Model: smokxy/embedding_finetuned
Author: smokxy
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:900, loss:GISTEmbedLoss, arxiv:1908.10084, arxiv:2402.16829, base_model:BAAI/bge-small-en-v1.5, base_model:finetune:BAAI/bge-small-en-v1.5, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: BAAI/bge-small-en-v1.5
Card metadata: base_model: BAAI/bge-small-en-v1.5
library_name: sentence-transformers
metrics: cosine_accuracy@1, cosine_accuracy@5, cosine_accuracy@10, cosine_precision@1, cosine_precision@5, cosine_precision@10, cosine_recall@1, cosine_recall@5, cosine_recall@10, cosine_ndcg@5, cosine_ndcg@10, cosine_ndcg@100, cosine_mrr@5, cosine_mrr@10, cosine_mrr@100, cosine_map@100, dot_accuracy@1, dot_accuracy@5, dot_accuracy@10, dot_precision@1, dot_precision@5, dot_precision@10, dot_recall@1, dot_recall@5, dot_recall@10, dot_ndcg@5, dot_ndcg@10, dot_ndcg@100, dot_mrr@5, dot_mrr@10, dot_mrr@100, dot_map@100
pipeline_tag: sentence-similarity
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:900, loss:GISTEmbedLoss
widget: source_sentence: How can I contact the National Co-operative Development Corporation?
sentences: '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.', '10.1 Under the scheme, financial support to Farmer Producer Organization (FPO)      @ up to maximum of Rs. 18 lakh / FPO or actual, whichever is lesser is to be provided during three years from the year of formation. The financial support is not meant for reimbursing the entire administrative and management cost of FPO but it is to provide the financial support to the FPOs to the extent provided  to  make them sustainable and economically viable. Hence, the fourth year onwards of formation, the FPO has to manage their financial support from their own business activities. The indicative financial support broadly covers (i) the support for salary of its CEO/Manager (maximum up to Rs.25000/month) and Accountant (maximum up to Rs. 10000/month); (ii) one time registration cost(one time up to  maximum Rs. 40000 or actual whichever is lower); (iii) office rent (maximum up to Rs. 48,000/year); (iv) utility charges (electricity and telephone charges of office of FPO maximum up to Rs. 12000/year); (v) one-time cost for minor equipment (including furniture and fixture maximum up to Rs. 20,000); (vi) travel and meeting cost (maximum up to Rs.18,000/year); and (vii) misc. (cleaning, stationery etc. maximum up to Rs. 12,000/year). Any expenditure of operations, management, working capital requirement and infrastructure development etc., over and above this, will be met by the FPOs from their financial resources.  10.2 FPO being organization of farmers, it does not become feasible for FPO itself to  professionally administer its activities and day to day business, therefore, FPO requires some professionally equipped Manager/CEO to administer its activities and day to day business with a sole objective to make FPO economically sustainable and farmers' benefiting agri-enterprise. Not only for business  development but the value of professional is immense in democratizing the FPOs and strengthening its governing system.', 'Risk Analysis    For further information, please contact: Chief General Manager, Managing Director Small Farmers' Agri- Business Consortium, National Bank for Agriculture & Rural Head office, NCUI Auditorium Development, **NABARD**, Building C-24, 'G' Block, 5th floor, 3, Siri Institutional Area Bandra-Kurla Complex, August Kranti Marg, Hauz Bandra East, Khas, Mumbai - 400051 New Delhi-110016 Tel: 022- Tel: 011-41060075, 26966017 26539530,26539500 e-mail: sfac@nic.in Website: www.sfacindia.com csr.murthy@nabard.org, fsdd@nabard.org Website: www.nabard.org Agriculture Marketing Adviser Directorate of Marketing & Inspection DAC&FW, New CGO Complex, NH-IV, Faridabad - 121001 Tel: 0129- 2412518 e-mail: mdrc-dac@gov.in Website: www.dmi.gov.in Managing Director National Co-operative Development Corporation, **NCDC**, 4-Siri Institutional Area, Hauz Khas, New Delhi - 110016 Tel: 011- 26960796, 26567140 e-mail:  e-mail: mail@ncdc.in Website: www.ncdc.in Agricultural Marketing Division Department of Agriculture, Co-operation & Farmers' Welfare Ministry of Agriculture & Farmers' Welfare Krishi Bhawan, New Delhi-110001 Tel: 011-23386235, 23388579 Website: www.agricoop.nic.in', source_sentence: Are any qualifications or certifications required for the VLEs of CSCs in facilitating the enrollment of non-loanee farmers?
