---
language: []
library_name: sentence-transformers
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:900
- loss:GISTEmbedLoss
base_model: BAAI/bge-small-en-v1.5
datasets: []
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
widget:
- source_sentence: What is considered when banks sanction a loan for a notified crop
in a notified area?
sentences:
- '''14.1.1 To cohesively coordinate the Implementing Agencies, activities and to
decide the policy guidelines in the matter for better outcome of the Scheme,
there is a national level Project Management Advisory and Fund Sanctioning Committee
(N-PMAFSC) constituted in DAC&FW. Composition of the Committee shall be - (i) Secretary,
DAC&FW ----------------------------------------------------Chairperson (ii) Addl.
Secretary (Marketing), DAC&FW ------------------------------------Member (iii) AS&FA,
DAC&FW --------------------------------------------------------------Member
(iv) JS (MIDH, RKVY, Co-operation), DAC&FW -----------------------------Member
(v) JS (MoFPI), as nominated by its Secretary---------------------------------Member (vi) JS
(DoAHD), as nominated by its Secretary--------------------------------Member (vii)
JS (Deptt. of Fisheries), as nominated by its Secretary-----------------Member
(viii)JS (MoRD), as nominated by its Secretary---------------------------------Member
(ix) JS (DoNER),as nominated by its Secretary---------------------------------Member
(x) JS (Tribal Affairs) nominated by Secretary----------------------------------Member
(xi) Managing Director (SFAC)-------------------------------------------------------Member (xii)
Managing Director (NCDC)------------------------------------------------------Member
(xiii) NABARD''s representative not below the rank of CGM------------------Member (xiv)
JS (Marketing), DAC&FW-----------------------------------------Member Secretary Note:
(i) Chairperson may co-opt any additional member(s) including from any other Ministry
/Department, States or expert(s) to assist the functioning of the Committee. In
case of co-opted Members(s) from States, it shall be on rotation basis. Two prominent
farmer members or representatives of FPOs be nominated as member of the Committee
by Government of India. (ii) Directorate of Marketing & Inspection, an attached
office of DAC&FW will provide necessary secretarial services and assistance including
technical inputs to N-PMAFSC in coordination, scrutiny and sanction of proposals
and will coordinate with NPMA, which shall also assist N-PMAFSC with inputs on
policy formulation, coordination among implementing agencies.'''
- '''(i) The software for vertical and horizontal e-Market place will provide information about
the details of FPOs produce with its quality ready for sale. (ii) It will provide
details of availability of quality inputs with price and also the details of
custom hiring facility with rate. (iii) It will also provide detailed information
about formation of FPO, its registration, location, major business activity,
profitability status and all other related information FPO-wise. (iv) It will
have window to highlight the problems being encountered in any stage of formation
and promotion of FPOs and quick response by respective agency to resolve the problem. (v)
All the software developed by Implementing Agencies with respect to FPOs are to
be inter-operable with this Integrated portal.'''
- '''17.4.1 Whenever banks sanction loan for a notified crop in a notified area,
the crop loan amount to the extent of notified Sum Insured (equivalent **to DLTC/SLTC
approved Scale of Finance)** for notified crop and acreage of individual notified
crop of loanee farmer shall be taken into consideration for compulsory coverage,
as per seasonality discipline. Based on seasonality of crop, banks should separately
calculate the eligibility of loan amount for both Kharif and Rabi seasons based
on the Scale of Finance and declared acreage under notified crops. Disbursing
bank branch/ PACS will prepare statement of crop-wise and insurance unit-wise
details of crop insurance with premium as per the seasonality discipline. Loan
disbursing bank branch/ PACS shall finance additional loan equal to the premium
amount payable by farmer for crop insurance. 17.4.2 For insurance coverage of
a farmer, SI amount for a notified crop will be equivalent to Scale of Finance
defined in the Govt. notification and uploaded on the National Crop Insurance
Portal for the concerned notified crop and season. The total Sum Insured of loanee
farmer for the season shall be calculated accordingly. The compulsory coverage
shall solely be based on the sanctioned / renewal of credit limit for notified
crop for the season only and will be independent of disbursed amount/withdrawals.
Farmers availing/renewing the KCC loans for Kharif & Rabi crops after cut-off date
(renew/sanction period) for the season will be eligible for cover under crop insurance
for the next/following crop season subject to the loan being standard loan and
cut-off-date of premium debit for the season.'''
