This is a SetFit model that can be used for Text Classification. This SetFit model uses nomic-ai/nomic-embed-text-v1 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:
IB Corp SB – Payroll Package Scheme for Salaried Class
'Does IB Corp SB offer zero balance accounts?'
'Are there special benefits for salaried employees?'
'Are there overdraft facilities in IB Corp SB?'
LOAN AGAINST LEASE RENTALS
'Lease Rent income validation process for Loan Against Lease Rentals?'
'What are the advantages of Loan Against Lease Rentals over other loan options?'
'What is the tenure for Loan Against Lease Rentals in banking?'
Savings Bank Account for Pensioners
'What is the procedure to activate online banking for SB Pension account?'
'What is the minimum balance required for SB Pension account?'
'How to reset the password for online banking of Savings Pensioners account?'
“IND Corp SB – Elite” Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI)
| <ul><li>'Can I get a credit card with the Corp SB – ELITE account?'</li><li>'Can I get a credit card with the Corp SB – ELITE account?'</li><li>'Free Personal Accidental Insurance cover benefits offered under Payroll package scheme ?'</li></ul> |
| Applications supported by Blocked Amount (ASBA) |
'Are Applications supported Blocked available for all types of investments?'
'What is the role of ASBA in Applications supported Blocked for ESOPs?'
'How do ASBA Supported Applications ensure secure transactions?'
|
| Ind Jet Remit (RTGS) |
'How do I initiate an RTGS transaction online?'
'Are RTGS Remittance services available for joint bank accounts?'
'Other Requirements in Real-Time Gross Settlement?'
|
| IND Krishi Vaahan |
'Does the bank offer doorstep service for agri Transportation loans?'
'Are there any specific documents required for krishi vaahan loan approvals?'
'What are the benefits of krishi motor financing from this bank?'
|
| Joint Liability Group (JLG) |
'Is a Collective Debt Obligation suitable for small business owners?'
'Can an Individual join a Group Financial Responsibility scheme?'
'Can I opt-out of a Joint and Several Liability agreement?'
|
| Whistle Blower Policy |
'What is the role of audit committees in the Whistle Blower Policy implementation?'
'How does the Whistle Blower Policy handle conflicting reports?'
'What is the process for escalating concerns under the Whistleblower Protection Policy?'
|
| Sukanya Samriddhi Account |
'Sukanya Samriddhi Yojana account can be opened for how many girls in a family?'
'When does the Sukanya Samriddhi Account mature?'
'Are there any penalties for not depositing the minimum amount in SSA?'
'Instalments of nre millionaire recurring deposit?'
|
| Aadhar enrolment / correction form(Hindi) |
'can I get an Aadhaar correction form in hindi?'
|
| Policy for Social Media |
'policy for social media in indian bank?'
|
| Profile Updation |
'How to update Aadhaar number in my account?'
'How to update Aadhaar number in my account?'
|
| Retail Loans_Pre Approved Personal Loan |
'How to apply for pre approved personal loan through online?'
|
| Aadhaar Seeding Online |
'What is the procedure of aadhaar seeding through online?'
|
Evaluation
Metrics
Label
Accuracy
all
0.7559
Uses
Direct Use for Inference
First install the SetFit library:
pip install setfit
Then you can load this model and run inference.
python
1from setfit import SetFitModel
23# Download from the 🤗 Hub4model = SetFitModel.from_pretrained("kneau007/my-classifier-5")5# Run inference6preds = model("What do E-learning Modules teach about online bill payments?")
Training Details
Training Set Metrics
Training set
Min
Median
Max
Word count
1
10.1722
23
Label
Training Sample Count
ATM / Debit Cards
30
ATM/Debit Cards
2
Aadhaar Seeding Online
1
Aadhar enrolment / correction form
2
Aadhar enrolment / correction form(Hindi)
1
Access Restricted
27
Account Balance
1
Account Opening Forms NRI
23
Account Statement By email
1
Add to your Financial Stability with IND Shakti 555 days
25
Add to your Financial Stability – with IND Shakti 555 days
1
Agri Clinic and Agri Business Centres
31
Agri Loans_Agri Jewel Loan(Fresh)
1
Agri Loans_KCC Renewal
1
Agricultural Godowns / Cold Storage
27
Agricultural Jewel Loan Scheme
30
Agriculture Loan
25
Amalgamation
28
Analyst Coverage
1
Analyst Coverage on Bank’s Share Price
25
Annual General Meeting
27
Annual General Meetings and Extraordinary General Meetings