sentences: '13.3.1   Insurance company shall take all necessary steps to take appropriate reinsurance cover for their portfolio in order to safeguard insured's interest. In case premium to claims ratio exceeds 1:3.5 or percentage of claims to Sum Insured exceeds 35%, whichever is higher, at the National Level in a crop  season, then Govt. will provide protection to Insurance Companies. The losses exceeding the above mentioned level in the crop season would be met from equal contribution of the Central Govt. and the  concerned State/UT Govts. In case losses are below the above mentioned condition, insurers shall be responsible to settle the admissible claims.', '| Picking 1                                             | Picking 2      | Picking 4    |\n|-------------------------------------------------------|----------------|--------------|\n| Total Yield Kg)                                       |                |              |\n| Picking 3                                             |                |              |\n| Yield (Kg)                                            |                |              |\n| Crop                                                  | Experiment no. |              |\n| Yield                                                 |                |              |\n| (Kg)                                                  |                |              |\n| Yield                                                 |                |              |\n| (Kg)                                                  |                |              |\n| Yield                                                 |                |              |\n| (Kg)                                                  |                |              |\n| P1                                                    | P2             | P3           |\n| Well Conducted CCEs in the  Taluka with 4 pickings    |                |              |\n| Cotton                                                | E1             | 1            |\n| Cotton                                                | E2             | 1            |\n| Cotton                                                | E3             | 0.75         |\n| Cotton                                                | E4             | 0.8          |\n| Cotton                                                | E5             | 0.95         |\n|                                                       | Average        | 0.9          |\n| 6.373                                                 | 2.128          | 1.282        |\n| (1                                                    |                |              |\n| st                                                    |                |              |\n| + 2                                                   |                |              |\n| nd                                                    |                |              |\n| +3                                                    |                |              |\n| rd                                                    |                |              |\n|                                                       |                |              |\n| Factor (Total yield/                                  |                |              |\n| Picking Yield)                                        |                |              |\n|                                                       |                |              |\n| (1                                                    |                |              |\n| st                                                    |                |              |\n| )                                                     | (1             |              |\n| st                                                    |                |              |\n| +                                                     |                |              |\n| 2                                                     |                |              |\n| nd                                                    |                |              |\n| )                                                     | )              |              |\n| CCEs with Less Pickings in any IU within that  Taluka |                |              |\n| Cotton                                                | E6 (only 1     |              |\n| st                                                    |                |              |\n| Picking)                                              | 1              |              |\n| Cotton                                                | E7 (1          |              |\n| st                                                    |                |              |\n| and 2                                                 |                |              |\n| nd                                                    |                |              |\n| Picking)                                              | 1.2            | 1.75         |\n| Cotton                                                | E8 (1          |              |\n| st                                                    |                |              |\n| , 2                                                   |                |              |\n| nd                                                    |                |              |\n| & 3                                                   |                |              |\n| rd                                                    |                |              |\n| Picking)                                              | 1.1            | 1.85         |', '8.1    CSCs under Ministry of Electronics and Information Technology (MeITY) have been engaged to enrol    non-loanee farmers. The Insurance Companies are required to enter into a separate agreement with    CSC and pay service charges as fixed by DAC&FW, GOI per farmer per village per season. No other    agreement or payment is required to be made for this purpose. Nodal agency for engagement with    Ministry of Agriculture and Farmers Welfare and Insurance Companies will be CSC-SPV, a company    established under MeITY for carrying out e-governance initiatives of GoI.  8.2    No charges/fee shall be borne or paid by the farmers being enrolled through CSCs i.e. CSC-SPV and    CSC-VLE  8.3    As per IRDA circular, no separate qualification/certification will be required for the VLEs of CSCs to    facilitate enrolment of non-loanee farmers.  8.4    All empanelled Insurance Companies will compulsorily be required to enter into an agreement with    CSC for enrolment of non-loanee farmers and for provision of other defined services to farmers.   8.5    Other designated intermediaries may be linked with the Portal in due course.   8.6    Empanelled Insurance Companies have to necessarily register on the portal and submit list and details    of agents/intermediaries engaged for enrolment of non-loanee farmers in the beginning of each    season  within 10 days of award of work in the State.  Further all agents/intermediaries have to work    strictly as per the provisions of the Scheme and IRDA regulations', source_sentence: How many federations of farmer clubs are there in Chhattisgarh?
