SetFit with sentence-transformers/paraphrase-mpnet-base-v2

This is a SetFit model that can be used for Text Classification. This SetFit model uses sentence-transformers/paraphrase-mpnet-base-v2 as the Sentence Transformer embedding model. A LogisticRegression instance is used for classification.

The model has been trained using an efficient few-shot learning technique that involves:

Fine-tuning a Sentence Transformer with contrastive learning.
Training a classification head with features from the fine-tuned Sentence Transformer.

Model Details

Model Description

Model Type: SetFit
Sentence Transformer body: sentence-transformers/paraphrase-mpnet-base-v2
Classification head: a LogisticRegression instance
Maximum Sequence Length: 512 tokens
Number of Classes: 135 classes

Model Sources

Repository: SetFit on GitHub
Paper: Efficient Few-Shot Learning Without Prompts
Blogpost: SetFit: Efficient Few-Shot Learning Without Prompts

Model Labels

Label	Examples
Remittance To India	'"International Remittance credit guarantee coverage?"' '"Remittance loan eligibility?"' '"Transfer Funds digital banking features?"'
Executive Director’s Profile	'"Executive Director’s role in digital transformation initiatives?"' '"Profile of Executive Director accessibility features?"' '"Executive Director’s strategic vision for the bank?"'
INDIAN BANK MUTUAL FUND	'"MUTUAL FUND digital banking features?"' '"MUTUAL FUND customer support channels?"' '"MUTUAL FUND disaster relief funding?"'
IND MSME VEHICLE	'"small business vehicle legal compliance certification?"' '"MSME Vehicle tax benefits under Section 80C?"' '"msme vaahan e-commerce integration support?"'
Awards & Accolades	'"Awards employee participation incentives?"' '"Recognition program budget allocation?"' '"Recognition program judging panel?"'
Supply Chain Finance	'"Trade Finance invoice verification process?"' '"Supply Chain Financing Solutions for exporters?"' '"Trade Finance eligibility for agricultural suppliers?"'
Merchant UPI QR Code	'"UPI QR Code Merchants transaction limits per day?"' '"UPI Payment Code branding customization rules?"' '"Merchant UPI QR Code failure troubleshooting?"'
Loan/OD against Deposit	'"OD Deposit renewal criteria for existing loans?"' '"Overdraft Deposit repayment tenure options?"' '"OD Deposit SMS alerts for EMI reminders?"'
Re-KYC: Periodic Update of KYC Details	'"Re-KYC Periodic KYC corporate account rules?"' '"Periodic KYC digital submission process?"' '"Re-KYC update confirmation process?"'
IND SUPER 400 DAYS	'"SUPER 400 DAYS deposit interest calculation method?"' '"SUPER 400 DAYS corporate investment limits?"' '"SUPER 400 DAYS minor account rules?"'
Centralized Pension Processing Centre	'Life certificate submission deadlines?' 'Tax deduction at source procedures?' 'Disaster recovery protocols at Management Centre?'
CA FOR STATE /CENTRAL GOVT & CONSULAR & IND PFMS	'"CA State Central Government digital application process?"' '"CA central govt collateral-free limits for public works?"' '"CA STATE CENTRAL GOVT CONSULAR PFMS grace period for delayed payments?"'
Indian Bank, IFSC Banking Unit, GIFT City	'"IFSC Unit GIFT City tax benefits under Section 80G?"' '"IFSC Unit GIFT City legal compliance certification?"' '"IFSC Unit GIFT City documentation requirements?"'
F.A.Qs	'"F.A.Qs accessibility features for disabled users?"' '"Where to find updated F.A.Qs for internet banking?"' '"SCF performance benchmarking tools?"'
IND GST ADVANTAGE	'"GST Advantage NRI eligibility for overseas businesses?"' '"GST Advantage foreign currency loan options?"' '"GST Advantage grace period for delayed refunds?"'
Digitizing the Indian Banking Experience	'"Digitizing experience corporate account integration?"' '"Digitizing experience SMS alert customization?"' '"Digitizing experience insurance policy management?"'
Terms and Conditions Indian Bank Digital Rupee	'"Digital Rupee Terms Conditions for NRI accounts?"' '"Digital Rupee Terms Conditions for customer education?"' '"Digital Rupee Terms Conditions for tax compliance?"'