21
Annual Reports
23
Another Option for Pension
27
Application Downloads
28
Applications supported by Blocked Amount (ASBA)
28
Audio/ Video Recording/Concall Transcripts
25
Awards & Accolades
25
Azadi Ka Amrit Mahotsav #TogetherforBiggerThings
26
Azadi Ka Amrit Mahotsav – #TogetherforBiggerThings
1
BCSBI - Code of Bank’s Commitment
to Customers
1
BE Safe in Your Cyber Behaviour
25
BHIM AADHAAR PAY
1
BHIM Aadhaar Pay
27
BSBDA AND SMALL ACCOUNT
28
BSBDA and Small Account
32
Banking Ombudsman 2021
1
Bank’s Profile
9
Bank’s Profile
30
Best Practices code of the Bank
30
Bharat Aadhaar Seeding Enabler
26
Block Lost ATM Card
24
Block Lost Credit Card
25
Block all channels
2
Board of Directors
29
Booklet on Digital Products & services
2
Business Responsibility and Sustainability Report
23
CA FOR STATE /CENTRAL GOVT & CONSULAR & IND PFMS
20
CA FOR STATE /CENTRAL GOVT & CONSULAR & IND PFMS
| 4 |
| CA FOR STATE/CENTRAL GOVT & CONSULAR & IND PFMS (Government Accounts) | 18 |
| CAMS-CRA_Registration | 2 |
| CAMS-CRA_Standing Instructions | 2 |
| CAMS-CRA_Subscription | 2 |
| CENTRAL BANK DIGITAL CURRENCY (CBDC) -Indian Bank Digital Rupee Application | 29 |
| CGRS | 1 |
| CITIZENS’ CHARTER | 1 |
| CONTACTS FOR QUERIES | 21 |
| CORPORATE LOAN | 25 |
| Capital Gains | 41 |
| Capital Gains SB account | 47 |
| Careers | 26 |
| Centralized Pension Processing Centre | 29 |
| Centralized Pension processing Centre | 1 |
| Chief General Managers | 24 |
| Chief Vigilance Officer | 22 |
| Choosing the Right Term Deposit: Fixed, Recurring or Money Multiplier Your Best Fit? | 29 |
| Choosing the Right Term Deposit: Fixed, Recurring or Money Multiplier – Your Best Fit? | 2 |
| Coin vending machines(CVMs) location in chennai | 2 |
| Colombo Branch | 28 |
| Common Account Opening Form-Non Individuals | 26 |
| Compressed Bio Gas plant financing under Sustainable alternative towards affordable Transportation | 29 |
| Corporate Blog | 25 |
| Corporate Credit | 17 |
| Corporate Governance | 30 |
| Corporate Governance Reports | 20 |
| Corporate Loan | 17 |
| Corporate Social Responsiblity | 26 |
| Corporate credit | 29 |
| Covering letter to be obtained from the customers currently holding lockers | 1 |
| Credit Cards | 34 |
| Credit Life Insurance Coverages in Association with M/s. Kotak Life | 28 |
| Credit Life Insurance Coverages in association with M/s. Aditya Birla Sun Life Insurance | 25 |
| Current Account | 31 |
| Current Account – Minimum Balance Requirement | 15 |
| Customer Centric Services | 26 |
| Customer Complaint/Awareness | 1 |
| Customer Complaint/Awareness_Cyber Awareness Content | 2 |
| Customer Complaint/UEBT | 1 |
| Customer Complaints / Awareness | 27 |
| Customer On-Boarding using TAB | 63 |
| Customer care | 4 |
| Cyber Awareness Content | 27 |
| Cyber crime / Unauthorized transaction | 2 |
| DEAF Transaction List | 26 |
| DISPLAY OF INFORMATION SECURED ASSETS POSSESSED UNDER THE SARFAESI ACT 2002 | 26 |
| DRAT & DRT NODAL AND LIAISON Officers | 1 |
| Dairy Loan | 27 |
| Dealing Dishonour of cheques | 1 |
| Death Claim Settlement | 26 |
| Debenture Trustee | 25 |
| Debit Card | 2 |
| Debit Cards | 26 |
| Debit card | 2 |
| Debt Restructuring Mechanism for SMEs | 1 |
| Defending Against Rising Online Frauds: Stay Cyber-Safe! | 30 |
| Deposit Insurance & Credit Guarantee Corp.. | 1 |
| Deposit Interest Certificate | 1 |
| Deposit Rates | 29 |
| Derivatives | 44 |
| Designated Authority for Whistle Blower Complaints | 28 |
| Details of Outstanding Tier 1 and Tier 2 Bonds | 30 |
| Digital Banking Unit: Shaping the Financial Future of India | 23 |
| Digital Insurance Platform | 26 |
| Digital Personal Data Protection Policy
(Eng) | 1 |
| Digitizing the Indian Banking Experience | 28 |
| Disclaimer | 27 |
| Disclosures | 24 |
| Disclosures made to Stock Exchanges | 25 |
| Display of Information - Secured Assets Possessed Under The Sarfaesi ACT 2002 | 1 |
| Dividend Details | 25 |
| Don’t Be a Money Mule: Protect Yourself from Fraud | 27 |
| Doorstep Banking | 30 |
| Doorstep Banking: Your Convenience, Our Priority | 27 |
| E Confirmation of Bank Guarantee | 29 |
| E-ALLAHABAD BANK | 21 |
| E-Shopping | 2 |
| ECSNoticetoCustomers(Pdf) | 1 |
| ED's Profile | 1 |
| Education Loan Subsidy Schemes | 23 |
| Education Loan – Subsidy Schemes | 2 |
| Education loan | 4 |
