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: Who are the CSCs engaged to enrol non-loanee farmers?
sentences:
- >-
'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'
- source_sentence: What role does the N-PMAFSC play in the modification of the scheme?
sentences:
- >-
'Eligible FPOs shall apply for the Equity Grant in the prescribed
Application Form (**Annexure-I**) only. Other mandatory documents
required to be submitted along with the Application are listed below:
(i) Shareholder List and Share Capital contribution by each member
verified and certified by a Chartered Accountant (CA)/Co-operative
Auditors prior to submission(Enclosure-I of Annexure-I). (ii)
Resolution of the Board of Directors/Governing Body to seek Equity Grant
for members **(Enclosure-II of Annexure-I).** (iii) Consent of
shareholders, stating name of shareholder, gender, number of shares
held, face value of shares, land holding, signifying consent for
Implementing Agencies to directly transfer the Equity Grant sanctioned
to the FPO on their behalf, to FPO Bank account, against the
consideration of additional shares of equivalent value to be issued to
them by FPO and on exit- transfer of the shares as per rules
**(Enclosure-III of Annexure-I).** (iv) If the FPO is in operation for
more than one or more financial year then it shall provide copy of the
Audited Financial Statements of FPO for all years of existence of the
FPO, verified and certified by a Chartered Accountant (CA)/ Cooperative
Auditors prior to submission. (v) In case FPO is in operation for
period of less than one financial year, Photocopy of Bank Account
Statement for last six months authenticated by the Branch Manager of the
\'Bank\' is required (vi) Business Plan of FPO and budget for next 18
months. (vii) Names, photographs, and identity proof (anyone from among
ration card, Aadhaar card, election identification card, passport) of
Representatives/ Directors authorized by the Board for executing and
signing all documents under the Scheme. Each page of the Application
Form and accompanying documents shall be signed by a minimum of two
Board Member /Authorized Representatives of the FPO.'
- >-
'20.3.1 For addressing the issue of reliability of CCEs in terms of
their accuracy, representativeness and timeliness, innovative
technologies such as satellite remote sensing, drone, modeling,
AWS/ARG, real time transmission of data etc. should be utilized. This
will ensure accurate assessment of yield and timely payment of claims
to farmers. Various studies carried out by national and international
organizations, including MNCFC, NRSC, SAC, CCAFS, IRRI, IFPRI, World
Bank, etc. have shown that the use of satellite, weather, soil and crop
data, along with images/video capture of crop growth at various stages
and accurate sample CCE data collection can improve the yield data
quality/ timeliness and support timely claim processing and payments.
20.3.2 States, with the support of national centres as mentioned
above, SRSC and SAUs, need to carry out adequate number of pilot
studies for improved yield estimation using technology, as mentioned
above, and small number of good quality CCEs. When a significant
correlation is observed between remote sensing and weather estimated
yield and yield estimated through CCEs, States and Insurance Companies
can use these technologies in estimating the crop yields at IU level,
subject to the satisfaction of both States and Insurance Companies about
the accuracy of the yield estimates, to service the claims.'
- >-
'(i) Coordinate with all the Implementing Agencies, State Level
Consultative Committee and District level Monitoring Committee (D-MC)
for smooth implementation. It will also consider feedback received from
other relevant Ministries and Organizations on Clusters identification
for consideration. (ii) It will monitor the progress either by holding
the meetings of Implementing Agencies and other stakeholders or by
other means. (iii) It will allocate the produce
clusters/districts/States to Implementing Agencies for formation and
promotion of FPOs. (iv) It will undertake scrutiny of Action Plan of
Implementing Agencies(IAs), consider recommendation of release of fund
to Implementing Agencies based on previous utilization as due with
respect to funding under the Scheme. (v) It will provide policy
inputs to DAC&FW for modification in the Scheme to better suit in the
formation and promotion of FPOs to make them economically sustainable.
(vi) It will provide aid and advice to Implementing Agencies as may be
required for smooth functioning of the scheme. (vii) Based on
suggestions received from various Implementing Agencies, other
Ministries, States and experience/need, N-PMAFSC may examine and
recommend revision of the minimum membership norm per FPO to DAC&FW.
(viii) It may seek detailed input and analysis as may be required from
time to time from NPMA and also seek assistance of DMI in verification
etc.'
- source_sentence: When should non-loanee farmers apply for the Rabi season?
sentences:
- >-
' 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.'