National Common Mobility Card (NCMC)	'"NCMC integration with metro systems?"' '"National Common Mobility Card insurance coverage?"' '"National Common Mobility Card lost card reporting?"'
IMAGE	'"Tenders pre-bid meeting schedules?"' '"Auctions bid security deposit amounts?"' '"Auctions penalty clauses for delays?"'
IndSMART: Indian Bank’s Omni channel Mobile App	'"IndSMART Omni channel App investment tracking?"' '"IndSMART Mobile app transaction limits?"' '"Omni channel App insurance policy management?"'
Disclaimer	'Electronic acceptance validity period?' 'Terms of Use prohibited activities?' 'Disclaimer third-party content policies?'
Term Deposits	'"Term Deposits nomination update process?"' '"Floating-rate Term Deposits criteria?"' '"Interest calculation method for Term Deposits?"'
Interest Rates for Small Savings Schemes	'"Small Savings digital banking features?"' '"Small Savings insurance coverage?"' '"Small Savings Rates for short-term deposits?"'
NRI and Forex	'"NRI Forex tax implications for remittances?"' '"NRI Forex Exchange joint holder norms?"' '"NRI Forex insurance coverage options?"'
Azadi Ka Amrit Mahotsav #TogetherforBiggerThings	'"Azadi Ka Amrit Mahotsav financial literacy drives?"' '"Azadi Ka Amrit Mahotsav disaster relief funding?"' '"Azadi Ka Amrit Mahotsav digital transformation goals?"'
IB MSME Jewel Loan	'"msme jewelry loan digital application steps?"' '"MSME Jewel Loan disaster relief provisions?"' '"msme gold loan SMS alerts setup?"'
IB Golden Ager Term Deposit Product for Super Senior Citizens	'"Golden Ager Deposit Super Seniors survivor benefits?"' '"Term Deposit Senior Citizens interest payout modes?"' '"Golden Ager Term Deposit Product dementia patient provisions?"'
What is a Credit Score and How it Shapes Financial Health	'"Credit Score NRI-specific considerations?"' '"Credit Score tracking frequency?"' '"Credit Score Financial Health impact on credit cards?"'
IMPORTANT TERMS AND CONDITIONS CA	'"current Account conditions for overdraft facilities?"' '"current Account conditions for mentorship programs?"' '"TERMS CONDITIONS CA for disaster relief funding?"'
Credit Cards	'"Credit card spend analytics tools?"' '"Credit card application eligibility criteria?"' '"Credit card billing cycle customization?"'
Managing Director & CEO’s Profile	'"CEO Profile international engagements list?"' '"Managing Director’s industry awards list?"' '"Managing Director’s branch visit calendar?"'
Jewel Loan	'"Gold Loan locker linkage benefits?"' '"Gold purity certification requirements for loans?"' '"Gold Loan joint holder nomination rules?"'
Corporate Social Responsibility	'"CSR disaster relief protocols for flood-affected areas?"' '"CSR transparency in fund utilization audits?"' '"Employee participation process in CSR volunteer programs?"'
Scheme on financing Manufacturers / Suppliers / Vendors of Solar panels and other ancillary products	'"Solar Panel loan mentorship programs?"' '"Solar Panel loan interest rate concessions?"' '"Financing Scheme Solar Panel Suppliers tax benefits?"'
Board of Directors	'"Directors digital transformation strategies?"' '"Directors policy implementation guidelines?"' '"Board Directors legal compliance certifications?"'
Quick Contact	'"Quick Contact feedback submission process?"' '"Instant Contact response timelines?"' '"contact details for corporate accounts?"'
Vision and Mission	'"Vision customer-centric policy changes?"' '"Mission employee training modules?"' '"Vision-driven product development strategies?"'
Corporate	'"Corporate Banking loan application workflow?"' '"Business Banking payroll integration?"' '"Corporate trade finance credit lines?"'
Service Charges / Forex Rates	'"Currency Exchange Charges for bulk remittances?"' '"Currency Exchange Rates holiday adjustments?"' '"Currency Exchange Charges GST applicability?"'
Welfare of Minorities	'"Welfare Minorities loan subsidy schemes?"' '"Welfare Minorities microfinance interest rates?"' '"Welfare Minorities agricultural subsidy schemes?"'