| Electronic BG Benificiary video | 1 |
| Empanelments / Engagements | 32 |
| Event Updates/ Newspaper Advertisement | 24 |
| Executive Director’s Profile | 24 |
| External Sites | 29 |
| Extraordinary General Meetings | 22 |
| F.A.Qs | 29 |
| FCNR (B) Accounts | 27 |
| FCNR (B) DEPOSITS Rates | 24 |
| FIXED DEPOSIT | 17 |
| Fair Lending Practices Code | 1 |
| Featured Products / Services / Schemes | 22 |
| Financial Inclusion | 26 |
| Financial Inclusion in India: Filling the Void | 27 |
| Financial Results | 28 |
| Financing Agriculturists for Purchase of Tractors & Other Farm Machinery | 27 |
| Find the Best Avenues for Tax Savings with Indian Bank | 26 |
| First Quarter Financial Results 2024-25 | 25 |
| Fixed Deposit | 32 |
| Fixed ROI for Retail Loans | 26 |
| Food and Agro Processing | 27 |
| Foreign Branches | 27 |
| Forex Rates for Treasury | 22 |
| Forex Remittance Facility through Internet Banking- Retail | 24 |
| Frequently Asked Questions Internet Banking and Mobile Banking | 27 |
| General Managers | 27 |
| Government Deposit Schemes | 26 |
| Government Sponsored Jan Suraksha Schemes: Trio Pack for Your Financial Security | 24 |
| Head Office Departments | 30 |
| Helpline for Women in Distress - 7827170170 | 1 |
| Helpline for Women in Distress - 7827170172 | 1 |
| History | 1 |
| Home Loan | 7 |
| Home Loan Scheme for Economically Weaker Section (EWS), Low Income Group (LIG) and Middle Income Group (MIG) individuals: Urban Areas | 23 |
| Home Loan to Corporate Entity | 26 |
| Home Loans: A Strategic Move to Preserve Your Savings | 27 |
| How to Save Tax 101: A Comprehensive Guide to Tax Saving Investment Options | 23 |
| How-to Videos Internet Banking | 24 |
| How-to Videos Mobile Banking | 25 |
| IB Arogya Raksha – Portability Options for existing customers | 2 |
| IB COMFORT- DOMESTIC AND NRE | 23 |
| IB CONTRACTORS | 42 |
| IB CORP SB Payroll Package Scheme for Salaried Class | 28 |
| IB CORP SB – Payroll package scheme for salaried class | 4 |
| IB Corp SB – Payroll Package Scheme for Salaried Class | 18 |
| IB Doctor Plus | 45 |
| IB Education Loan (IBA | 1 |
| IB Education Loan (IBA) | 22 |
| IB Gen X For the Vibrant Youth | 26 |
| IB Gen X – For the Vibrant Youth | 35 |
| IB Golden Ager Term Deposit Product for Super Senior Citizens | 26 |
| IB Golden Ager – Term Deposit Product for Super Senior Citizens | 2 |
| IB HARIT | 56 |
| IB HOME ENRICH | 27 |
| IB Home ENRICH | 1 |
| IB Home Improve | 26 |
| IB Home Loan | 29 |
| IB Home Loan Flexi | 25 |
| IB Home Loan Plus | 28 |
| IB Kishore Savings Bank Account for Minors | 25 |
| IB Kishore – Savings Bank Account for Minors | 29 |
| IB Loan against Sovereign Gold Bond | 30 |
| IB MSME Jewel Loan | 44 |
| IB MY OWN SHOP | 40 |
| IB Mahila Shakti For Women | 46 |
| IB Mahila Shakti – For Women | 16 |
| IB PROFESSIONAL | 63 |
| IB Pension Loan | 35 |
| IB Plot Loan | 26 |
| IB Produce Marketing Loan Loan Against eNWRs | 29 |
| IB Produce Marketing Loan – Loan Against eNWRs | 1 |
| IB RERA CURRENT ACCOUNT | 16 |
| IB RERA Current Account | 28 |
| IB Salaam Special Account for Defence Personnel | 23 |
| IB Salaam – Special Account for Defence Personnel | 37 |
| IB Sammaan | 39 |
| IB Smart Kid | 48 |
| IB Star Agro Mills (Rice Mill, Dhal Mill, Oil Mill and Flour Mill) | 30 |
| IB TAX SAVER SCHEME | 14 |
| IB Tax Saver Scheme | 26 |
| IB Tradewell | 45 |
| IB Vehicle Loan | 26 |
| IB Vidyarthi Suraksha (With PNB-Metlife) | 28 |
| IB i-Freedom Current Account | 47 |
| IB – COMFORT - DOMESTIC AND NRE (Minimum Balance & Charges) | 17 |
| IB – Sammaan | 3 |
| IB –COMFORT- DOMESTIC AND NRE | 2 |
| IBEX GOLD CARD SCHEME (GCS) FOR EXPORTERS | 22 |
| IMAGE | 34 |
| IMAGE | 2 |
| IMAGE Computer Centre | 27 |
| IMAGE Contact Us | 20 |
| IMAGE Email Id’s | 23 |
| IMAGE Infrastructure | 26 |
| IMAGE Principal’s Message | 21 |
| IMAGE Training Philosophy | 22 |
| IMPORTANT TERMS AND CONDITIONS CA | 21 |
| IMPORTANT TERMS AND CONDITIONS SB | 24 |
| IMPORTANT TERMS AND CONDITIONS – CA | 4 |
| IMPORTANT TERMS AND CONDITIONS – CA (Account Transfer) | 15 |
| IMPORTANT TERMS AND CONDITIONS – CA (Current Account) | 15 |
| IMPORTANT TERMS AND CONDITIONS – SB | 2 |
| IND COURT | 29 |
| IND Corp SB Elite” Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) | 1 |
| IND Corp SB – Elite (Payroll Package Scheme) | 18 |
| IND EQUIPMENT & WHEELS (CE/CV) scheme | 26 |