- >-
' \'Tenure of Guarantee Cover\' means the agreed tenure of the Term
loan/ composite credit i.e. the maximum period of Guarantee Cover from
the Guarantee start-up which shall run through the agreed tenure of the
term credit, and where working capital facilities or Term loan alone are
extended and/or continuing working capital arrangements granted along
with the Term Loan, for a period of 5 years or block of 5 years
and/or loan / working capital credit or composite credit facilities'
termination date, whichever is earlier or such period as may be
specified by the NABARD or NCDC, as case may be.'
- >-
'for loanee and within 30 days for non loanee i.e. 15th Aug for Kharif
and 15th Jan for Rabi for loanee and 31st Aug for Kharif and 31st Jan
for Rabi for Non Loanee 13 Within 7 days from the date of
intimation by ICs CSCs/Banks/ Intermediary Cut-off date for
CSCs/Banks/Intermediary to correct/update the paid application
intimated by ICs on Crop Insurance Portal 14 Cut-off date for Insurer
to accept the corrected/updated applications Within 7 days from the
date of submission of correction/updation by the Bank/CSC Insurance
Companies 15 Within 7 days from acceptance of proposal by concerned
Insurance Company on Portal Cut-off date for Banks/ICs to hand over
insurance acknowledgement receipt along with folio to the insured
farmer Banks/ICs for enrolment through their intermediaries 16 Cut
off date for processing of applications by ICs and auto approval of
application of insured farmers on crop insurance Portal 60 days from
the cut off date for enrolment/debit of premium from farmers i.e. 15th
September for Kharif and 15th February for Rabi seasons 17 Before
cut off date of enrolment of farmers Insurance Companies/GOI /State
Cut off date for raising bills/requisitions with supporting documents
for releasing of advance premium subsidy based on 50% of 80% of
respective share of Centre/State in corresponding previous season 18
Release of advance upfront premium subsidy (First Instalment)i.e. 50%
of 80% of respective share of Centre/State in corresponding previous
season Within 15days of cut off date of enrolment of farmers i.e.
31st July for Kharif Upto 15th August* 19 *state may fix earlier
dates for early Kharif crops Training and registration of field level
workers assigned for conduct of CCEs and reporting of the same on crop
insurance Portal through smart phones/CCE Agri App Upto31st August*
*state 20 Registration of mobile number of representative of ICs for
co-witnessing of CCEs may fix earlier dates for early Kharif crops At
least 7 days before tentative date for conducting CCEs 21 a)
Uploading of tentative schedule/date for conducting CCEs (crop-wise/IU
wise) followed by SMS on one day notice through CCEs app.'
- source_sentence: >-
What is the requirement for the shareholder list and share capital
contribution?
sentences:
- >-
'To substantiate the fact, the most successful example is of dairy
co-operative in India where professional managers have contributed
immensely to make it a success. There are other so many examples which
prove the absolute requirement of professional managers. The number of
professional staff could depend on geographical spread of business
operation, diversity of activities and volume of business. However, an
FPO should have minimum a CEO/Manager and an Accountant. Accountant is
required in FPO to look after its day to day accounting work. Based on
requirement, FPO can engage other staff also. 10.3 The CEO/Manager is
to be appointed by the executive body of the FPO who should be either
graduate in agriculture / agriculture marketing / agri-business
management or BBA or equivalent. Locally available professionals with
10+2 and preferably diploma in agriculture / agriculture marketing /
agri-business management or in such other related areas may be
preferable. The accountant should have educational qualification of 10+2
with Mathematics as a compulsory subject or alternatively with Commerce
or Accountancy background. If any members of the FPO meet the above
criteria, they may be considered preferably in the selection process.
10.4 Under the scheme, financial support towards salary of CEO/Manager
up to @ Rs. 25,000/- per month and of Accountant up to @
Rs.10,000/- per month with annual increment up to 5% is to be provided
from the earmarked financial support for first 3 years only. Thereafter,
FPOs will manage from their own resources to pay the salary of
CEO/Manager and Accountant. In order to create interest of good
professional activities of CEO/Accountant, the FPO may also offer higher
payment with their own sources of funds on above of Govt. support. One
CEO will provide full time services to one FPO at a time only.'
- >-
'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;'
- >-
'9.1 The Formation and Incubation cost of CBBO, limited to maximum of
Rs. 25 lakh / FPO of support or actual which is lesser, is to be
provided for five years from the year of formation. It includes cost
towards undertaking baseline survey, mobilization of farmers, organizing
awareness programmes and conducting exposure visits, professional hand
holdings, incubation, cost of engaging CBBOs and other overheads etc.
