---
tags:
- setfit
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
widget:
- text: '"MSME AUTO RENEWAL renewal criteria for defaults?"'
- text: '"HARIT current account NRI eligibility for overseas projects?"'
- text: '"Current account disaster relief funding?"'
- text: '"How to track Foreign Exchange transactions online?"'
- text: '"RERA Current account insurance for project risks?"'
metrics:
- accuracy
pipeline_tag: text-classification
library_name: setfit
inference: true
base_model: sentence-transformers/paraphrase-mpnet-base-v2
model-index:
- name: SetFit with sentence-transformers/paraphrase-mpnet-base-v2
results:
- task:
type: text-classification
name: Text Classification
dataset:
name: Unknown
type: unknown
split: test
metrics:
- type: accuracy
value: 0.9351851851851852
name: Accuracy
---
# SetFit with sentence-transformers/paraphrase-mpnet-base-v2
This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [sentence-transformers/paraphrase-mpnet-base-v2](https://huggingface.co/sentence-transformers/paraphrase-mpnet-base-v2) as the Sentence Transformer embedding model. A [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance is used for classification.
The model has been trained using an efficient few-shot learning technique that involves:
1. Fine-tuning a [Sentence Transformer](https://www.sbert.net) with contrastive learning.
2. 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](https://huggingface.co/sentence-transformers/paraphrase-mpnet-base-v2)
- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
- **Maximum Sequence Length:** 512 tokens
- **Number of Classes:** 135 classes
### Model Sources
- **Repository:** [SetFit on GitHub](https://github.com/huggingface/setfit)
- **Paper:** [Efficient Few-Shot Learning Without Prompts](https://arxiv.org/abs/2209.11055)
- **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit)
### 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:
```bash
pip install setfit
```
Then you can load this model and run inference.
```python
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
```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}
}
```