| IND GST ADVANTAGE | 45 |
| IND GURUDEV | 27 |
| IND GURUDEV (Auto Sweep & SMS Alert) | 18 |
| IND HEALTH CARE | 28 |
| IND KISAN SAUR SHAKTHI (PM KUSUM) Additional Component (Component C- Feeder level Solarisation) | 24 |
| IND KISAN SAUR SHAKTHI (PM KUSUM) Additional Component (Component C- Feeder level Solarisation)
| 1 |
| IND Krishi Vaahan | 29 |
| IND MSME SAKHI | 42 |
| IND MSME VEHICLE | 46 |
| IND Micro Food Processing Enterprises- (PMFME) | 33 |
| IND Millionaire Recurring Deposit Account NRE | 28 |
| IND Millionaire Recurring Deposit Account – NRE | 2 |
| IND NAVYA | 27 |
| IND Non-Callable Deposit | 30 |
| IND PASHUDHAN Mitra- Animal Husbandry Infrastructure Development Fund (AHIDF) | 29 |
| IND PM Vishwakarma | 26 |
| IND Professional Special | 20 |
| IND Rupee Gain | 23 |
| IND SAMPOORNA SALARY PACKAGE | 44 |
| IND SME Secure | 39 |
| IND SUPER 400 DAYS | 22 |
| IND SUPREME 300 DAYS | 27 |
| IND SWAGAT - Online Term Deposit Opening | 2 |
| IND – PM Vishwakarma | 21 |
| IND- KRISHI INFRA FUND (AGRICULTURE INFRA FUND) | 27 |
| IND-SME E-VAAHAN | 45 |
| IND-SME EASE | 37 |
| IND-SURYA SHAKTI | 47 |
| INDIAN BANK MUTUAL FUND | 28 |
| INDIAN BANK TRUST FOR RURAL DEVELOPMENT (IBTRD)
| 2 |
| Image | 1 |
| Important Communication regarding Amalgamation (Internet Banking / Mobile Banking) | 24 |
| Important Contacts | 28 |
| Important Notices to Shareholders / Bondholders | 26 |
| Ind Advantage (Reward Program) | 23 |
| Ind Jet Remit (RTGS) | 26 |
| Ind Lakhpati Didi Scheme | 25 |
| Ind Mortgage | 27 |
| Ind Netbanking | 24 |
| Ind QwikCollect | 1 |
| IndOASIS Checksum | 24 |
| IndOASIS Terms and Conditions | 20 |
| IndSMART | 24 |
| IndSMART Mobile Banking App Checksum | 21 |
| IndSMART: Indian Bank’s Omni channel Mobile App | 1 |
| IndSMART: Indian Bank’s Omni channel Mobile App | 26 |
| IndSmart | 2 |
| Indbank Merchant Banking - Online share trading | 1 |
| Indian Bank Annual Reports | 23 |
| Indian Bank Debit Card Shopping Perks | 26 |
| Indian Bank Financial Results | 24 |
| Indian Bank One Co-Branded Credit Card | 23 |
| Indian Bank Prepaid Card App Terms and Conditions | 24 |
| Indian Bank, IFSC Banking Unit, GIFT City | 26 |
| Indoasis | 1 |
| Interest Rate for Agri Products | 21 |
| Interest Rate for agri Products | 1 |
| Interest Rates for Small Savings Schemes | 31 |
| Interest Rates on Personal Segment Loan Products Fixed | 22 |
| Interest Rates on Personal Segment Loan Products: Floating | 26 |
| Interest Rates on SB / NRO / NRE Accounts | 27 |
| Internet Banking | 2 |
| Internet banking | 25 |
| Internet/Mobile/Tele Banking | 27 |
| Investor / Analyst Presentation | 24 |
| Investor Grievances | 25 |
| Investor Guide / FAQ | 26 |
| Investor Relations | 24 |
| Investors | 1 |
| Investors Services Center | 22 |
| Jaffna Branch | 28 |
| Jewel Loan | 26 |
| Jewel Loan appointment | 1 |
| Jewel Loan: Unlock the Value of Your Gold for Financial Flexibility | 24 |
| Joint Liability Group (JLG) | 28 |
| KCC Gold Plus | 27 |
| KCC Marine Gold Scheme | 26 |
| Kisan Credit Card (KCC) | 28 |
| Kisan Credit Card (KCC) Animal Husbandry and Fisheries | 27 |
| Kisan Credit Card (KCC) – Animal Husbandry and Fisheries | 2 |
| LOAN AGAINST LEASE RENTALS | 20 |
| LOAN AGAINST LEASE RENTALS(IB RENTAL) | 2 |
| Lab Grown Diamond Scheme | 57 |
| Lending Rates | 2 |
| Lending rates | 27 |
| Lending rates for Export Credit | 25 |
| Lending rates for RMD | 24 |
| Lending rates for Retail Assets | 23 |
| Life Certificate | 2 |
| Life Insurance | 27 |
| Life Insurance Corporation Of India | 1 |
| Loan / OD against NSC / KVP / Relief bonds of RBI / LIC policies | 27 |
| Loan for Purchase of “Van / Minibus / Bus / Ambulance†to Institutions / Firms / PSU / Company / Hospitals | 1 |
| Loan for Purchase of “Van / Minibus / Bus / Ambulance” to Institutions / Firms / PSU / Company / Hospitals | 25 |
| Loan/OD/Credit Card against Deposit | 24 |
| Login Procedure for Internet Banking | 18 |
| Login procedure for Mobile Banking | 23 |
| Loyalty Program Delights: Unlocking Special Rewards for Your Loyalty | 26 |
| MACT SB | 42 |
| MCA Payment | 27 |
| MD & CEO Speeches / Media Interaction | 26 |
| MD & CEO's Profile | 2 |
| MONEY MULTIPLIER DEPOSITS | 15 |
| MSME | 22 |
| MSME AUTO RENEWAL | 25 |
| MSME AUTO – RENEWAL | 19 |
| MSME DIGI Jewel Loan and Jewel Loan (Re-Pledge) | 50 |
| MSME LAP | 44 |