Bancassurance	'"Bancassurance legal heir claims process?"' '"insurance Solutions for digital transactions?"' '"insurance Solutions for health coverage?"'
IND PM Vishwakarma	'"PM Vishwakarma NRI eligibility for overseas businesses?"' '"PM Vishwakarma tax benefits under Section 80G?"' '"PM Vishwakarma grievance escalation matrix?"'
IB Tax Saver Scheme	'"Tax Saver insurance coverage details?"' '"IB Tax Saver Scheme lock-in period options?"' '"Tax Saver senior citizen benefits?"'
Weaver MUDRA	'"Weaver MUDRA credit guarantee coverage?"' '"Weaver MUDRA application documentation checklist?"' '"Weaver MUDRA raw material purchase support?"'
Chief Vigilance Officer	'"Chief Vigilance Officer policy exception approvals?"' '"CVO investigation timelines for corruption cases?"' '"CVO anonymous tip reward system?"'
Careers	'"Career Opportunities relocation policies?"' '"Career Opportunities remote work?"' '"Career Opportunities sabbatical policies?"'
Press Releases	'"Announcements sustainability targets?"' '"Press Releases accessibility for visually impaired?"' '"Press Releases archive accessibility on the website?"'
Online Collection Products	'"Online Payment Collection webhook configurations?"' '"Online Payment Collection settlement cycles?"' '"E-Collection Products chargeback policies?"'
IND-SURYA SHAKTI	'"SURYA SHAKTI repayment moratorium options?"' '"SURYA SHAKTI foreign currency loan options?"' '"SURYA SHAKTI credit guarantee coverage?"'
IND-SME EASE	'"SME EASE disaster relief funding?"' '"SME EASE foreign currency loan options?"' '"SME EASE grace period for delayed payments?"'
e-Allahabad Bank Journey	'Allahabad Online Journey third-party integrations?' 'Digital Journey e-Allahabad UPI integration?' 'Digital Journey e-Allahabad nominee update steps?'
IndSMART	'"IndSMART investment tracking options?"' '"IndSMART insurance policy management?"' '"IndSMART mobile app download instructions?"'
Fixed Deposit	'"Fixed Deposit SMS balance alerts?"' '"Fixed Deposit dormant account reactivation?"' '"Fixed Deposit grace period after maturity?"'
Scheme for financing MSMEs for setting up Biomass Pellets manufacturing units	'"Biomass Pellet grace period for delayed payments?"' '"Biomass Pellet interest rates for green energy projects?"' '"Biomass Pellet grievance escalation matrix?"'
TERMS AND CONDITIONS-TERM DEPOSIT ACCOUNT	'"Term Deposit Accounts conditions for insurance claims?"' '"Term Deposit Accounts conditions for joint holders?"' '"TERMS CONDITIONS TERM DEPOSIT ACCOUNT lien marking?"'
IND SME Secure	'"SME Secure overdraft against property value?"' '"SME Secure legal heir claims process?"' '"SME Secure top-up facilities for expansion?"'
Investor Relations	'"Investor Relations investor feedback mechanisms?"' '"Investor Information digital access tools?"' '"Investor Information accessibility for non-English speakers?"'
Ind Advantage (Reward Program)	'Loyalty point accrual rate for credit cards?' 'Advantage Program tier upgrade requirements?' 'Advantage Reward point redemption tiers?'
Welcome aboard!	'"Welcome aboard digital banking setup?"' '"Welcome aboard corporate account registration?"' '"Welcome aboard account upgrade options?"'
Deposit Rates	'"Deposit Rates for disaster relief funding?"' '"Deposit Rates for dormant accounts?"' '"Deposit Rates for overdraft facilities?"'
Loyalty Program Delights: Unlocking Special Rewards for Your Loyalty	'"Loyalty Delights: Unlocking Special Rewards tax implications?"' '"Loyalty Delights exclusive event invitations?"' '"Loyalty Delights point transfer fees?"'
NETC FASTag	'"FASTag lane violation penalties?"' '"NETC Toll Tag damaged replacement?"' '"NETC FASTag recharge limits?"'
IB Tradewell	'"Trade Financing NRI trade loan eligibility?"' '"Tradewell joint venture funding norms?"' '"Tradewell foreclosure charges for early closure?"'
PM Surya Ghar: Muft Bijli Yojna	'"PM Surya Ghar digital application portal?"' '"PM Surya Ghar Muft Bijli Yojna eligibility criteria?"' '"Free Electricity scheme NRI participation rules?"'