- source_sentence: Which organizations will be represented in the Technical Advisory
Committee (TAC)?
sentences:
- '''i. There shall be an Investment and Claims Settlement Committee (I&CSC) in NABARD
and NCDC. The I&CSC in NABARD will be chaired by its Deputy Managing Director
(Dy.MD) or as nominated by Chairman, NABARD in case Dy. MD post is vacant ; while
in NCDC, it will be chaired by its Managing Director (MD). The respective Committee
may have also representative of States in rotation, Banking Institutions and relevant
subject matter Experts apart from a representative of DAC&FW. NABARD may also
co-opt a representative from SFAC. The procedure, frequency of conduct of meeting
etc. will be decided by respective Organization as may be required. The I&CSC
in NABARD and NCDC will apply their due diligence to scrutinize and accord the
financial sanction to the proposals received from ELIs for Credit Guarantee Cover.
NABARD and NCDC will submit by tenth day of next month the detailed progress
of sanctioned credit guarantee cover of the previous month to DAC&FW on prescribed
pro-forma. The N-PMAFSC shall be final authority in all policy and strategic decision
making in this regard. ii. The I&CSC shall have discretion to take decisions
in all matters concerning the Fund and its administration, set standards for risk
exposure, design the financial structure of the Fund and profit targets, including
special consideration for FPO with good track record of recovery. iii. The
I&CSC shall deliberate upon Policy Issues and Strategy for overall development
of the Fund and make recommendations to the NABARD and NCDC, as the case may be,
for their approval. The NABARD and NCDC will accord approval and inform N-PMAFSC. iv.'''
- '''14.2.1 Considering the significance and strategic roles of the State Government
and its machinery down the line in synergizing the efforts in mobilizing the
farmers, offering various services relating to production and post-production
and also closely and periodically review the developmental and functioning including constraints
faced by FPOs, a State Level Consultative Committee called SLCC is constituted.
The Composition of the Consultative Committee is as under- i. Addl. Chief
Secy/Secy. I/c Agriculture/ Agriculture Marketing----Chairperson ii. Secretary
of line Ministries/Departments ------------------------------Members (Horticulture,
Animal Husbandry& Fisheries, Co-operation, Marketing, Rural Development, Panchayati
Raj) (In State/UT where there is no post of ACS/PS; and Secretary, I/c Agriculture
is Chairperson, members may be Directors of line Departments) iii. Representative
of SFAC ---------------------------------------------------Member iv. Representative
of NCDC -------------------------------------------------Member v. Representative
of NABARD ----------------------------------Member Secretary* vi. Convener,
SLBC -----------------------------------------------------------Member vii. Two
Experts from Agriculture Universities/Institutions ----------------Members Note:
(i) Chairman may co-opt additional Member(s) as per requirement and In-charge
of DMI of respective State/UT may be invited in the meeting as special invitee.
Two prominent farmer members or representatives of FPOs in the State/UT be nominated
as member of the Committee by Government of India. *(ii)Representative of NABARD
will be Member Secretary to convene and coordinate the meetings of SLCC, however,
in State (s) where there is presence of NCDC and State level SFAC and they are
playing lead and significant roles in formation and promotion of FPOs, their
representatives may be Member Secretary in place of NABARD). In case of any
dispute, decision of N-PMAFSC in this regard shall be final. (iii)State
Governments/ UT Administration will issue order for formation of State Level
Consultative Committee.'''
- '''The protocol of timelines defined above shall also be applicable to the actual
Yield data being provided by the concerned State department in batches, i.e. Crop-wise-District-wise
lots of data and timelines for each batch of data shall be counted separately/batch
wise. Unnecessary delay in finalization of yield data will attract penal interest
on due claim amount payable to the farmers as decided by the SLCC in the matter. 19.3 The
existing Technical Advisory Committee (TAC) comprising of representatives from
Directorate of Economics and Statistics, DAC&FW, MNCFC, NSSO, IASRI, will be
further augmented and constituted under the chairmanship of **Additional Secretary,
DAC&FW** and additional members depending on case to case basis will be drawn
from various organizations namely, relevant institution under Indian Council of
Agriculture Research (ICAR), Indian Agriculture Research Institute (IARI), National
Remote Sensing Centre (NRSC), Space Applications Centre (SAC), Central Statistical
Organization(CSO), Insurance Regulatory and Development Authority of India (IRDAI),
Reserve Bank of India (RBI), National Bank for Agriculture & Rural Development
(NABARD), India Meteorological Department (IMD) or any other such organisation. 19.4 The
role of TAC shall be to review the technical matters related to execution of the
Scheme. In case, the matter requires further focused deliberations, the TAC will
refer the issue to Technical Agency (as defined in the SOP for yield dispute).