sentences: 'i. Shareholder List and Share Capital contribution by each Member verified and certified by a Chartered Accountant (CA) prior to submission (Format attached, Annexure I- Enclosure-I). ii. Resolution of FPO Board/Governing Council to seek Equity Grant for Members (Format attached, Annexure I- Enclosure-II).  iii. Consent of Shareholders, stating name of shareholder, gender, number of shares held, face value of shares, land holding, and signature, signifying consent for Implementing Agency to directly transfer the Equity Grant sanctioned to the FPC on their behalf, to FPC Bank account, against the consideration of additional shares of equivalent value to be issued to them by FPC and on exit- transfer of the shares as per rules (Format attached, Annexure I-Enclosure-III).   iv. Audited Financials of FPO for a minimum 1 year/for all years of existence of the FPO if formed less than three years prior to application/ for the last 3 years for FPO in existence for 3 years or more, verified and certified by a Chartered Accountant (CA) prior to submission. v. Photocopy of FPO Bank Account Statement for last six months authenticated by Branch Manager. vi. Business plan and budget for next 18 months. vii. Names, photographs, and identity proof (one from among ration card, Aadhaar card, election identification card, and passport of Representatives/ Directors authorized by the Board for executing and signing all documents under the Scheme. viii. Each page of Application Form   and accompanying documents should be signed by a minimum of two Board Member Authorised Representatives of FPO;', '  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.', '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: How is the Sum Insured calculated for an individual farmer?
sentences: '(i) The software for vertical and horizontal e-Market place will provide information  about the details of FPOs produce with its quality ready for sale.  (ii) It will provide details of availability of quality inputs with price and also the details  of custom hiring facility with rate.   (iii) It will also provide detailed information about formation of FPO, its registration,  location, major business activity, profitability status and all other related information FPO-wise.  (iv)  It will have window to highlight the problems being encountered in any stage of  formation and promotion of FPOs and quick response by respective agency to resolve the problem.  (v) All the software developed by Implementing Agencies with respect to FPOs are  to be inter-operable with this Integrated portal.', '12.1   Sum Insured per hectare for both loanee and non-loanee farmers will be same and equal to the Scale  of Finance as decided by the DLTC/SLTC, and would be pre-declared by SLCCCI and notified. No other calculation of Scale of Finance will be applicable. Sum Insured for individual farmer is equal to the SOF  per hectare multiplied by area of the notified crop proposed by the farmer for insurance. Area under  cultivation shall always be expressed in hectare'.  12.2   In cases where crops are separately notified under irrigated, un-irrigated category by State Govts. Sum  insured for irrigated and un-irrigated areas should be separately indicated.', '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.', source_sentence: What is the requirement of Aadhaar for crop loan or Kisan Credit Card (KCC) under the Interest Subvention Scheme?