IND SUPREME 300 DAYS	'"Supreme 300 Day Plan insurance coverage details?"' '"Supreme 300 Day Plan premature withdrawal penalties?"' '"SUPREME 300 DAYS deposit interest compounding frequency?"'
Sukanya Samriddhi Account	'"Sukanya Samriddhi Account opening age limits?"' '"Sukanya Samriddhi Account address update steps?"' '"Sukanya Samriddhi Account nomination rules?"'
IND NAVYA	'"IND NAVYA premium customer benefits?"' '"IND NAVYA charity partnership programs?"' '"Navya Services loan processing speed?"'
Short Term Deposits	'"Short Term FD reinvestment options?"' '"Grace period after Short Term FD maturity?"' '"Minimum balance requirements for Short Term Deposits?"'
Block Lost ATM Card	'"Block Lost Debit card via IVR options?"' '"Deactivate Lost ATM and request replacement?"' '"Lost ATM Reporting documentation needs?"'
MSME DIGI Jewel Loan and Jewel Loan (Re-Pledge)	'"Re-Pledge Jewel MSME documentation for gold valuation?"' '"MSME DIGI Jewel joint venture funding norms?"' '"jewel pledge repayment moratorium options?"'
Nodal Officers- Customer service	'"Nodal Officers legal compliance certifications?"' '"Nodal Officers audit protocols?"' '"Customer Service customer education initiatives?"'
MSME AUTO RENEWAL	'"MSME AUTO RENEWAL dormant account reactivation?"' '"MSME AUTO RENEWAL overdraft against renewed loans?"' '"MSME AUTO RENEWAL foreclosure charges for early closure?"'
IB COMFORT- DOMESTIC AND NRE	'"comfort NRE account grace period for minimum balance?"' '"COMFORT DOMESTIC NRE account eligibility for NRIs?"' '"COMFORT DOMESTIC NRE account mentorship programs?"'
LOAN AGAINST LEASE RENTALS	'"Online tracking for LEASE RENTALS loan status?"' '"Penalties for delayed LEASE RENTALS repayments?"' '"Legal verification steps for LEASE RENTALS?"'
IB HARIT	'"HARIT current account grace period for minimum balance?"' '"HARIT current account mentorship programs?"' '"HARIT current account disaster relief funding?"'
SMS Banking/ Missed Call Service	'"Missed Call service for account statements?"' '"Missed Call Banking for card blocking?"' '"Missed Call service for FD renewals?"'
MSME LAP	'"MSME Property loan insurance coverage?"' '"MSME Property loan foreclosure charges?"' '"MSME LAP renewal criteria for existing loans?"'
Head Office Departments	'"Head Office employee training programs?"' '"Headquarters CSR initiative approvals?"' '"Head Office customer complaint escalation?"'
Current Account	'"Current account SMS alerts for transactions?"' '"Current account tax benefits under Section 80G?"' '"Current account joint holder norms?"'
IND COURT	'"IND COURT escrow account management?"' '"IND COURT decree implementation guidelines?"' '"COURT verdict compliance certification?"'
Amalgamation	'Corporate Amalgamation tax implications?' 'Amalgamation grievance redressal contacts?' 'Amalgamation process timeline for corporate accounts?'
IND Professional Special	'"Professional Special foreclosure charges for early closure?"' '"Professional Special loan eligibility for doctors?"' '"Professional Special documentation for practice licenses?"'
Foreign Branches	'"International Branches disaster relief funding?"' '"Foreign Branches credit guarantee coverage?"' '"International Branches documentation requirements?"'
Regulatory Disclosures Section	'"Banking Disclosures quarterly filing calendar?"' '"Regulatory Information GDPR compliance status?"' '"Regulatory Information update frequency for public records?"'
N R I / Foreign Exchange	'"Foreign Currency Exchange lock-in period policies?"' '"Foreign Exchange third-party authorization process?"' '"NRI forex card reload limits?"'
NRI A/cs	'"NRI account digital banking features?"' '"Non Resident Indian account legal compliance certifications?"' '"Non Resident Indian account tax implications?"'
Reverse Mortgage	'"Interest rate types for Reverse Mortgage?"' '"Reverse Mortgage counseling sessions availability?"' '"Tax implications of Reverse Mortgage proceeds?"'