Technical Agency (TA) will compulsorily take input/reports/relevant information
from concerned State Department and Insurance Company and may also opt for representatives
of other organizations/experts (if required) with permission of chairman of TAC
and follow the procedure as defined in the SOP. 19.5 State shall also constitute
the State Level Technical Advisory Committee (STAC) on similar pattern to resolve
disputes.'''
- source_sentence: What are the ongoing schemes of the Government that can be used
to enhance the cost effectiveness of FPOs?
sentences:
- '''14.2.1 Considering the significance and strategic roles of the State Government
and its machinery down the line in synergizing the efforts in mobilizing the
farmers, offering various services relating to production and post-production
and also closely and periodically review the developmental and functioning including constraints
faced by FPOs, a State Level Consultative Committee called SLCC is constituted.
The Composition of the Consultative Committee is as under- i. Addl. Chief
Secy/Secy. I/c Agriculture/ Agriculture Marketing----Chairperson ii. Secretary
of line Ministries/Departments ------------------------------Members (Horticulture,
Animal Husbandry& Fisheries, Co-operation, Marketing, Rural Development, Panchayati
Raj) (In State/UT where there is no post of ACS/PS; and Secretary, I/c Agriculture
is Chairperson, members may be Directors of line Departments) iii. Representative
of SFAC ---------------------------------------------------Member iv. Representative
of NCDC -------------------------------------------------Member v. Representative
of NABARD ----------------------------------Member Secretary* vi. Convener,
SLBC -----------------------------------------------------------Member vii. Two
Experts from Agriculture Universities/Institutions ----------------Members Note:
(i) Chairman may co-opt additional Member(s) as per requirement and In-charge
of DMI of respective State/UT may be invited in the meeting as special invitee.
Two prominent farmer members or representatives of FPOs in the State/UT be nominated
as member of the Committee by Government of India. *(ii)Representative of NABARD
will be Member Secretary to convene and coordinate the meetings of SLCC, however,
in State (s) where there is presence of NCDC and State level SFAC and they are
playing lead and significant roles in formation and promotion of FPOs, their
representatives may be Member Secretary in place of NABARD). In case of any
dispute, decision of N-PMAFSC in this regard shall be final. (iii)State
Governments/ UT Administration will issue order for formation of State Level
Consultative Committee.'''
- '''Date: To, (i) The Managing Director Small Farmers'' Agri-Business Consortium
(SFAC), NCUI Auditorium, August Kranti Marg, Hauz Khas, New Delhi 110016. (ii)The
Managing Director National Co-operative Development Corporation (NCDC), 4, Siri
Institutional Area, Hauz Khas, New Delhi 110016. (iii) The Chief General Manager
National Bank for Agriculture and Rural Development (NABARD), Regional Office
--------------------------------------------------------------- (iv) To any other
additional Implementing Agency allowed/designated, as the case may be. Sub: Application
for Equity Grant under scheme of Formation and Promotion of 10,000 Farmer Producer
Organizations (FPOs) Dear Sir/Madam, We herewith apply for Equity Grant as per
the provisions under the captioned scheme. 1. The details of the FPO are as under- S.
No. Particulars to be furnished Details 1. Name of the FPO 2. Correspondence
address of FPO 3. Contact details of FPO 4. Registration Number 5. Date
of registration/incorporation of FPO 6. Brief account of business of FPO 7. Number
of Shareholder Members 8. Number of Small, Marginal and Landless Shareholder
Members'''
- ''' (ii) Ongoing schemes of Government will be used in convergence to enhance
the cost effectiveness of FPOs in production and raising productivity and also
to meet the cost of infrastructure requirement of the FPOs. Implementing Agency
may converge the fund available with various on-going Government of India schemes
such as Rashtriya Krishi Vikas Yojna (RKVY), Mission for Integrated Development
for Horticulture (MIDH),National Food Security Mission (NFSM), Pradhan Mantri
Kisan Sampada Yojna (PM-SAMPADA), Deendayal Antyodaya Yojna-National Rural Livelihood
Mission (DAY-NRLM), PM- FME Scheme of MoFPI, TRIFED etc. in programs, activities
and creation of infrastructure like Custom Hiring Centre/Common Facilitation Centre
with machinery/equipment relating to production and post-production, value addition
and farm level processing, storage and other activities to make FPOs sustainable
and economically viable. (iii) Further, Agricultural Marketing Infrastructure
(AMI) Sub-Scheme of Integrated Scheme for Agriculture Marketing (ISAM) will also
be converged and an FPO willing to develop post-harvest management and marketing
infrastructure can avail assistance thereunder. (iv) States/ Union Territories
can avail assistance for development of marketing and farm level value addition
infrastructure/facilities for FPOs including setting up of Custom Hiring Centre
(CHC)/Common Facilitation Center (CFC) for marketing and supply chain etc. under
Agri- Market Infrastructure Fund (AMIF) approved for creation in NABARD for development
of marketing and farm level value addition infrastructure/facilities in Gramin
Agriculture Markets (GrAMs). In this case, operational guidelines of AMIF and
NABARD''s procedure and terms and conditions of sanction and repayment of loan
for AMIF shall be applicable. (v) States/Union Territories can top up and additionally
supplement the activities of FPOs from their own fund for activities and infrastructure
not covered under Government of India Scheme.'''
