184143222506394
       name: Cosine Precision@5
     - type: cosine_precision@10
-      value: 0.09199999999999997
+      value: 0.09603580562659846
       name: Cosine Precision@10
     - type: cosine_recall@1
-      value: 0.54
+      value: 0.4680306905370844
       name: Cosine Recall@1
     - type: cosine_recall@5
-      value: 0.89
+      value: 0.9092071611253197
       name: Cosine Recall@5
     - type: cosine_recall@10
-      value: 0.92
+      value: 0.9603580562659847
       name: Cosine Recall@10
     - type: cosine_ndcg@5
-      value: 0.7328328247017718
+      value: 0.7079399335444153
       name: Cosine Ndcg@5
     - type: cosine_ndcg@10
-      value: 0.7420327705006653
+      value: 0.724527850349024
       name: Cosine Ndcg@10
     - type: cosine_ndcg@100
-      value: 0.7588813763663693
+      value: 0.732682390595948
       name: Cosine Ndcg@100
     - type: cosine_mrr@5
-      value: 0.6800000000000002
+      value: 0.6404518329070746
       name: Cosine Mrr@5
     - type: cosine_mrr@10
-      value: 0.6835000000000001
+      value: 0.6473191450493229
       name: Cosine Mrr@10
     - type: cosine_mrr@100
-      value: 0.6868224050433418
+      value: 0.649235332852707
       name: Cosine Mrr@100
     - type: cosine_map@100
-      value: 0.6868224050433418
+      value: 0.6492353328527082
       name: Cosine Map@100
     - type: dot_accuracy@1
-      value: 0.55
+      value: 0.46675191815856776
       name: Dot Accuracy@1
     - type: dot_accuracy@5
-      value: 0.89
+      value: 0.9092071611253197
       name: Dot Accuracy@5
     - type: dot_accuracy@10
-      value: 0.92
+      value: 0.9603580562659847
       name: Dot Accuracy@10
     - type: dot_precision@1
-      value: 0.55
+      value: 0.46675191815856776
       name: Dot Precision@1
     - type: dot_precision@5
-      value: 0.17799999999999994
+      value: 0.18184143222506394
       name: Dot Precision@5
     - type: dot_precision@10
-      value: 0.09199999999999997
+      value: 0.09603580562659846
       name: Dot Precision@10
     - type: dot_recall@1
-      value: 0.55
+      value: 0.46675191815856776
       name: Dot Recall@1
     - type: dot_recall@5
-      value: 0.89
+      value: 0.9092071611253197
       name: Dot Recall@5
     - type: dot_recall@10
-      value: 0.92
+      value: 0.9603580562659847
       name: Dot Recall@10
     - type: dot_ndcg@5
-      value: 0.7365235271660572
+      value: 0.7074679767075504
       name: Dot Ndcg@5
     - type: dot_ndcg@10
-      value: 0.7457234729649508
+      value: 0.7240558935121589
       name: Dot Ndcg@10
     - type: dot_ndcg@100
-      value: 0.7625720788306548
+      value: 0.7322104337590828
       name: Dot Ndcg@100
     - type: dot_mrr@5
-      value: 0.6850000000000002
+      value: 0.6398124467178163
       name: Dot Mrr@5
     - type: dot_mrr@10
-      value: 0.6885000000000001
+      value: 0.6466797588600646
       name: Dot Mrr@10
     - type: dot_mrr@100
-      value: 0.6918224050433417
+      value: 0.6485959466634487
       name: Dot Mrr@100
     - type: dot_map@100
-      value: 0.6918224050433417
+      value: 0.6485959466634499
       name: Dot Map@100
 ---
 
@@ -510,9 +419,9 @@ from sentence_transformers import SentenceTransformer
 model = SentenceTransformer("SamagraDataGov/embedding_finetuned")
 # Run inference
 sentences = [
-    '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'",
+    'What should be done before sowing pigeonpea in fields where it is being sown for the first time after a long time?',
+    "'y Firstly, Treat 1kg seeds with a mixture of 2 grams of thiram and one gram of carbendazim or 4 grams of Trichoderma + 1 gram of carboxyne or carbendazim. Before planting, treat each seed with a unique Rhizobium culture of pigeon pea. A packet of this culture has to be sprinkled over 10 kg of seeds, then mix it lightly with hands, so that a light layer is formed on the seeds. Sow this seed immediately. There is a possibility of the death of culture organisms from strong sunlight. In fields where pigeonpea is being sown for the first time after a long time, it must use culture.'",
+    "'Organic farming is one of the several approaches found to meet the objectives of sustainable agriculture. Organic farming is often associated directly with, \\'Sustainable farming.\\' However, ‘organic farming’ and ‘sustainable farming’, policy and ethics-wise are t wo different terms. Many techniques used in organic farming like inter-cropping, mulching and integration of crops and livestock are not alien to various agriculture systems including the traditional agriculture practiced in old countries like India. However, organic farming is based on various laws and certification programmes, which prohibit the use of almost all synthetic inputs, and health of the soil is recognized as the central theme of the method. Organic products are grown under a system of agriculture without the use of chemical fertilizers and pesticides with an environmentally and socially responsible approach. This is a method of farming that works at'",
 ]
 embeddings = model.encode(sentences)
 print(embeddings.shape)
@@ -558,38 +467,38 @@ You can finetune this model on your own dataset.
 