Block Lost Credit Card	'"block credit card charges applicable?"' '"report credit card loss via mobile app?"' '"Credit Blocking confirmation receipt generation?"'
Death Claim Settlement	'"Death Claim Settlement legal heir claims?"' '"Insurance Claim escalation matrix?"' '"Death Claim customer education resources?"'
Online Loans	'"Digital loan tax certificate generation?"' '"Digital loan foreclosure process?"' '"Digital loan application turnaround time?"'
Service Charges	'"Fee Structure for loan processing applications?"' '"Service Charges for cheque return penalties?"' '"Service Fees for standing instruction setup?"'
Notifications	'"Alerts frequency settings for balance updates?"' '"Notifications spam filtering mechanisms?"' '"Alerts user consent management?"'
Corporate Blog	'"Official Blog archive access permissions?"' '"Corporate Blog GDPR compliance measures?"' '"Corporate Blog SEO best practices?"'
Premium Current Account	'"Premium Current account grievance escalation matrix?"' '"Premium Current account foreclosure charges for early closure?"' '"Premium Current account minimum balance requirements?"'
Pre Approved Business Loan	'"Pre Approved Business loan legal heir claims?"' '"Pre Approved Business loan documentation checklist?"' '"Pre Approved Business loan digital application steps?"'
Doorstep Banking	'"Doorstep service availability in rural areas?"' '"Doorstep service blackout dates calendar?"' '"Doorstep banking agent verification steps?"'
Point of Sale (PoS)	'PoS transaction decline troubleshooting?' 'PoS user access levels?' 'Contactless payment support on PoS?'
ATM / Debit Cards	'"Debit Cards digital application steps?"' '"ATM Debit Cards foreign card transaction fees?"' '"ATM Cards maintenance schedules?"'
BHIM Aadhaar Pay	'"BHIM Aadhaar Pay offline mode?"' '"BHIM Aadhaar Pay audit trails?"' '"Aadhaar authentication charges?"'
Capital Gains	'"Capital Gains carry-forward rules?"' '"Capital Gains Tax documentation for IT returns?"' '"Capital Gains exemptions under Section 54EC?"'
Indian Bank Financial Results	'"Annual Financial Results disaster relief funding?"' '"Annual Financial Results media coverage archive?"' '"Financial Performance comparison with industry benchmarks?"'
Customer Centric Services	'"Customer-Oriented Banking priority queuing?"' '"Customer Service multilingual support availability?"' '"Customer Service complaint escalation matrix?"'
Positive Pay System (PPS)	'"Positive Pay Fraud Prevention for high-value cheques?"' '"Positive Pay System (PPS) digital onboarding?"' '"PPS mobile app features?"'
Motor Accident Claim Tribunal Deposit(MACAD) Scheme	'"Motor Accident Claims Tribunal Deposit tax implications?"' '"MACAD dormant account reactivation steps?"' '"MACAD account closure after claim settlement?"'
IND HEALTH CARE	'"Health Care insurance-linked repayment plans?"' '"Health Care research project grants?"' '"Health Care legal compliance certification support?"'
Loan / OD against NSC / KVP / Relief bonds of RBI / LIC policies	'LIC policy loan tax implications?' 'KVP overdraft renewal process?' 'NSC partial withdrawal while pledged?'
Lab Grown Diamond Scheme	'"Lab Grown Diamond e-commerce integration support?"' '"Lab Grown Diamond tax benefits under Section 80G?"' '"Lab Grown Diamond credit guarantee coverage?"'
IB RERA Current Account	'"RERA Current account overdraft facilities?"' '"RERA Current account documentation for RERA registration?"' '"RERA Current account credit guarantee coverage?"'
IND EQUIPMENT & WHEELS (CE/CV) scheme	'"CE CV credit guarantee coverage?"' '"EQUIPMENT WHEELS collateral requirements for startups?"' '"EQUIPMENT WHEELS digital application process?"'
IMAGE Email Id’s	'"Proper format for addressing IMAGE Email Contacts?"' '"IMAGE Email Contacts encryption standards?"' '"IMAGE Email Contacts phishing detection protocols?"'
General Managers	'"General Managers corporate governance roles?"' '"Senior Managers training program oversight?"' '"General Managers regional jurisdiction details?"'