- source_sentence: What is the last date for enrolment of farmers for notified crop(s)
in the Kharif season?
sentences:
- '''16.1 The cut-off date is uniform for both loanee and non-loanee cultivators.
The State-wise cut-off dates for different crops shall be based on Crop Calendar
of major crops published from time to time by the Directorate of Economics and
Statistics, DAC&FW,GOI. The latest copy of the Crop Calendar (District Wise,
Crop Wise) is available on www.pmfby.gov.in. The SLCCCI, shall besides considering
the prevailing agro-climatic conditions, rainfall distribution/ availability
of water for irrigation, sowing pattern etc. in consultation with the Insurance
Company fix seasonality discipline of the coverage and other activities in such
a way that it does not encourage adverse selection or moral hazards. If this
is violated by SLCCCI, GOI may decide not to provide premium subsidy. 16.2 The
**broad indicative seasonality discipline** is given in the Table 2 below:'''
- '''8 Banks/PACS/CSC/ insurance agent/online enrolment by farmers etc. Upto
last date of enrolment of farmers as notified by States for notified crop(s)
or up to 15th July* for Kharif season Upto last date of enrolment of farmers as
notified by States for notified crop(s) or up to 15th December* for Rabi season Cut-off
date for receipt of Applications of farmers/debit of premium from farmers account
(loanee and non- loanee) by all stakeholders including banks/PACS/CSC/ insurance
agent/online enrolment by farmers etc. Note: *This is indicative only and district
wise crop calendar will be the final basis to arrive at cut off date 9 Declaration
of Prevented sowing State Govt./ IC Strictly within 15 days from cut off date
for enrolment of farmers i.e 31st July for Kharif and 31st Dec for Rabi 10 Banks/Portal Within
15 days of cut-off date for enrolment of farmers/debit of premium for both loanee and non-
loanee farmers i.e. 31st July for Kharif and 31st Dec for Rabi Cut-off date
for electronic remittance of premium along with consolidated Declarations to
respective Insurance Company and uploading of details of individual covered farmers
on crop insurance Portal by Bank branches (CBs/ RRBs/DCCBs/PACs), followed by SMS
to all insured farmers from Portal 11 Within 48 Hours of receipt of application
& premium. Insurance companies and their agents Cut-off date for electronic
remittance of farmer premium to Insurance Companies for farmers covered on Voluntary
basis by designated insurance Agent(s) and uploading of details of individual
covered farmers on crop insurance Portal. Insurance Companies 12 Cut-off date
for Insurer to accept or reject the farmer''s data on Portal Within 15 days from
the cut-off date for uploading of data/information by Banks/PACS/CSC/Agent respectively.'''
- '''10.1 Under the scheme, financial support to Farmer Producer Organization (FPO) @
up to maximum of Rs. 18 lakh / FPO or actual, whichever is lesser is to be provided
during three years from the year of formation. The financial support is not meant
for reimbursing the entire administrative and management cost of FPO but it is
to provide the financial support to the FPOs to the extent provided to make
them sustainable and economically viable. Hence, the fourth year onwards of formation,
the FPO has to manage their financial support from their own business activities.
The indicative financial support broadly covers (i) the support for salary of
its CEO/Manager (maximum up to Rs.25000/month) and Accountant (maximum up to Rs.
10000/month); (ii) one time registration cost(one time up to maximum Rs. 40000
or actual whichever is lower); (iii) office rent (maximum up to Rs. 48,000/year);
(iv) utility charges (electricity and telephone charges of office of FPO maximum
up to Rs. 12000/year); (v) one-time cost for minor equipment (including furniture
and fixture maximum up to Rs. 20,000); (vi) travel and meeting cost (maximum up
to Rs.18,000/year); and (vii) misc. (cleaning, stationery etc. maximum up to Rs.