There is also a provision for cost of NPMA towards manpower,
establishment, travel and advisory and maintaining MIS portal. This
also includes a provision towards cost for development of appropriate
overall ICT based MIS web portal for the Scheme.'
- source_sentence: What does the term 'shareholder members' refer to?
sentences:
- >-
'(i) Coordinate with all the Implementing Agencies, State Level
Consultative Committee and District level Monitoring Committee (D-MC)
for smooth implementation. It will also consider feedback received from
other relevant Ministries and Organizations on Clusters identification
for consideration. (ii) It will monitor the progress either by holding
the meetings of Implementing Agencies and other stakeholders or by
other means. (iii) It will allocate the produce
clusters/districts/States to Implementing Agencies for formation and
promotion of FPOs. (iv) It will undertake scrutiny of Action Plan of
Implementing Agencies(IAs), consider recommendation of release of fund
to Implementing Agencies based on previous utilization as due with
respect to funding under the Scheme. (v) It will provide policy
inputs to DAC&FW for modification in the Scheme to better suit in the
formation and promotion of FPOs to make them economically sustainable.
(vi) It will provide aid and advice to Implementing Agencies as may be
required for smooth functioning of the scheme. (vii) Based on
suggestions received from various Implementing Agencies, other
Ministries, States and experience/need, N-PMAFSC may examine and
recommend revision of the minimum membership norm per FPO to DAC&FW.
(viii) It may seek detailed input and analysis as may be required from
time to time from NPMA and also seek assistance of DMI in verification
etc.'
- >-
'19.1 It has been seen, during first two years of implementation of
PMFBY, there are various types of yield disputes, which unnecessarily
delays the claim settlement. Following figure shows the procedures to
be adopted in various cases. Figure. Procedures to be followed in
different yield dispute cases 19.2 Wherever the yield estimates
reported at IU level are abnormally low or high vis-à-vis the general
crop condition the Insurance Company in consultation with State Govt.
can make use of various products (e.g. Satellite based Vegetation Index,
Weather parameters, etc.) or other technologies (including statistical
test, crop models etc.) to confirm yield estimates. If Insurance Company
witnesses any anomaly/deficiency in the actual yield data(partial
/consolidated) received from the State Govt., the same shall be brought
into the notice of concerned State department within 7 days from date of
receipt of yield data with specific observations/remarks under
intimation to Govt. of India and anomaly, if any, may be resolved in
next 7 days by the State Level Coordination Committee (SLCC) headed by
Additional Chief Secretary/Principal Secretary/Secretary of the
concerned department. This committee shall be authorized to decide all
such cases and the decision in such cases shall be final. The SLCC may
refer the case to State Level Technical Advisory Committee (STAC) for
dispute resolution (Constitution of STAC is defined in Para 19.5). In
case the matter stands unresolved even after examination by STAC, it may
be escalated to TAC along with all relevant documents including minutes
of meetings/records of discussion and report of the STAC and SLCC.
Reference to TAC can be made thereafter only in conditions specified in
Para 19.7.1 However, data with anomalies which is not reported within 7
days will be treated as accepted to insurance company.'
- >-
'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'
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: 0.43
name: Cosine Accuracy@1
- type: cosine_accuracy@5
value: 0.87
name: Cosine Accuracy@5
- type: cosine_accuracy@10
value: 0.92
name: Cosine Accuracy@10
- type: cosine_precision@1
value: 0.43
name: Cosine Precision@1
- type: cosine_precision@5
value: 0.17399999999999996
name: Cosine Precision@5
- type: cosine_precision@10
value: 0.09199999999999997
name: Cosine Precision@10
- type: cosine_recall@1
value: 0.43
name: Cosine Recall@1
- type: cosine_recall@5
value: 0.87
name: Cosine Recall@5
- type: cosine_recall@10
value: 0.92
name: Cosine Recall@10
- type: cosine_ndcg@5
value: 0.6778743824685509
name: Cosine Ndcg@5
- type: cosine_ndcg@10
value: 0.6934417324625011