 | Metric              | Value      |
 |:--------------------|:-----------|
-| 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** |
+| cosine_accuracy@1   | 0.468      |
+| cosine_accuracy@5   | 0.9092     |
+| cosine_accuracy@10  | 0.9604     |
+| cosine_precision@1  | 0.468      |
+| cosine_precision@5  | 0.1818     |
+| cosine_precision@10 | 0.096      |
+| cosine_recall@1     | 0.468      |
+| cosine_recall@5     | 0.9092     |
+| cosine_recall@10    | 0.9604     |
+| cosine_ndcg@5       | 0.7079     |
+| cosine_ndcg@10      | 0.7245     |
+| cosine_ndcg@100     | 0.7327     |
+| cosine_mrr@5        | 0.6405     |
+| cosine_mrr@10       | 0.6473     |
+| cosine_mrr@100      | 0.6492     |
+| cosine_map@100      | 0.6492     |
+| dot_accuracy@1      | 0.4668     |
+| dot_accuracy@5      | 0.9092     |
+| dot_accuracy@10     | 0.9604     |
+| dot_precision@1     | 0.4668     |
+| dot_precision@5     | 0.1818     |
+| dot_precision@10    | 0.096      |
+| dot_recall@1        | 0.4668     |
+| dot_recall@5        | 0.9092     |
+| dot_recall@10       | 0.9604     |
+| dot_ndcg@5          | 0.7075     |
+| dot_ndcg@10         | 0.7241     |
+| dot_ndcg@100        | 0.7322     |
+| dot_mrr@5           | 0.6398     |
+| dot_mrr@10          | 0.6467     |
+| dot_mrr@100         | 0.6486     |
+| **dot_map@100**     | **0.6486** |
 
 <!--
 ## Bias, Risks and Limitations
@@ -609,8 +518,7 @@ You can finetune this model on your own dataset.
 #### Non-Default Hyperparameters
 
 - `eval_strategy`: steps
-- `per_device_train_batch_size`: 32
-- `per_device_eval_batch_size`: 32
+- `gradient_accumulation_steps`: 4
 - `learning_rate`: 1e-05
 - `weight_decay`: 0.01
 - `num_train_epochs`: 1.0
@@ -624,11 +532,11 @@ You can finetune this model on your own dataset.
 - `do_predict`: False
 - `eval_strategy`: steps
 - `prediction_loss_only`: True
-- `per_device_train_batch_size`: 32
-- `per_device_eval_batch_size`: 32
+- `per_device_train_batch_size`: 8
+- `per_device_eval_batch_size`: 8
 - `per_gpu_train_batch_size`: None
 - `per_gpu_eval_batch_size`: None
-- `gradient_accumulation_steps`: 1
+- `gradient_accumulation_steps`: 4
 - `eval_accumulation_steps`: None
 - `torch_empty_cache_steps`: None
 - `learning_rate`: 1e-05
@@ -735,10 +643,23 @@ You can finetune this model on your own dataset.
 </details>
 
 ### Training Logs
-| 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                    |
+| Epoch      | Step    | Training Loss | loss      | val_evaluator_dot_map@100 |
+|:----------:|:-------:|:-------------:|:---------:|:-------------------------:|
+| 0.0682     | 15      | 0.6463        | 0.3498    | 0.6152                    |
+| 0.1364     | 30      | 0.3071        | 0.1975    | 0.6212                    |
+| 0.2045     | 45      | 0.2023        | 0.1576    | 0.6248                    |
+| 0.2727     | 60      | 0.1457        | 0.1357    | 0.6321                    |
+| 0.3409     | 75      | 0.2456        | 0.1228    | 0.6370                    |
+| 0.4091     | 90      | 0.1407        | 0.1130    | 0.6365                    |
+| 0.4773     | 105     | 0.1727        | 0.1042    | 0.6393                    |
+| 0.5455     | 120     | 0.1311        | 0.0975    | 0.6428                    |
+| 0.6136     | 135     | 0.13          | 0.0910    | 0.6433                    |
+| 0.6818     | 150     | 0.0919        | 0.0872    | 0.6466                    |
+| 0.75       | 165     | 0.1587        | 0.0851    | 0.6490                    |
+| 0.8182     | 180     | 0.1098        | 0.0834    | 0.6481                    |
+| 0.8864     | 195     | 0.1013        | 0.0824    | 0.6461                    |
+| **0.9545** | **210** | **0.1144**    | **0.082** | **0.6486**                |
+| 1.0        | 220     | -             | 0.0820    | 0.6486                    |
 
 * The bold row denotes the saved checkpoint.
 

model.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:daf9158fb80c78b84f9d4331cb40d5a8500414e1d653ad4a73f045851cfd0e0b
+oid sha256:b3a4b2d6329aba9e59be28ab1f70454641ffd5a50412056318d9d3990346a65b
 size 133462128