| MSME Loans_Download_Sanction terms/Condition | 1 |
| MSME Loans_MSME Loan Renewal | 1 |
| MSME Loans_Pre Approved Bussiness Loan | 1 |
| MSME Loans_Shishu Mudra Loan | 1 |
| Managing Director & CEO’s Profile | 1 |
| Managing Director & CEO’s Profile | 25 |
| Media Speaks | 26 |
| Merchant UPI QR Code | 32 |
| Mini Statement | 1 |
| Mobile Banking | 4 |
| Mobile Banking/Internet Banking | 2 |
| Model Revised safe deposit locker agreenment | 1 |
| Model Supplementary safe deposit locker agreenment | 1 |
| Money multiplier Deposits | 29 |
| Motor Accident Claim Tribunal Deposit(MACAD) Scheme | 27 |
| Mutual Funds, IPO, Demat & Trading | 2 |
| N R I / Foreign Exchange | 24 |
| NABARD | 1 |
| NEFT | 27 |
| NETC FASTag | 26 |
| NPS VATSALYA | 30 |
| NRE FD/ MMD/ RD ACCOUNTS | 26 |
| NRE SB ACCOUNTS | 27 |
| NRE and RFC SB interest Rates | 23 |
| NRI A/cs | 26 |
| NRI Home Loan | 28 |
| NRI INFO BEAM Monthly Newsletter | 26 |
| NRI Plot Loan | 30 |
| NRI and Forex | 26 |
| National Common Mobility Card (NCMC) | 27 |
| New Pension Scheme as an avenue for Tax Savings | 25 |
| New SB Product for Salaried Customers IND SALARY SURAKSHA | 21 |
| New SB Product for Salaried Customers IND SALARY SURAKSHA
| 4 |
| Nodal Officers - Cusomer service | 2 |
| Nodal Officers RBI Integrated Ombudsman Scheme, 2021 | 25 |
| Nodal Officers- Customer service | 28 |
| Nodal Officers_Ombudsman Scheme,2021 | 1 |
| Nodal Officers_Ombudsman Scheme,2022 | 25 |
| Nomination: A Must Have in Your Accounts | 27 |
| Non-Life Insurance | 25 |
| Non-Resident Ordinary Account | 26 |
| Notifications | 28 |
| OD against Gold Jewels | 27 |
| ONLINE SHISHU MUDRA LOAN | 49 |
| OVERDRAFT FACILITY IN SB SALARY A/C“IB INSTA CASH†| 1 |
| OVERDRAFT FACILITY IN SB SALARY A/C“IB INSTA CASH” | 24 |
| One Time Settlement for NPA Borrowers (eOTS) | 26 |
| Online Collection Products | 29 |
| Online Interest Certificate | 1 |
| Online Loans | 31 |
| Online Locker Facility | 1 |
| Online Services | 28 |
| Open Online Account with Video-Based Customer Identification Process (V- CIP) | 27 |
| PM Surya Ghar: Muft Bijli Yojna | 2 |
| PMMY-MUDRA-Tarun Plus | 22 |
| PMSurya Ghar: Muft Bijli Yojana Roof Top Solar Loan Scheme | 29 |
| PSB LOANS IN 59 MINUTES | 42 |
| Personal Loan | 25 |
| Personal loan | 2 |
| Point of Sale (PoS) | 28 |
| Policies and Regulations | 24 |
| Policy Guidelines on Empanelment of Valuers | 1 |
| Policy for Social Media | 1 |
| Policy on Co-Lending by Bank and NBFCs/HFCs
to priority sectors | 2 |
| Policy on Determination and disclosure of material events / information | 1 |
| Policy on Determining Material Subsidiary | 1 |
| Policy on Related Party Transactions | 1 |
| Policy on appointment of SABs -year 2023 -24 (Domestic & Overseas) | 1 |
| Positive Pay Syatem(PPS) | 2 |
| Positive Pay System | 1 |
| Positive Pay System (PPS) | 25 |
| Pre Approved Business Loan | 32 |
| Premium Current Account | 43 |
| Premium Services | 22 |
| Press Releases | 23 |
| Privacy Policy Corporate Merchant App | 22 |
| Privacy Policy Digital Currency | 25 |
| Privacy Policy IB Merchant App | 27 |
| Privacy Policy IndOASIS | 27 |
| Privacy Policy Mobile Banking (IndSmart) | 23 |
| Privacy Policy for SoftPos | 1 |
| Process for claiming Unclaimed Deposit transferred to Depositor Education and Awareness (DEA) Fund | 2 |
| Profile Updation | 2 |
| Protean-CRA | 2 |
| Puduvai Bharathiar Grama Bank | 1 |
| QIP | 1 |
| QIP WEBSITE DISCLAIMER | 25 |
| Queries / Feedback | 1 |
| Quick Contact | 25 |
| Quick Contacts | 2 |
| RBI Monetory Museum Bank Notes and Security Features | 1 |
| RECURRING DEPOSIT | 15 |
| REPO Based Lending Rate for MSME | 25 |
| RFC TERM DEPOSIT Rates | 24 |
| Rajbhasha | 1 |
| Re-KYC (based on declaration) | 2 |
| Re-KYC: Periodic Update of KYC Details | 31 |
| Recovery Agents Empaneled / Engaged by bank(Eng) | 1 |
| Recurring Deposit | 33 |
| Regulatory Disclosures Section | 23 |
| Remittance To India | 28 |
| Request a Call Back | 1 |
| Reserve Bank Of India | 2 |
| Resident Foreign Currency account for Returning Indians | 28 |
| Retail Loans_Credit Card | 1 |
| Retail Loans_Home Loan | 2 |
| Retail Loans_OD/Term Loan/Credit Card Against Deposit | 1 |
| Retail Loans_Overdraft against Insurance | 1 |
| Retail Loans_Pre Approved Personal Loan | 1 |
| Retail Loans_Vehicle Loan | 2 |
| Reverse Mortgage | 29 |
| RuPay Key Chain | 2 |