sentences: ' This consent of the beneficiary should be \'to agree that the department responsible for implementation of the Pradhan Mantri Kisan Samman Nidhi Yojana in Union Government or the State Government / Union Territory Administration can use the beneficiary Aadhaar number and other information provided in the declaration to verify the eligibility of the beneficiary for scheme as per extant scheme guidelines with the concerned agencies\'. 6.3  The existing land-ownership system in the concerned State / UT will be used for identification of beneficiaries. Accordingly, it is of utmost importance that the land records are clear and updated. Further, State / UT Governments would also expedite    the progress of digitization of the land records and linking the same with Aadhaar as well as bank details of the beneficiaries. 6.4  The lists of eligible beneficiaries would be published at the village level. Farmers'  families who are eligible but have been excluded should be provided an opportunity to represent their case.', ' Date………………………………   ……………………………… Signature of Branch Manager with branch seal  Name…………………………………… … Designation …………………………………… ………………………………  ……………………………… Signature of Authorized Person in zonal office Name………………………………… Designation ……………………………………  5. Promoter's request letter  List of Enclosures  1. Recommendation  9. List of shareholders  addressed to the Bank Manager on original letter head of FPO  confirmed by promoter and bank  with amount of CGC  sought on Bank's  Original letterhead with date and dispatch number duly signed by the Branch Manager on each page.  2. Sanction letter of  6. Implementation Schedule  10. Affidavit of promoters that  confirmed by the bank.  they have not availed CGC  from any other institution for  sanctioned Credit Facility.  sanctioning authority  addressed to recommending  branch.  3. Bank's approved  7. Up-to-date statement of account of  11. Field inspection report of  Term loan and Cash Credit (if Sanctioned).  Bank official as on recent date.  Appraisal/Process note bearing signature of sanctioning authority.  4. Potential Impact on  8. a).Equity Certificate, C.A/CS  * Pin Code at Column No. 1. a),  certificate/RCS certificate  2. b), 2. c), 4. a) and 9. a) is Mandatory  b). FORM-2, FORM-5 and FORM-23  filed with ROC for Company/RCS.  small farmer producers  1. Social Impact,  2. Environmental  Impact  3.', '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.'
model-index: name: SentenceTransformer based on BAAI/bge-small-en-v1.5
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: val evaluator
type: val_evaluator
metrics: type: cosine_accuracy@1
value: 0.51
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@5
value: 0.89
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.93
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.51
name: Cosine Precision@1
verified: no, type: cosine_precision@5
value: 0.17799999999999996
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09299999999999997
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.51
name: Cosine Recall@1
verified: no, type: cosine_recall@5
value: 0.89
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.93
name: Cosine Recall@10
verified: no, type: cosine_ndcg@5
value: 0.7199414259514458
name: Cosine Ndcg@5
verified: no, type: cosine_ndcg@10
value: 0.7332305184181033
name: Cosine Ndcg@10
verified: no, type: cosine_ndcg@100
value: 0.7506961623500871
name: Cosine Ndcg@100
verified: no, type: cosine_mrr@5
value: 0.6626666666666666
name: Cosine Mrr@5
verified: no, type: cosine_mrr@10
value: 0.6683611111111114
name: Cosine Mrr@10
verified: no, type: cosine_mrr@100
value: 0.6730785505344332
name: Cosine Mrr@100
verified: no, type: cosine_map@100
value: 0.6730785505344328
name: Cosine Map@100
verified: no, type: dot_accuracy@1
value: 0.51
name: Dot Accuracy@1
verified: no, type: dot_accuracy@5
value: 0.89
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.93
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.51
name: Dot Precision@1
verified: no, type: dot_precision@5
value: 0.17799999999999996
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.09299999999999997
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.51
name: Dot Recall@1
verified: no, type: dot_recall@5
value: 0.89
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.93
name: Dot Recall@10
verified: no, type: dot_ndcg@5
value: 0.7199414259514458
name: Dot Ndcg@5
verified: no, type: dot_ndcg@10
value: 0.7332305184181033
name: Dot Ndcg@10
verified: no, type: dot_ndcg@100
value: 0.7506961623500871
name: Dot Ndcg@100
verified: no, type: dot_mrr@5
value: 0.6626666666666666
name: Dot Mrr@5
verified: no, type: dot_mrr@10
value: 0.6683611111111114
name: Dot Mrr@10
verified: no, type: dot_mrr@100
value: 0.6730785505344332
name: Dot Mrr@100
verified: no, type: dot_map@100
value: 0.6730785505344328
name: Dot Map@100
verified: no
Likes: 0 | All-time downloads: 123
Created: 2024-08-21 19:38:10