12,000/year). Any expenditure of operations, management, working capital requirement
and infrastructure development etc., over and above this, will be met by the FPOs
from their financial resources. 10.2 FPO being organization of farmers, it does
not become feasible for FPO itself to professionally administer its activities
and day to day business, therefore, FPO requires some professionally equipped
Manager/CEO to administer its activities and day to day business with a sole objective
to make FPO economically sustainable and farmers'' benefiting agri-enterprise.
Not only for business development but the value of professional is immense in
democratizing the FPOs and strengthening its governing system.'''
- source_sentence: What is the requirement for the shareholder list and share capital
contribution?
sentences:
- ''' 2.7 Secured credential/login, preferably linked with Aadhaar Number and
mobile OTP based, for all Stakeholders viz, Central Government, State Governments,
Banks, empanelled Insurance Companies and their designated field functionaries
will be provided on the Portal to enable them to enter/upload/download the
requisite information. 2.8 Insurance Companies shall not distribute/collect/allow
any other proforma/utility/web Portal etc for collecting details of insured
farmers separately. However they may provide all requisite support to facilitate
Bank Branches/PACS for uploading the farmer''s details on the Portal well within
the prescribed cut-off dates. 2.9 Only farmers whose data is uploaded on
the National Crop Insurance Portal shall be eligible for Insurance coverage
and the premium subsidy from State and Central Govt. will be released accordingly. 2.10 All
data pertaining to crop-wise, area-wise historical yield data, weather data, sown
area, coverage and claims data, calamity years and actual yield shall be made
available on the National Crop Insurance Portal for the purpose of premium
rating, claim calculation etc. 2.11 Banks/Financial Institutions/other intermediaries
need to compulsorily transfer the individual farmer''s data electronically
to the National Crop Insurance Portal. Accordingly Banks/FIs may endeavour to undertake
CBS integration in a time bound manner for real time transfer of information/data. 2.12 It
is also proposed to develop an integrated platform/portal for both PMFBY and Interest
Subvention Scheme. The data/information of both the Schemes shall be auto synchronized
to enable real time sharing of information and better program monitoring. 2.13 Insurance
Companies shall compulsorily use technology/mobile applications for monitoring
of crop health/Crop Cutting Experiments (CCEs) in coordination with concerned
States. States shall also facilitate Insurance Companies with Satellite Imagery/Usage
of Drones by way of prior approval of agency from which such data can be sourced.
This is required for better monitoring and ground- truthing.'''
- '''| AIC | Agricultural Insurance Company of India Ltd |\n|--------|----------------------------------------------------------------------------------------------|\n|
ACF | Area Correction Factor |\n|
APR | Actuarial Premium Rate |\n|
ARG | Automatic Rain Gauge |\n|
AWS | Automatic Weather Stations |\n|
AY | Actual Yield |\n|
CB | Commercial Banks |\n|
CBS | Core Banking Solution |\n|
CCAFS | Research program on Climate Change, Agriculture and Food Security |\n|
CCEs | Crop Cutting Experiments |\n|
CPMU | Central Program Management Unit |\n|
CSC | Common Service Center |\n|
CSO | Central Statistical Office |\n|
CV | Co-efficient of Variance |\n|
DAC&FW | Department of Agriculture, Cooperation and Farmers Welfare |\n|
DBT | Direct Benefit Transfer |\n|
DCCBs | District Central Cooperative Banks |\n|
DLMC | District Level Monitoring Committee |\n|
DLTC | District Level Technical Committee |\n|
ESI | Expected Sum Insured |\n|
FASAL | Forecasting Agricultural output using Space, Agro meteorological and
Land based observations |\n| FIs | Financial Institutions |\n|
GIC Re | General Insurance Corporation of India |\n|
GFR | General Financial Rule |\n|
GIS | Geographic Information System |\n|