| SB FOR CENTRAL / STATE GOVERNMENT / CONSULAR OFFICES & IND PFMS | 42 |
| SB Platinum Savings Bank Platinum Account with Sweep facility | 24 |
| SB Platinum – Savings Bank Platinum Account | 16 |
| SB Platinum – Savings Bank Platinum Account with Sweep facility | 4 |
| SB for IND PFMS & SB for Central/State Government/Consular Offices | 15 |
| SB for students under govt scholarship & SB for DBT | 32 |
| SELF HELP GROUP (SHG) SHAKTI | 26 |
| SELF HELP GROUP (SHG) – SHAKTI | 1 |
| SHG Bank Linkage Programme Direct Linkage to SHGs | 29 |
| SHG Bank Linkage Programme – Direct Linkage to SHGs | 2 |
| SHG GRIHALAKSHMI (Housing Loan to SHG Members) | 29 |
| SHG GRIHALAKSHMI (Housing loan to SHG Members) | 2 |
| SHORT TERM DEPOSITS | 8 |
| SMS Banking/ Missed Call Service | 26 |
| SOVA Android Trojan ALERT!! | 28 |
| Salary Loan IB Clean Loan to Salaried Class | 29 |
| Salary Loan – IB Clean Loan to Salaried Class | 1 |
| Saptagiri Grameena Bank | 2 |
| Savings Bank | 2 |
| Savings Bank Account | 29 |
| Savings Bank Account for Pensioners | 24 |
| Savings Bank Accounts – Terms & Conditions | 16 |
| Say No to Queues and Yes to Fastag!!!!! | 21 |
| Scheme for financing MSMEs for setting up Biomass Pellets manufacturing units | 45 |
| Scheme on financing Manufacturers / Suppliers / Vendors of Solar panels and other ancillary products | 17 |
| Security | 23 |
| Security Alert (Hindi) | 1 |
| Service Charges | 29 |
| Service Charges / Forex Rates | 24 |
| Service Charges on ATM Services | 26 |
| Services | 1 |
| Services rendered free of charge | 28 |
| Services rendered free of charge
| 1 |
| Shareholding Pattern | 23 |
| Short Term Deposits | 24 |
| Small Farmers' Agri-Business Consortium | 1 |
| Special Non-Resident Rupee Account (SNRR) | 29 |
| Specialist Officers Exam Result (SO) | 20 |
| Statement | 2 |
| Statutory Central Auditors | 29 |
| Statutory Central Auditors(SCAs) for the year 2023-24- valid up to 2024-25(English) | 1 |
| Stay Safe: Watch Out for Suspicious Files, APKs, and Links | 25 |
| Subsidiaries and Joint Ventures | 25 |
| Sukanya Samriddhi Account | 24 |
| Sukanya Samriddhi Account Scheme | 25 |
| Supply Chain Finance | 48 |
| TERM LOAN | 33 |
| TERMS AND CONDITIONS - TERM DEPOSIT ACCOUNT | 17 |
| TERMS AND CONDITIONS-TERM DEPOSIT ACCOUNT | 32 |
| Tab Banking | 31 |
| Tamil Nadu Grama Bank | 2 |
| Tap, Pay and Go: RuPay NCMC Card | 27 |
| Tarun Plus Scheme | 25 |
| Tenders / Auction | 26 |
| Term Deposit | 2 |
| Term Loan | 17 |
| Termination Clause Mobile Banking (IndSmart) | 23 |
| Terms and Conditions Indian Bank Digital Rupee | 25 |
| Terms and Conditions – Indian Bank Digital Rupee | 2 |
| The Convenience Revolution: Mobile Banking Explained | 26 |
| UPI through USSD(Eng) | 2 |
| UPI through USSD(Hin) | 2 |
| United India Insurance Company | 3 |
| Units of IMAGE | 25 |
| Unleash your Entrepreneurial Skills with Indian Bank’s MSME Loans | 27 |
| V-CIP | 24 |
| VARIABLE RECURRING DEPOSIT | 19 |
| Variable Recurring Deposit | 24 |
| Vehicle loan | 1 |
| Vision and Mission | 32 |
| WORKING CAPITAL | 30 |
| Wealth Management Services | 28 |
| Weaver MUDRA | 42 |
| Welcome aboard! | 28 |
| Welcome to a New Year of Good Returns with Ind-Swagat | 24 |
| Welfare of Minorities | 31 |
| What and How of Phishing | 26 |
| What is a Credit Score and How it Shapes Financial Health | 27 |
| WhatsApp Banking | 28 |
| What’s New? | 29 |
| Whistle Blower Policy | 34 |
| Working Capital | 14 |
| e Allahabad Bank Journey | 2 |
| e Payment of Direct Taxes | 28 |
| e Payment of Indirect Taxes | 24 |
| e-Allahabad Bank Journey | 41 |
| e-OD Against Deposit | 28 |
| e-OD Against Deposit
| 2 |
| “IND Corp SB Elite†Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) | 2 |
| “New SB Product for Pensioners†IND PENSION PRIME | 1 |
| “IND Corp SB Elite” Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) | 20 |
| “IND Corp SB – Elite” Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI)
| 4 |
| “New SB Product for Pensioners” IND PENSION PRIME | 45 |
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
0.0000
1
0.1752
-
0.0018
50
0.1652
-
0.0037
100
0.1629
-
0.0055
150
0.159
-
0.0073
200
0.1504
-
0.0091
250
0.1505
-
0.0110
300
0.1385
-
0.0128
350
0.134
-
0.0146
400
0.1284
-
0.0165
450
0.1118
-
0.0183
500
0.1079
-
0.0201
550
0.0978
-
0.0220
600
0.0973
-
0.0238
650
0.0893
-
0.0256
700
0.0817
-