Money multiplier Deposits	'"Multiplier Deposit tax-saving benefits?"' '"Multiplier Deposit auto-sweep facility thresholds?"' '"Money multiplier Deposits grace period policies?"'
IB Loan against Sovereign Gold Bond	'SGB loan top-up facility availability?' 'SGB loan repayment tenure options?' 'Sovereign Jewel Bond foreclosure charges?'
Branch ATM	'"Branch ATM accessibility for wheelchair users?"' '"Branch ATM cash recycling features?"' '"Branch ATM contactless transaction limits?"'
Financial Inclusion in India: Filling the Void	'"Financial Inclusion customer feedback mechanisms?"' '"Bridging Financial Gap through women empowerment?"' '"Filling Void in access to investment products?"'
Jaffna Branch	'"Jaffna gold appraisal services?"' '"Jaffna SME loan processing time?"' '"Jaffna Branch Office forex rates?"'
Financial Inclusion	'"Financial Inclusion financial literacy drives?"' '"Financial Inclusion mobile van service areas?"' '"Financial Access through Aadhaar-enabled payments?"'
Featured Products / Services / Schemes	'Featured Services repayment holiday options?' 'Featured Products customer support channels?' 'Highlighted Products interest rate comparison tool?'
Another Option for Pension	'"Pension Alternatives repayment tenure options?"' '"Pension option collateral requirements?"' '"Pension Alternatives grievance redressal process?"'
Bank’s Profile	'"Profile page disaster recovery protocols?"' '"Bank’s Profile regulatory compliance status?"' '"Contact Us chatbot availability hours?"'
SHISHU MUDRA	'"SHISHU MUDRA grace period for delayed payments?"' '"SHISHU MUDRA documentation for business plans?"' '"SHISHU MUDRA collateral-free limits for startups?"'
e Payment of Indirect Taxes	'"Online Indirect Tax Payment challan generation?"' '"Indirect Tax Payment TDS filing integration?"' '"Digital Indirect Tax Payment grievance escalation process?"'
IND Non-Callable Deposit	'"IND Non-Callable Deposit collateral usage for loans?"' '"Non Callable Deposit cheque book issuance?"' '"Non Callable Deposit nomination rules for minors?"'
Services rendered free of charge	'"charge free Services insurance coverage?"' '"Free Services interest rate structure?"' '"No Charge Services repayment tenure options?"'
Debit Cards	'"Debit card documentation requirements?"' '"atm cardless cash withdrawal steps?"' '"atm camera surveillance retention policies?"'
Chief General Managers	"Chief Executives' media interaction policy?" "Chief General Managers' policy exception approval?" "Senior General Managers' operational targets?"
Colombo Branch	'"Colombo SME banking specialists?"' '"Colombo Branch Office CSR initiatives?"' '"Colombo agricultural loan schemes?"'
Ind Mortgage	'"Ind Mortgage processing timeline for salaried applicants?"' '"Penalty clauses for Ind Mortgage prepayment?"' '"Ind Mortgage loan restructuring during financial hardship?"'
Recurring Deposit	'"Regular Recurring Deposit foreclosure charges?"' '"Regular Recurring Deposit interest payout modes?"' '"Regular Recurring Deposit interest rate tiers?"'
e Payment of Direct Taxes	'"eTax Payment refund tracking system?"' '"Direct Taxes Online Payment API integration?"' '"Online Direct Tax Payment GST reconciliation?"'
Lending rates	'"Lending rates negotiation options for corporates?"' '"Lending rates disaster relief concessions?"' '"Lending rates escalation matrix for disputes?"'
Entity: Internet banking	'"Internet banking offline mode availability?"' '"Online Banking disaster recovery protocols?"' '"Digital Banking insurance policy management?"'
Customer Complaints / Awareness	'"Customer Complaints mobile app features?"' '"Customer Complaints multilingual support?"' '"Complaint Management compensation policies?"'
IND-SME E-VAAHAN	'"vehicle SME grace period for seasonal businesses?"' '"vehicle SME grievance escalation matrix?"' '"SME E-VAAHAN digital application process?"'
Variable Recurring Deposit	'"Flexibility in Variable Recurring Deposit amounts?"' '"Variable Recurring penalty for missed payments?"' '"Variable Recurring Deposit digital statements?"'

