metadata
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 model finetuned from 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
- Maximum Sequence Length: 512 tokens
- Output Dimensionality: 384 tokens
- Similarity Function: Cosine Similarity
Model Sources
- Documentation: Sentence Transformers Documentation
- Repository: Sentence Transformers on GitHub
- Hugging Face: Sentence Transformers on Hugging Face
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:
pip install -U sentence-transformers
Then you can load this model and run inference.
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
| 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: stepsgradient_accumulation_steps: 4learning_rate: 1e-05weight_decay: 0.01num_train_epochs: 1.0warmup_ratio: 0.1load_best_model_at_end: True
All Hyperparameters
Click to expand
overwrite_output_dir: Falsedo_predict: Falseeval_strategy: stepsprediction_loss_only: Trueper_device_train_batch_size: 8per_device_eval_batch_size: 8per_gpu_train_batch_size: Noneper_gpu_eval_batch_size: Nonegradient_accumulation_steps: 4eval_accumulation_steps: Nonelearning_rate: 1e-05weight_decay: 0.01adam_beta1: 0.9adam_beta2: 0.999adam_epsilon: 1e-08max_grad_norm: 1.0num_train_epochs: 1.0max_steps: -1lr_scheduler_type: linearlr_scheduler_kwargs: {}warmup_ratio: 0.1warmup_steps: 0log_level: passivelog_level_replica: warninglog_on_each_node: Truelogging_nan_inf_filter: Truesave_safetensors: Truesave_on_each_node: Falsesave_only_model: Falserestore_callback_states_from_checkpoint: Falseno_cuda: Falseuse_cpu: Falseuse_mps_device: Falseseed: 42data_seed: Nonejit_mode_eval: Falseuse_ipex: Falsebf16: Falsefp16: Falsefp16_opt_level: O1half_precision_backend: autobf16_full_eval: Falsefp16_full_eval: Falsetf32: Nonelocal_rank: 0ddp_backend: Nonetpu_num_cores: Nonetpu_metrics_debug: Falsedebug: []dataloader_drop_last: Falsedataloader_num_workers: 0dataloader_prefetch_factor: Nonepast_index: -1disable_tqdm: Falseremove_unused_columns: Truelabel_names: Noneload_best_model_at_end: Trueignore_data_skip: Falsefsdp: []fsdp_min_num_params: 0fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}fsdp_transformer_layer_cls_to_wrap: Noneaccelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}deepspeed: Nonelabel_smoothing_factor: 0.0optim: adamw_torchoptim_args: Noneadafactor: Falsegroup_by_length: Falselength_column_name: lengthddp_find_unused_parameters: Noneddp_bucket_cap_mb: Noneddp_broadcast_buffers: Falsedataloader_pin_memory: Truedataloader_persistent_workers: Falseskip_memory_metrics: Trueuse_legacy_prediction_loop: Falsepush_to_hub: Falseresume_from_checkpoint: Nonehub_model_id: Nonehub_strategy: every_savehub_private_repo: Falsehub_always_push: Falsegradient_checkpointing: Falsegradient_checkpointing_kwargs: Noneinclude_inputs_for_metrics: Falseeval_do_concat_batches: Truefp16_backend: autopush_to_hub_model_id: Nonepush_to_hub_organization: Nonemp_parameters:auto_find_batch_size: Falsefull_determinism: Falsetorchdynamo: Noneray_scope: lastddp_timeout: 1800torch_compile: Falsetorch_compile_backend: Nonetorch_compile_mode: Nonedispatch_batches: Nonesplit_batches: Noneinclude_tokens_per_second: Falseinclude_num_input_tokens_seen: Falseneftune_noise_alpha: Noneoptim_target_modules: Nonebatch_eval_metrics: Falsebatch_sampler: batch_samplermulti_dataset_batch_sampler: proportional
Training Logs
| Epoch | Step | Training Loss | loss | val_evaluator_cosine_map@100 |
|---|---|---|---|---|
| 0.531 | 15 | 0.4597 | 0.085 | 0.6427 |
| 0.9912 | 28 | - | 0.0850 | 0.6427 |
- The bold row denotes the saved checkpoint.
Framework Versions
- Python: 3.10.14
- Sentence Transformers: 3.0.1
- Transformers: 4.41.1
- PyTorch: 2.3.0+cu121
- Accelerate: 0.27.2
- Datasets: 2.19.1
- Tokenizers: 0.19.1
Citation
BibTeX
Sentence Transformers
@inproceedings{reimers-2019-sentence-bert,
title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
author = "Reimers, Nils and Gurevych, Iryna",
booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
month = "11",
year = "2019",
publisher = "Association for Computational Linguistics",
url = "https://arxiv.org/abs/1908.10084",
}
GISTEmbedLoss
@misc{solatorio2024gistembed,
title={GISTEmbed: Guided In-sample Selection of Training Negatives for Text Embedding Fine-tuning},
author={Aivin V. Solatorio},
year={2024},
eprint={2402.16829},
archivePrefix={arXiv},
primaryClass={cs.LG}
}