GPS | Global Positioning System |\n|
IA | Implementing Agency |\n|
IC | Insurance Company |\n|
IASRI | Indian Agricultural Statistical Research Institute |\n|
IFPRI | International Food Policy Research Institute |\n|
IMD | Indian Meteorological Department |\n|
IRRI | International Rice Research Institute |\n|
IRDAI | Insurance Regulatory and Development Authority of India |\n|
ISRO | Indian Space Research Organisation |\n|
ISS | Interest Subvention Scheme |\n|
IT | Information Technology |\n|
IU | Insurance Unit |\n|
KCC | Kisan Credit Cards |\n|
LC | Loss Cost |\n|
LPA | Long period Average |\n|
LPC | Land Possession Certificate |\n|
MIS | Management Information System |\n|
MNCFC | Mahalanobis National Crop Forecast Centre |\n|
MOA&FW | Ministry of Agriculture and Farmers Welfare |'''
- '''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;'''
pipeline_tag: sentence-similarity
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: 0.45
name: Cosine Accuracy@1
- type: cosine_accuracy@5
value: 0.9
name: Cosine Accuracy@5
- type: cosine_accuracy@10
value: 0.97
name: Cosine Accuracy@10
- type: cosine_precision@1
value: 0.45
name: Cosine Precision@1
- type: cosine_precision@5
value: 0.17999999999999997
name: Cosine Precision@5
- type: cosine_precision@10
value: 0.09699999999999998
name: Cosine Precision@10
- type: cosine_recall@1
value: 0.45
name: Cosine Recall@1
- type: cosine_recall@5
value: 0.9
name: Cosine Recall@5
- type: cosine_recall@10
value: 0.97
name: Cosine Recall@10
- type: cosine_ndcg@5
value: 0.6995571379884049
name: Cosine Ndcg@5
- type: cosine_ndcg@10
value: 0.7223445125128929
name: Cosine Ndcg@10
- type: cosine_ndcg@100
value: 0.7284306721940041
name: Cosine Ndcg@100
- type: cosine_mrr@5
value: 0.6320000000000002
name: Cosine Mrr@5
- type: cosine_mrr@10
value: 0.6414841269841273
name: Cosine Mrr@10
- type: cosine_mrr@100
value: 0.6426662975267629
name: Cosine Mrr@100
- type: cosine_map@100
value: 0.6426662975267626
name: Cosine Map@100
- type: dot_accuracy@1
value: 0.45
name: Dot Accuracy@1
- type: dot_accuracy@5
value: 0.9
name: Dot Accuracy@5
- type: dot_accuracy@10
value: 0.97
name: Dot Accuracy@10
- type: dot_precision@1
value: 0.45
name: Dot Precision@1
- type: dot_precision@5
value: 0.17999999999999997
name: Dot Precision@5
- type: dot_precision@10
value: 0.09699999999999998
name: Dot Precision@10
- type: dot_recall@1
value: 0.45
name: Dot Recall@1
- type: dot_recall@5
value: 0.9
name: Dot Recall@5
- type: dot_recall@10
value: 0.97
name: Dot Recall@10
- type: dot_ndcg@5
value: 0.6995571379884049
name: Dot Ndcg@5
- type: dot_ndcg@10
value: 0.7223445125128929
name: Dot Ndcg@10
- type: dot_ndcg@100
value: 0.7284306721940041
name: Dot Ndcg@100
- type: dot_mrr@5
value: 0.6320000000000002
name: Dot Mrr@5
- type: dot_mrr@10
value: 0.6414841269841273
name: Dot Mrr@10
- type: dot_mrr@100
value: 0.6426662975267629
name: Dot Mrr@100
- type: dot_map@100
value: 0.6426662975267626
name: Dot Map@100
---
# SentenceTransformer based on BAAI/bge-small-en-v1.5
This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [BAAI/bge-small-en-v1.5](https://huggingface.co/BAAI/bge-small-en-v1.5). It maps sentences & paragraphs to a 384-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.
## Model Details
### Model Description
- **Model Type:** Sentence Transformer
- **Base model:** [BAAI/bge-small-en-v1.5](https://huggingface.co/BAAI/bge-small-en-v1.5)
- **Maximum Sequence Length:** 512 tokens
- **Output Dimensionality:** 384 tokens
- **Similarity Function:** Cosine Similarity
### Model Sources
- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)
### Full Model Architecture
```
SentenceTransformer(
(0): Transformer({'max_seq_length': 512, 'do_lower_case': True}) with Transformer model: BertModel
(1): Pooling({'word_embedding_dimension': 384, 'pooling_mode_cls_token': True, 'pooling_mode_mean_tokens': False, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
(2): Normalize()
)
```
## Usage
### Direct Usage (Sentence Transformers)
First install the Sentence Transformers library:
```bash
pip install -U sentence-transformers
```
Then you can load this model and run inference.