0.0274
750
0.0817
-
0.0293
800
0.0829
-
0.0311
850
0.077
-
0.0329
900
0.0749
-
0.0348
950
0.0682
-
0.0366
1000
0.0758
-
0.0384
1050
0.0635
-
0.0403
1100
0.0667
-
0.0421
1150
0.071
-
0.0439
1200
0.0604
-
0.0457
1250
0.0671
-
0.0476
1300
0.0541
-
0.0494
1350
0.0608
-
0.0512
1400
0.0567
-
0.0531
1450
0.0539
-
0.0549
1500
0.0559
-
0.0567
1550
0.0488
-
0.0586
1600
0.0524
-
0.0604
1650
0.0496
-
0.0622
1700
0.0508
-
0.0640
1750
0.0455
-
0.0659
1800
0.0509
-
0.0677
1850
0.0405
-
0.0695
1900
0.0409
-
0.0714
1950
0.0456
-
0.0732
2000
0.0395
-
0.0750
2050
0.0525
-
0.0769
2100
0.037
-
0.0787
2150
0.0407
-
0.0805
2200
0.0327
-
0.0823
2250
0.0324
-
0.0842
2300
0.0456
-
0.0860
2350
0.035
-
0.0878
2400
0.0382
-
0.0897
2450
0.0355
-
0.0915
2500
0.0377
-
0.0933
2550
0.032
-
0.0952
2600
0.0343
-
0.0970
2650
0.036
-
0.0988
2700
0.0313
-
0.1006
2750
0.0352
-
0.1025
2800
0.0331
-
0.1043
2850
0.0351
-
0.1061
2900
0.0318
-
0.1080
2950
0.0282
-
0.1098
3000
0.0347
-
0.1116
3050
0.0239
-
0.1134
3100
0.0312
-
0.1153
3150
0.0298
-
0.1171
3200
0.0351
-
0.1189
3250
0.0267
-
0.1208
3300
0.0218
-
0.1226
3350
0.023
-
0.1244
3400
0.0253
-
0.1263
3450
0.0314
-
0.1281
3500
0.0286
-
0.1299
3550
0.0239
-
0.1317
3600
0.0243
-
0.1336
3650
0.0245
-
0.1354
3700
0.0232
-
0.1372
3750
0.0216
-
0.1391
3800
0.0245
-
0.1409
3850
0.026
-
0.1427
3900
0.0182
-
0.1446
3950
0.0256
-
0.1464
4000
0.021
-
0.1482
4050
0.025
-
0.1500
4100
0.0163
-
0.1519
4150
0.0184
-
0.1537
4200
0.0215
-
0.1555
4250
0.0246
-
0.1574
4300
0.0193
-
0.1592
4350
0.0204
-
0.1610
4400
0.0203
-
0.1629
4450
0.0175
-
0.1647
4500
0.0181
-
0.1665
4550
0.0205
-
0.1683
4600
0.0186
-
0.1702
4650
0.0203
-
0.1720
4700
0.0183
-
0.1738
4750
0.0196
-
0.1757
4800
0.0195
-
0.1775
4850
0.0219
-
0.1793
4900
0.0227
-
0.1812
4950
0.0235
-
0.1830
5000
0.0145
-
0.1848
5050
0.0178
-
0.1866
5100
0.0147
-
0.1885
5150
0.0224
-
0.1903
5200
0.0191
-
0.1921
5250
0.0138
-
0.1940
5300
0.0163
-
0.1958
5350
0.0172
-
0.1976
5400
0.019
-
0.1995
5450
0.0224
-
0.2013
5500
0.0168
-
0.2031
5550
0.0188
-
0.2049
5600
0.0173
-
0.2068
5650
0.016
-
0.2086
5700
0.0124
-
0.2104
5750
0.0204
-
0.2123
5800
0.0171
-
0.2141
5850
0.0168
-
0.2159
5900
0.018
-
0.2177
5950
0.0168
-
0.2196
6000
0.0189
-
0.2214
6050
0.0155
-
0.2232
6100
0.0191
-
0.2251
6150
0.0134
-
0.2269
6200
0.0179
-
0.2287
6250
0.0127
-
0.2306
6300
0.0143
-
0.2324
6350
0.0136
-
0.2342
6400
0.0107
-
0.2360
6450
0.0133
-
0.2379
6500
0.0127
-
0.2397
6550
0.015
-
0.2415
6600
0.0135
-
0.2434
6650
0.0165
-
0.2452
6700
0.0136
-
0.2470
6750
0.0161
-
0.2489
6800
0.0118
-
0.2507
6850
0.0145
-
0.2525
6900
0.0122
-
0.2543
6950
0.0138
-
0.2562
7000
0.0114
-
0.2580
7050
0.0129
-
0.2598
7100
0.0147
-
0.2617
7150
0.0138
-
0.2635
7200
0.0082
-
0.2653
7250
0.0118
-
0.2672
7300
0.0133
-
0.2690
7350
0.0116
-
0.2708
7400
0.0102
-
0.2726
7450
0.0127
-
0.2745
7500
0.0117
-
0.2763
7550
0.0167
-
0.2781
7600
0.0093
-
0.2800
7650
0.011
-
0.2818
7700
0.0124
-
0.2836
7750
0.0105
-
0.2855
7800
0.0117
-
0.2873
7850
0.0117
-
0.2891
7900
0.0106
-
0.2909
7950
0.0068
-
0.2928
8000
0.0078
-
0.2946
8050
0.0116
-
0.2964
8100
0.014
-
0.2983
8150
0.0095
-
0.3001
8200
0.0163
-
0.3019
8250
0.0119
-
0.3038
8300
0.009
-
0.3056
8350
0.0153
-
0.3074
8400
0.0127
-
0.3092
8450
0.0126
-
0.3111
8500
0.0099
-
0.3129
8550
0.0141
-
0.3147
8600
0.0151
-
0.3166
8650
0.0096
-
0.3184
8700
0.0142
-
0.3202
8750
0.0133
-
0.3220
8800
0.0084
-
0.3239
8850
0.0108
-
0.3257
8900
0.0089
-
0.3275
8950
0.0099
-
0.3294
9000
0.01
-
0.3312
9050
0.0101
-
0.3330
9100
0.0068
-
0.3349
9150
0.0053
-
0.3367
9200
0.009
-
0.3385
9250
0.0156
-
0.3403
9300
0.0066
-
0.3422
9350
0.0087
-
0.3440
9400
0.0082
-
0.3458
9450
0.0091
-
0.3477
9500
0.0131
-
0.3495
9550
0.01
-
0.3513
9600
0.0109
-
0.3532
9650
0.0122
-
0.3550
9700
0.0139
-
0.3568
9750
0.0078
-
0.3586
9800
0.0097
-
0.3605
9850
0.007
-
0.3623
9900
0.011
-
0.3641
9950
0.0157
-
0.3660
10000
0.0126
-
0.3678
10050
0.0118
-
0.3696
10100
0.0154
-
0.3715
10150
0.009
-
0.3733
10200
0.0068
-
0.3751
10250
0.013
-
0.3769
10300
0.0089
-
0.3788
10350
0.0088
-
0.3806
10400
0.0057
-
0.3824
10450
0.0088
-
0.3843
10500
0.0049
-
0.3861
10550
0.0107
-
0.3879
10600
0.0066
-
0.3898
10650
0.0094
-
0.3916
10700
0.0046
-
0.3934
10750
0.0079
-
0.3952
10800
0.0089
-
0.3971
10850
0.007
-
0.3989
10900
0.0078
-
0.4007
10950
0.0139
-
0.4026
11000
0.0082
-
0.4044
11050
0.0087
-
0.4062
11100
0.0097
-
0.4081
11150