Evaluation

Metrics

Label	Accuracy
all	0.9352

Uses

Direct Use for Inference

First install the SetFit library:

pip install setfit

Then you can load this model and run inference.

from setfit import SetFitModel

# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("kneau007/my-classifier-2")
# Run inference
preds = model("\"Current account disaster relief funding?\"")

Training Details

Training Set Metrics

Training set	Min	Median	Max
Word count	3	5.5968	11

Label	Training Sample Count
Corporate Blog	11
Doorstep Banking	17
ATM / Debit Cards	15
Amalgamation	17
Another Option for Pension	17
Awards & Accolades	18
Azadi Ka Amrit Mahotsav #TogetherforBiggerThings	16
BHIM Aadhaar Pay	12
Bancassurance	17
Bank’s Profile	16
Block Lost ATM Card	16
Block Lost Credit Card	17
Board of Directors	15
Branch ATM	14
CA FOR STATE /CENTRAL GOVT & CONSULAR & IND PFMS	18
Capital Gains	18
Careers	15
Chief General Managers	16
Chief Vigilance Officer	19
Colombo Branch	16
Corporate	15
Corporate Social Responsibility	17
Credit Cards	19
Current Account	16
Customer Centric Services	15
Customer Complaints / Awareness	13
Death Claim Settlement	17
Debit Cards	17
Deposit Rates	12
Digitizing the Indian Banking Experience	17
Disclaimer	16
Entity: Internet banking	15
Executive Director’s Profile	17
F.A.Qs	15
Featured Products / Services / Schemes	16
Financial Inclusion	15
Financial Inclusion in India: Filling the Void	16
Fixed Deposit	16
Foreign Branches	15
General Managers	16
Head Office Departments	16
IB COMFORT- DOMESTIC AND NRE	14
IB Golden Ager Term Deposit Product for Super Senior Citizens	18
IB HARIT	15
IB Loan against Sovereign Gold Bond	16
IB MSME Jewel Loan	13
IB Tax Saver Scheme	18
IB Tradewell	17
IMAGE	18
IMAGE Email Id’s	17
IMPORTANT TERMS AND CONDITIONS CA	16
IND COURT	17
IND EQUIPMENT & WHEELS (CE/CV) scheme	12
IND HEALTH CARE	17
IND MSME VEHICLE	17
IND NAVYA	17
IND Non-Callable Deposit	14
IND Professional Special	17
IND SME Secure	18
IND SUPER 400 DAYS	13
IND SUPREME 300 DAYS	18
IND-SME E-VAAHAN	15
IND-SME EASE	12
IND-SURYA SHAKTI	14
INDIAN BANK MUTUAL FUND	18
Ind Advantage (Reward Program)	17
Ind Mortgage	14
IndSMART	15
IndSMART: Indian Bank’s Omni channel Mobile App	14
Indian Bank Financial Results	18
Indian Bank, IFSC Banking Unit, GIFT City	17
Interest Rates for Small Savings Schemes	18
Investor Relations	17
Jaffna Branch	18
Jewel Loan	17
LOAN AGAINST LEASE RENTALS	14
Lab Grown Diamond Scheme	14
Lending rates	17
Loan / OD against NSC / KVP / Relief bonds of RBI / LIC policies	20
Loan/OD against Deposit	15
MSME AUTO RENEWAL	19
MSME DIGI Jewel Loan and Jewel Loan (Re-Pledge)	16
MSME LAP	18
Managing Director & CEO’s Profile	17
Merchant UPI QR Code	14
Money multiplier Deposits	14
Motor Accident Claim Tribunal Deposit(MACAD) Scheme	14
N R I / Foreign Exchange	14
NETC FASTag	17
NRI A/cs	17
NRI and Forex	15
National Common Mobility Card (NCMC)	16
Nodal Officers- Customer service	16
Notifications	16
Online Collection Products	12
Online Loans	15
PM Surya Ghar: Muft Bijli Yojna	19
Point of Sale (PoS)	17
Positive Pay System (PPS)	15
Pre Approved Business Loan	16
Premium Current Account	18
Press Releases	16
Quick Contact	14
Re-KYC: Periodic Update of KYC Details	17
Recurring Deposit	17
Regulatory Disclosures Section	15
Remittance To India	14
Reverse Mortgage	16
SHISHU MUDRA	19
SMS Banking/ Missed Call Service	15
Scheme for financing MSMEs for setting up Biomass Pellets manufacturing units	15
Scheme on financing Manufacturers / Suppliers / Vendors of Solar panels and other ancillary products	15
Service Charges	19
Service Charges / Forex Rates	16
Services rendered free of charge	17
Short Term Deposits	16
Sukanya Samriddhi Account	13
Supply Chain Finance	15
TERMS AND CONDITIONS-TERM DEPOSIT ACCOUNT	18
Term Deposits	16
Terms and Conditions Indian Bank Digital Rupee	17
Variable Recurring Deposit	16
Vision and Mission	16
Weaver MUDRA	18
Welcome aboard!	16
Welfare of Minorities	15
What is a Credit Score and How it Shapes Financial Health	18
e Payment of Direct Taxes	14
e Payment of Indirect Taxes	17
e-Allahabad Bank Journey	13
Centralized Pension Processing Centre	15
IB RERA Current Account	19
IND GST ADVANTAGE	16
IND PM Vishwakarma	15
Loyalty Program Delights: Unlocking Special Rewards for Your Loyalty	18

Training Hyperparameters

batch_size: (16, 16)
num_epochs: (1, 1)
max_steps: -1
sampling_strategy: oversampling
num_iterations: 20
body_learning_rate: (2e-05, 2e-05)
head_learning_rate: 2e-05
loss: CosineSimilarityLoss
distance_metric: cosine_distance
margin: 0.25
end_to_end: False
use_amp: False
warmup_proportion: 0.1
l2_weight: 0.01
seed: 42
eval_max_steps: -1
load_best_model_at_end: False