```python
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("smokxy/embedding-finetuned")
# Run inference
sentences = [
'What is the requirement for the shareholder list and share capital contribution?',
"'i. Shareholder List and Share Capital contribution by each Member verified and certified by a Chartered Accountant (CA) prior to submission (Format attached, Annexure I- Enclosure-I). ii. Resolution of FPO Board/Governing Council to seek Equity Grant for Members (Format attached, Annexure I- Enclosure-II). iii. Consent of Shareholders, stating name of shareholder, gender, number of shares held, face value of shares, land holding, and signature, signifying consent for Implementing Agency to directly transfer the Equity Grant sanctioned to the FPC on their behalf, to FPC Bank account, against the consideration of additional shares of equivalent value to be issued to them by FPC and on exit- transfer of the shares as per rules (Format attached, Annexure I-Enclosure-III). iv. Audited Financials of FPO for a minimum 1 year/for all years of existence of the FPO if formed less than three years prior to application/ for the last 3 years for FPO in existence for 3 years or more, verified and certified by a Chartered Accountant (CA) prior to submission. v. Photocopy of FPO Bank Account Statement for last six months authenticated by Branch Manager. vi. Business plan and budget for next 18 months. vii. Names, photographs, and identity proof (one from among ration card, Aadhaar card, election identification card, and passport of Representatives/ Directors authorized by the Board for executing and signing all documents under the Scheme. viii. Each page of Application Form and accompanying documents should be signed by a minimum of two Board Member Authorised Representatives of FPO;'",
"'| AIC | Agricultural Insurance Company of India Ltd |\\n|--------|----------------------------------------------------------------------------------------------|\\n| ACF | Area Correction Factor |\\n| APR | Actuarial Premium Rate |\\n| ARG | Automatic Rain Gauge |\\n| AWS | Automatic Weather Stations |\\n| AY | Actual Yield |\\n| CB | Commercial Banks |\\n| CBS | Core Banking Solution |\\n| CCAFS | Research program on Climate Change, Agriculture and Food Security |\\n| CCEs | Crop Cutting Experiments |\\n| CPMU | Central Program Management Unit |\\n| CSC | Common Service Center |\\n| CSO | Central Statistical Office |\\n| CV | Co-efficient of Variance |\\n| DAC&FW | Department of Agriculture, Cooperation and Farmers Welfare |\\n| DBT | Direct Benefit Transfer |\\n| DCCBs | District Central Cooperative Banks |\\n| DLMC | District Level Monitoring Committee |\\n| DLTC | District Level Technical Committee |\\n| ESI | Expected Sum Insured |\\n| FASAL | Forecasting Agricultural output using Space, Agro meteorological and Land based observations |\\n| FIs | Financial Institutions |\\n| GIC Re | General Insurance Corporation of India |\\n| GFR | General Financial Rule |\\n| GIS | Geographic Information System |\\n| GPS | Global Positioning System |\\n| IA | Implementing Agency |\\n| IC | Insurance Company |\\n| IASRI | Indian Agricultural Statistical Research Institute |\\n| IFPRI | International Food Policy Research Institute |\\n| IMD | Indian Meteorological Department |\\n| IRRI | International Rice Research Institute |\\n| IRDAI | Insurance Regulatory and Development Authority of India |\\n| ISRO | Indian Space Research Organisation |\\n| ISS | Interest Subvention Scheme |\\n| IT | Information Technology |\\n| IU | Insurance Unit |\\n| KCC | Kisan Credit Cards |\\n| LC | Loss Cost |\\n| LPA | Long period Average |\\n| LPC | Land Possession Certificate |\\n| MIS | Management Information System |\\n| MNCFC | Mahalanobis National Crop Forecast Centre |\\n| MOA&FW | Ministry of Agriculture and Farmers Welfare |'",
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 384]
# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]
```
## Evaluation
### Metrics
#### Information Retrieval
* Dataset: `val_evaluator`
* Evaluated with [InformationRetrievalEvaluator](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator)