0.009
-
0.4099
11200
0.0097
-
0.4117
11250
0.0048
-
0.4135
11300
0.0064
-
0.4154
11350
0.0097
-
0.4172
11400
0.0085
-
0.4190
11450
0.0103
-
0.4209
11500
0.0145
-
0.4227
11550
0.0061
-
0.4245
11600
0.0081
-
0.4263
11650
0.0081
-
0.4282
11700
0.0118
-
0.4300
11750
0.0101
-
0.4318
11800
0.0064
-
0.4337
11850
0.0065
-
0.4355
11900
0.0054
-
0.4373
11950
0.0097
-
0.4392
12000
0.007
-
0.4410
12050
0.0067
-
0.4428
12100
0.006
-
0.4446
12150
0.007
-
0.4465
12200
0.0063
-
0.4483
12250
0.0082
-
0.4501
12300
0.0067
-
0.4520
12350
0.0097
-
0.4538
12400
0.0058
-
0.4556
12450
0.0087
-
0.4575
12500
0.0075
-
0.4593
12550
0.0116
-
0.4611
12600
0.0053
-
0.4629
12650
0.0089
-
0.4648
12700
0.0039
-
0.4666
12750
0.0066
-
0.4684
12800
0.0057
-
0.4703
12850
0.007
-
0.4721
12900
0.0063
-
0.4739
12950
0.0045
-
0.4758
13000
0.006
-
0.4776
13050
0.0054
-
0.4794
13100
0.0079
-
0.4812
13150
0.0098
-
0.4831
13200
0.0071
-
0.4849
13250
0.0058
-
0.4867
13300
0.0067
-
0.4886
13350
0.0068
-
0.4904
13400
0.0076
-
0.4922
13450
0.0062
-
0.4941
13500
0.0076
-
0.4959
13550
0.0076
-
0.4977
13600
0.0066
-
0.4995
13650
0.0106
-
0.5014
13700
0.0091
-
0.5032
13750
0.0061
-
0.5050
13800
0.0079
-
0.5069
13850
0.0104
-
0.5087
13900
0.0085
-
0.5105
13950
0.0065
-
0.5124
14000
0.0058
-
0.5142
14050
0.0065
-
0.5160
14100
0.0082
-
0.5178
14150
0.0081
-
0.5197
14200
0.0079
-
0.5215
14250
0.0078
-
0.5233
14300
0.0046
-
0.5252
14350
0.0101
-
0.5270
14400
0.0119
-
0.5288
14450
0.0107
-
0.5306
14500
0.005
-
0.5325
14550
0.0063
-
0.5343
14600
0.0061
-
0.5361
14650
0.0089
-
0.5380
14700
0.008
-
0.5398
14750
0.0093
-
0.5416
14800
0.0069
-
0.5435
14850
0.0093
-
0.5453
14900
0.0049
-
0.5471
14950
0.0061
-
0.5489
15000
0.0093
-
0.5508
15050
0.0056
-
0.5526
15100
0.0102
-
0.5544
15150
0.0034
-
0.5563
15200
0.0026
-
0.5581
15250
0.0064
-
0.5599
15300
0.007
-
0.5618
15350
0.0055
-
0.5636
15400
0.0047
-
0.5654
15450
0.0073
-
0.5672
15500
0.0064
-
0.5691
15550
0.0043
-
0.5709
15600
0.0047
-
0.5727
15650
0.0084
-
0.5746
15700
0.0065
-
0.5764
15750
0.0062
-
0.5782
15800
0.0047
-
0.5801
15850
0.0032
-
0.5819
15900
0.0075
-
0.5837
15950
0.0059
-
0.5855
16000
0.0025
-
0.5874
16050
0.0035
-
0.5892
16100
0.0037
-
0.5910
16150
0.0049
-
0.5929
16200
0.0067
-
0.5947
16250
0.0071
-
0.5965
16300
0.0045
-
0.5984
16350
0.0088
-
0.6002
16400
0.0035
-
0.6020
16450
0.0056
-
0.6038
16500
0.0083
-
0.6057
16550
0.0044
-
0.6075
16600
0.0051
-
0.6093
16650
0.0046
-
0.6112
16700
0.0067
-
0.6130
16750
0.0039
-
0.6148
16800
0.0103
-
0.6167
16850
0.0029
-
0.6185
16900
0.0031
-
0.6203
16950
0.0063
-
0.6221
17000
0.0047
-
0.6240
17050
0.0038
-
0.6258
17100
0.0046
-
0.6276
17150
0.0044
-
0.6295
17200
0.0089
-
0.6313
17250
0.0076
-
0.6331
17300
0.0034
-
0.6349
17350
0.0045
-
0.6368
17400
0.003
-
0.6386
17450
0.0038
-
0.6404
17500
0.0051
-
0.6423
17550
0.005
-
0.6441
17600
0.0043
-
0.6459
17650
0.0059
-
0.6478
17700
0.0041
-
0.6496
17750
0.007
-
0.6514
17800
0.0069
-
0.6532
17850
0.0092
-
0.6551
17900
0.0084
-
0.6569
17950
0.0058
-
0.6587
18000
0.006
-
0.6606
18050
0.0057
-
0.6624
18100
0.0047
-
0.6642
18150
0.0075
-
0.6661
18200
0.0071
-
0.6679
18250
0.0055
-
0.6697
18300
0.0075
-
0.6715
18350
0.0088
-
0.6734
18400
0.0051
-
0.6752
18450
0.0052
-
0.6770
18500
0.0048
-
0.6789
18550
0.007
-
0.6807
18600
0.006
-
0.6825
18650
0.0048
-
0.6844
18700
0.0049
-
0.6862
18750
0.0056
-
0.6880
18800
0.0106
-
0.6898
18850
0.0046
-
0.6917
18900
0.0041
-
0.6935
18950
0.0039
-
0.6953
19000
0.0065
-
0.6972
19050
0.0055
-
0.6990
19100
0.0024
-
0.7008
19150
0.0077
-
0.7027
19200
0.0048
-
0.7045
19250
0.0038
-
0.7063
19300
0.0042
-
0.7081
19350
0.0094
-
0.7100
19400
0.0036
-
0.7118
19450
0.0048
-
0.7136
19500
0.0017
-
0.7155
19550
0.0025
-
0.7173
19600
0.0054
-
0.7191
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Framework Versions
Python: 3.11.11
SetFit: 1.1.1
Sentence Transformers: 3.4.1
Transformers: 4.49.0
PyTorch: 2.6.0+cu124
Datasets: 3.4.1
Tokenizers: 0.21.1
Citation
BibTeX
bibtex
1@article{https://doi.org/10.48550/arxiv.2209.11055,
2 doi = {10.48550/ARXIV.2209.11055},
3 url = {https://arxiv.org/abs/2209.11055},
4 author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
5 keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
6 title = {Efficient Few-Shot Learning Without Prompts},
7 publisher = {arXiv},
8 year = {2022},
9 copyright = {Creative Commons Attribution 4.0 International}
10}