Training Results

Epoch	Step	Training Loss	Validation Loss
0.0002	1	0.1566	-
0.0093	50	0.146	-
0.0185	100	0.1398	-
0.0278	150	0.1027	-
0.0371	200	0.0887	-
0.0463	250	0.071	-
0.0556	300	0.0644	-
0.0649	350	0.0492	-
0.0741	400	0.05	-
0.0834	450	0.0464	-
0.0927	500	0.0325	-
0.1019	550	0.0312	-
0.1112	600	0.033	-
0.1205	650	0.0266	-
0.1297	700	0.0225	-
0.1390	750	0.0206	-
0.1483	800	0.0188	-
0.1576	850	0.0229	-
0.1668	900	0.0164	-
0.1761	950	0.0168	-
0.1854	1000	0.0159	-
0.1946	1050	0.0131	-
0.2039	1100	0.0122	-
0.2132	1150	0.0098	-
0.2224	1200	0.0093	-
0.2317	1250	0.0159	-
0.2410	1300	0.0104	-
0.2502	1350	0.014	-
0.2595	1400	0.0074	-
0.2688	1450	0.0089	-
0.2780	1500	0.0176	-
0.2873	1550	0.0118	-
0.2966	1600	0.0068	-
0.3058	1650	0.0105	-
0.3151	1700	0.0076	-
0.3244	1750	0.0122	-
0.3336	1800	0.0134	-
0.3429	1850	0.0088	-
0.3522	1900	0.0134	-
0.3614	1950	0.0052	-
0.3707	2000	0.0074	-
0.3800	2050	0.0069	-
0.3892	2100	0.0056	-
0.3985	2150	0.0059	-
0.4078	2200	0.0064	-
0.4171	2250	0.0075	-
0.4263	2300	0.0064	-
0.4356	2350	0.0042	-
0.4449	2400	0.0053	-
0.4541	2450	0.0061	-
0.4634	2500	0.0062	-
0.4727	2550	0.0076	-
0.4819	2600	0.004	-
0.4912	2650	0.009	-
0.5005	2700	0.0096	-
0.5097	2750	0.0066	-
0.5190	2800	0.0084	-
0.5283	2850	0.0052	-
0.5375	2900	0.0079	-
0.5468	2950	0.005	-
0.5561	3000	0.0053	-
0.5653	3050	0.0055	-
0.5746	3100	0.0049	-
0.5839	3150	0.0066	-
0.5931	3200	0.0074	-
0.6024	3250	0.0063	-
0.6117	3300	0.0039	-
0.6209	3350	0.0042	-
0.6302	3400	0.0072	-
0.6395	3450	0.0047	-
0.6487	3500	0.0037	-
0.6580	3550	0.0048	-
0.6673	3600	0.0034	-
0.6766	3650	0.0067	-
0.6858	3700	0.0049	-
0.6951	3750	0.0048	-
0.7044	3800	0.0041	-
0.7136	3850	0.0088	-
0.7229	3900	0.0035	-
0.7322	3950	0.0047	-
0.7414	4000	0.005	-
0.7507	4050	0.0047	-
0.7600	4100	0.0051	-
0.7692	4150	0.0035	-
0.7785	4200	0.0043	-
0.7878	4250	0.0062	-
0.7970	4300	0.0029	-
0.8063	4350	0.0076	-
0.8156	4400	0.0027	-
0.8248	4450	0.0026	-
0.8341	4500	0.0037	-
0.8434	4550	0.0069	-
0.8526	4600	0.0037	-
0.8619	4650	0.0027	-
0.8712	4700	0.0025	-
0.8804	4750	0.0024	-
0.8897	4800	0.0076	-
0.8990	4850	0.0036	-
0.9082	4900	0.0028	-
0.9175	4950	0.0027	-
0.9268	5000	0.0028	-
0.9361	5050	0.005	-
0.9453	5100	0.0041	-
0.9546	5150	0.0042	-
0.9639	5200	0.004	-
0.9731	5250	0.0027	-
0.9824	5300	0.0049	-
0.9917	5350	0.0044	-

Framework Versions

Python: 3.11.11
SetFit: 1.1.1
Sentence Transformers: 3.4.1
Transformers: 4.48.3
PyTorch: 2.6.0+cu124
Datasets: 3.4.0
Tokenizers: 0.21.0

Citation

BibTeX

@article{https://doi.org/10.48550/arxiv.2209.11055,
    doi = {10.48550/ARXIV.2209.11055},
    url = {https://arxiv.org/abs/2209.11055},
    author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
    keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
    title = {Efficient Few-Shot Learning Without Prompts},
    publisher = {arXiv},
    year = {2022},
    copyright = {Creative Commons Attribution 4.0 International}
}

kneau007
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my-classifier-2