| Metric | Value |
|:--------------------|:-----------|
| cosine_accuracy@1 | 0.45 |
| cosine_accuracy@5 | 0.9 |
| cosine_accuracy@10 | 0.97 |
| cosine_precision@1 | 0.45 |
| cosine_precision@5 | 0.18 |
| cosine_precision@10 | 0.097 |
| cosine_recall@1 | 0.45 |
| cosine_recall@5 | 0.9 |
| cosine_recall@10 | 0.97 |
| cosine_ndcg@5 | 0.6996 |
| cosine_ndcg@10 | 0.7223 |
| cosine_ndcg@100 | 0.7284 |
| cosine_mrr@5 | 0.632 |
| cosine_mrr@10 | 0.6415 |
| cosine_mrr@100 | 0.6427 |
| **cosine_map@100** | **0.6427** |
| dot_accuracy@1 | 0.45 |
| dot_accuracy@5 | 0.9 |
| dot_accuracy@10 | 0.97 |
| dot_precision@1 | 0.45 |
| dot_precision@5 | 0.18 |
| dot_precision@10 | 0.097 |
| dot_recall@1 | 0.45 |
| dot_recall@5 | 0.9 |
| dot_recall@10 | 0.97 |
| dot_ndcg@5 | 0.6996 |
| dot_ndcg@10 | 0.7223 |
| dot_ndcg@100 | 0.7284 |
| dot_mrr@5 | 0.632 |
| dot_mrr@10 | 0.6415 |
| dot_mrr@100 | 0.6427 |
| dot_map@100 | 0.6427 |
## Training Details
### Training Hyperparameters
#### Non-Default Hyperparameters
- `eval_strategy`: steps
- `gradient_accumulation_steps`: 4
- `learning_rate`: 1e-05
- `weight_decay`: 0.01
- `num_train_epochs`: 1.0
- `warmup_ratio`: 0.1
- `load_best_model_at_end`: True
#### All Hyperparameters
Click to expand
- `overwrite_output_dir`: False
- `do_predict`: False
- `eval_strategy`: steps
- `prediction_loss_only`: True
- `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`: 4
- `eval_accumulation_steps`: None
- `learning_rate`: 1e-05
- `weight_decay`: 0.01
- `adam_beta1`: 0.9
- `adam_beta2`: 0.999
- `adam_epsilon`: 1e-08
- `max_grad_norm`: 1.0
- `num_train_epochs`: 1.0
- `max_steps`: -1
- `lr_scheduler_type`: linear
- `lr_scheduler_kwargs`: {}
- `warmup_ratio`: 0.1
- `warmup_steps`: 0
- `log_level`: passive
- `log_level_replica`: warning
- `log_on_each_node`: True
- `logging_nan_inf_filter`: True
- `save_safetensors`: True
- `save_on_each_node`: False
- `save_only_model`: False
- `restore_callback_states_from_checkpoint`: False
- `no_cuda`: False
- `use_cpu`: False
- `use_mps_device`: False
- `seed`: 42
- `data_seed`: None
- `jit_mode_eval`: False
- `use_ipex`: False
- `bf16`: False
- `fp16`: False
- `fp16_opt_level`: O1
- `half_precision_backend`: auto
- `bf16_full_eval`: False
- `fp16_full_eval`: False
- `tf32`: None
- `local_rank`: 0
- `ddp_backend`: None
- `tpu_num_cores`: None
- `tpu_metrics_debug`: False
- `debug`: []
- `dataloader_drop_last`: False
- `dataloader_num_workers`: 0
- `dataloader_prefetch_factor`: None
- `past_index`: -1
- `disable_tqdm`: False
- `remove_unused_columns`: True
- `label_names`: None
- `load_best_model_at_end`: True
- `ignore_data_skip`: False
- `fsdp`: []
- `fsdp_min_num_params`: 0
- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
- `fsdp_transformer_layer_cls_to_wrap`: None
- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
- `deepspeed`: None
- `label_smoothing_factor`: 0.0
- `optim`: adamw_torch
- `optim_args`: None
- `adafactor`: False
- `group_by_length`: False
- `length_column_name`: length
- `ddp_find_unused_parameters`: None
- `ddp_bucket_cap_mb`: None
- `ddp_broadcast_buffers`: False
- `dataloader_pin_memory`: True
- `dataloader_persistent_workers`: False
- `skip_memory_metrics`: True
- `use_legacy_prediction_loop`: False
- `push_to_hub`: False
- `resume_from_checkpoint`: None
- `hub_model_id`: None
- `hub_strategy`: every_save
- `hub_private_repo`: False
- `hub_always_push`: False
- `gradient_checkpointing`: False
- `gradient_checkpointing_kwargs`: None
- `include_inputs_for_metrics`: False
- `eval_do_concat_batches`: True
- `fp16_backend`: auto
- `push_to_hub_model_id`: None
- `push_to_hub_organization`: None
- `mp_parameters`:
- `auto_find_batch_size`: False
- `full_determinism`: False
- `torchdynamo`: None
- `ray_scope`: last
- `ddp_timeout`: 1800
- `torch_compile`: False
- `torch_compile_backend`: None
- `torch_compile_mode`: None
- `dispatch_batches`: None
- `split_batches`: None
- `include_tokens_per_second`: False
- `include_num_input_tokens_seen`: False
- `neftune_noise_alpha`: None
- `optim_target_modules`: None
- `batch_eval_metrics`: False
- `batch_sampler`: batch_sampler
- `multi_dataset_batch_sampler`: proportional