sentence-transformers How to use smokxy/embedding-finetuned with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("smokxy/embedding-finetuned")
sentences = [
"Who are the CSCs engaged to enrol non-loanee farmers?",
"'notification or /and on National Crop Insurance Portal multiplied by sown area for notified crop. 3.1.3 Special efforts shall be made to ensure maximum coverage of SC/ ST/ Women farmers under the Scheme. Further Panchayat Raj Institutions (PRIs) may be involved in extension and awareness creation amongst farmers and obtaining feed-back of farmers about the implementation of the Scheme 3.1.4 The implementing Insurance Company selected as L1 will be responsible for taking necessary measures to ensure at least 10% incremental increase in coverage of non-loanee farmers. However other empanelled Insurance Companies which have participated in the bidding and are keen for enrolment of non loanee farmers in the cluster may also be allowed to enrol non-loanee farmers at L1 premium rate. The interested companies have to inform their willingness in writing within seven days of finalisation of tender/issuance of work order to L1. It will however be the responsibility of all the Insurance Companies engaged in this process to ensure that duplicate enrolment does not happen in the given cluster/district. Engaging companies other than L1 for enrolling non loanee farmers will be taken up on a pilot basis in Districts notified by State Govt. They shall enrol non loanee farmers as per conditions laid down in Para 17.5. 3.1.5 These Insurance Company will maintain separate data of such non loanee farmers covered by them and enter the said data on the portal as per seasonality discipline detailed in Para 16.2. They shall be liable for payment of claims to such farmers. 3.1.6 The exchange of information, co-witnessing of CCEs and sharing of yield data etc for the cluster by Government/NCIP will be limited to L1 Company only and it will be binding on other companies to accept it. However, the requisition for payment of Government subsidy in respect of non-loanee enrolled by them will be submitted directly to the Govt designated agency.'",
"'Name of Implementing Agency (NABARD/NCDC):............................................. Address: ........................................................................................................... ........................................................................................................... ................................................................................................................. Phone Number: ............................................................................. (Each page of the application form should be signed by Branch head and Zonal Manager) Name and Address of the applicant Bank Branch : 1 a) Complete Postal Address (*with pin-code) : 1 b) Phone No. with STD : 1 c) Fax No.: 1 d) E-Mail Address: 1 e) Details of the authorised Designation Mobile No. E-Mail Address. person of the Bank submitting the Claim: 2 Name of Borrower FPO : 2 a) Constitution: Producer Organization 2 b) Registered Office Address (*with pin-code): (i). Phone No. (ii). Fax No. (iii). E-mail Address 2 c) Business Office Address (if any) (i). Phone No. (ii). Fax No. (iii). E-mail Address 2 d) Name of CEO : Mobile No. 2 e) Credit Facility for which guarantee cover sought : Old New Expansion Technical Upgradation 2 f ) Give details of components:- Inputs: Processing: Marketing: Any other: Total Investment: 3 Banking Facilities Sanctioned by sanctioning authority (Rs. in Lakh):- (i). Term-Loan : Date of Sanction: Amount Outstanding: IRAC Status: IRAC Status: (ii).Cash Credit : Date of Sanction: Amount Outstanding: 3 a) Sanctioning Office: Branch: ZO / RO: HO: 3 b) Designation of Sanctioning Authority : 3 c) Sanctioning authority approval vide : 3 d) Sanction / Appraisal Note No. Dated: 3 e) Agenda No. / Minutes conveying sanction : 4 Name and Address of Controlling Office of the Branch (*with pin-code): 4.a). Name of Controlling Authority : 4.b). Mobile No.: 4.c). Fax. No. : 4.d). E-Mail Address. : 5 Present status of FPO Activity : (Give component wise details) 5. a) 5. b). 5. c). 5. d). 5. e). 5. f ) 6 Status of Accounts 6. a). Term-Loan: Amount of Disbursement till date : Outstanding as on date : i).'",
"'8.1 CSCs under Ministry of Electronics and Information Technology (MeITY) have been engaged to enrol non-loanee farmers. The Insurance Companies are required to enter into a separate agreement with CSC and pay service charges as fixed by DAC&FW, GOI per farmer per village per season. No other agreement or payment is required to be made for this purpose. Nodal agency for engagement with Ministry of Agriculture and Farmers Welfare and Insurance Companies will be CSC-SPV, a company established under MeITY for carrying out e-governance initiatives of GoI. 8.2 No charges/fee shall be borne or paid by the farmers being enrolled through CSCs i.e. CSC-SPV and CSC-VLE 8.3 As per IRDA circular, no separate qualification/certification will be required for the VLEs of CSCs to facilitate enrolment of non-loanee farmers. 8.4 All empanelled Insurance Companies will compulsorily be required to enter into an agreement with CSC for enrolment of non-loanee farmers and for provision of other defined services to farmers. 8.5 Other designated intermediaries may be linked with the Portal in due course. 8.6 Empanelled Insurance Companies have to necessarily register on the portal and submit list and details of agents/intermediaries engaged for enrolment of non-loanee farmers in the beginning of each season within 10 days of award of work in the State. Further all agents/intermediaries have to work strictly as per the provisions of the Scheme and IRDA regulations'"
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