name: Cosine Ndcg@10
- type: cosine_ndcg@100
value: 0.712214063928892
name: Cosine Ndcg@100
- type: cosine_mrr@5
value: 0.6126666666666668
name: Cosine Mrr@5
- type: cosine_mrr@10
value: 0.618761904761905
name: Cosine Mrr@10
- type: cosine_mrr@100
value: 0.623424850876552
name: Cosine Mrr@100
- type: cosine_map@100
value: 0.6234248508765518
name: Cosine Map@100
- type: dot_accuracy@1
value: 0.43
name: Dot Accuracy@1
- type: dot_accuracy@5
value: 0.87
name: Dot Accuracy@5
- type: dot_accuracy@10
value: 0.92
name: Dot Accuracy@10
- type: dot_precision@1
value: 0.43
name: Dot Precision@1
- type: dot_precision@5
value: 0.17399999999999996
name: Dot Precision@5
- type: dot_precision@10
value: 0.09199999999999997
name: Dot Precision@10
- type: dot_recall@1
value: 0.43
name: Dot Recall@1
- type: dot_recall@5
value: 0.87
name: Dot Recall@5
- type: dot_recall@10
value: 0.92
name: Dot Recall@10
- type: dot_ndcg@5
value: 0.6778743824685509
name: Dot Ndcg@5
- type: dot_ndcg@10
value: 0.6934417324625011
name: Dot Ndcg@10
- type: dot_ndcg@100
value: 0.712214063928892
name: Dot Ndcg@100
- type: dot_mrr@5
value: 0.6126666666666668
name: Dot Mrr@5
- type: dot_mrr@10
value: 0.618761904761905
name: Dot Mrr@10
- type: dot_mrr@100
value: 0.623424850876552
name: Dot Mrr@100
- type: dot_map@100
value: 0.6234248508765518
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 does the term 'shareholder members' refer to?",
"'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'",
"'19.1 It has been seen, during first two years of implementation of PMFBY, there are various types of yield disputes, which unnecessarily delays the claim settlement. Following figure shows the procedures to be adopted in various cases. Figure. Procedures to be followed in different yield dispute cases 19.2 Wherever the yield estimates reported at IU level are abnormally low or high vis-à-vis the general crop condition the Insurance Company in consultation with State Govt. can make use of various products (e.g. Satellite based Vegetation Index, Weather parameters, etc.) or other technologies (including statistical test, crop models etc.) to confirm yield estimates. If Insurance Company witnesses any anomaly/deficiency in the actual yield data(partial /consolidated) received from the State Govt., the same shall be brought into the notice of concerned State department within 7 days from date of receipt of yield data with specific observations/remarks under intimation to Govt. of India and anomaly, if any, may be resolved in next 7 days by the State Level Coordination Committee (SLCC) headed by Additional Chief Secretary/Principal Secretary/Secretary of the concerned department. This committee shall be authorized to decide all such cases and the decision in such cases shall be final. The SLCC may refer the case to State Level Technical Advisory Committee (STAC) for dispute resolution (Constitution of STAC is defined in Para 19.5). In case the matter stands unresolved even after examination by STAC, it may be escalated to TAC along with all relevant documents including minutes of meetings/records of discussion and report of the STAC and SLCC. Reference to TAC can be made thereafter only in conditions specified in Para 19.7.1 However, data with anomalies which is not reported within 7 days will be treated as accepted to insurance company.'",
]
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 | 0.43 |
| cosine_accuracy@5 | 0.87 |
| cosine_accuracy@10 | 0.92 |
| cosine_precision@1 | 0.43 |
| cosine_precision@5 | 0.174 |
| cosine_precision@10 | 0.092 |
| cosine_recall@1 | 0.43 |
| cosine_recall@5 | 0.87 |
| cosine_recall@10 | 0.92 |
| cosine_ndcg@5 | 0.6779 |
| cosine_ndcg@10 | 0.6934 |
| cosine_ndcg@100 | 0.7122 |
| cosine_mrr@5 | 0.6127 |
| cosine_mrr@10 | 0.6188 |
| cosine_mrr@100 | 0.6234 |
| cosine_map@100 | 0.6234 |
| dot_accuracy@1 | 0.43 |
| dot_accuracy@5 | 0.87 |
| dot_accuracy@10 | 0.92 |
| dot_precision@1 | 0.43 |
| dot_precision@5 | 0.174 |
| dot_precision@10 | 0.092 |
| dot_recall@1 | 0.43 |
| dot_recall@5 | 0.87 |
| dot_recall@10 | 0.92 |
| dot_ndcg@5 | 0.6779 |
| dot_ndcg@10 | 0.6934 |
| dot_ndcg@100 | 0.7122 |
| dot_mrr@5 | 0.6127 |
| dot_mrr@10 | 0.6188 |
| dot_mrr@100 | 0.6234 |
| dot_map@100 | 0.6234 |
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 | 0.511 | 0.1405 | 0.6234 |
| 0.9912 | 28 | - | 0.1405 | 0.6234 |
- 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}
}