--- tags: - setfit - sentence-transformers - text-classification - generated_from_setfit_trainer widget: - text: What are the benefits of a Butterry Loan for agricultural purposes? - text: What do E-learning Modules teach about online bill payments? - text: What is the Bharat Aadhaar Seeding Enabler customer care email ID? - text: How long does it take for the loan to be sanctioned and disbursed? - text: What is the purpose of IndOASIS Checksum in online banking transactions? metrics: - accuracy pipeline_tag: text-classification library_name: setfit inference: true base_model: nomic-ai/nomic-embed-text-v1 model-index: - name: SetFit with nomic-ai/nomic-embed-text-v1 results: - task: type: text-classification name: Text Classification dataset: name: Unknown type: unknown split: test metrics: - type: accuracy value: 0.7559458470545188 name: Accuracy --- # SetFit with nomic-ai/nomic-embed-text-v1 This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [nomic-ai/nomic-embed-text-v1](https://huggingface.co/nomic-ai/nomic-embed-text-v1) 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:** [nomic-ai/nomic-embed-text-v1](https://huggingface.co/nomic-ai/nomic-embed-text-v1) - **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance - **Maximum Sequence Length:** 8192 tokens - **Number of Classes:** 550 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 | |:--------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | Lab Grown Diamond Scheme | | | IMAGE Infrastructure | | | Indian Bank Annual Reports | | | Centralized Pension Processing Centre | | | Working Capital | | | Loan / OD against NSC / KVP / Relief bonds of RBI / LIC policies | | | Quick Contact | | | Say No to Queues and Yes to Fastag!!!!! | | | Security | | | TERMS AND CONDITIONS-TERM DEPOSIT ACCOUNT | | | Kisan Credit Card (KCC) Animal Husbandry and Fisheries | | | IB CORP SB Payroll Package Scheme for Salaried Class | | | Nodal Officers- Customer service | | | Welfare of Minorities | | | Investor Grievances | | | External Sites | | | Corporate Loan | | | Head Office Departments | | | INDIAN BANK MUTUAL FUND | | | IND SAMPOORNA SALARY PACKAGE | | | Investor Relations | | | Annual General Meeting | | | CONTACTS FOR QUERIES | | | Point of Sale (PoS) | | | IB Gen X – For the Vibrant Youth | | | IB Gen X For the Vibrant Youth | | | IB Corp SB – Payroll Package Scheme for Salaried Class | | | LOAN AGAINST LEASE RENTALS | | | Savings Bank Account for Pensioners | | | “IND Corp SB – Elite” Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) | | | Applications supported by Blocked Amount (ASBA) | | | Ind Jet Remit (RTGS) | | | IND Krishi Vaahan | | | Joint Liability Group (JLG) | | | Whistle Blower Policy | | | Sukanya Samriddhi Account | | | IND KISAN SAUR SHAKTHI (PM KUSUM) Additional Component (Component C- Feeder level Solarisation) | | | IB Home Improve | | | How-to Videos Mobile Banking | | | Retail Loans_Credit Card | | | IND- KRISHI INFRA FUND (AGRICULTURE INFRA FUND) | | | Important Contacts | | | Sukanya Samriddhi Account Scheme | | | Interest Rates on Personal Segment Loan Products: Floating | | | Lending rates for Retail Assets | | | Specialist Officers Exam Result (SO) | | | IB i-Freedom Current Account | | | Derivatives | | | IND-SME E-VAAHAN | | | Variable Recurring Deposit | | | Loan/OD/Credit Card against Deposit | | | Customer On-Boarding using TAB | | | IB Smart Kid | | | Credit Cards | | | Online Collection Products | | | BE Safe in Your Cyber Behaviour | | | Personal Loan | | | Motor Accident Claim Tribunal Deposit(MACAD) Scheme | | | NRI Plot Loan | | | Doorstep Banking: Your Convenience, Our Priority | | | IB MSME Jewel Loan | | | SB for IND PFMS & SB for Central/State Government/Consular Offices | | | IND SUPREME 300 DAYS | | | e Payment of Direct Taxes | | | IND COURT | | | Re-KYC: Periodic Update of KYC Details | | | Current Account | | | Investors Services Center | | | MD & CEO Speeches / Media Interaction | | | Unleash your Entrepreneurial Skills with Indian Bank’s MSME Loans | | | Forex Remittance Facility through Internet Banking- Retail | | | E Confirmation of Bank Guarantee | | | WORKING CAPITAL | | | Home Loans: A Strategic Move to Preserve Your Savings | | | The Convenience Revolution: Mobile Banking Explained | | | Lending rates for Export Credit | | | IB COMFORT- DOMESTIC AND NRE | | | IB Salaam Special Account for Defence Personnel | | | General Managers | | | Chief Vigilance Officer | | | Foreign Branches | | | Indian Bank Financial Results | | | Statutory Central Auditors | | | Executive Director’s Profile | | | IB Vidyarthi Suraksha (With PNB-Metlife) | | | IND GURUDEV (Auto Sweep & SMS Alert) | | | SB FOR CENTRAL / STATE GOVERNMENT / CONSULAR OFFICES & IND PFMS | | | NRE FD/ MMD/ RD ACCOUNTS | | | Jaffna Branch | | | Add to your Financial Stability with IND Shakti 555 days | | | IND-SURYA SHAKTI | | | IND-SME EASE | | | MACT SB | | | Merchant UPI QR Code | | | Find the Best Avenues for Tax Savings with Indian Bank | | | Agriculture Loan | | | Non-Resident Ordinary Account | | | CENTRAL BANK DIGITAL CURRENCY (CBDC) -Indian Bank Digital Rupee Application | | | MSME | | | IB Produce Marketing Loan Loan Against eNWRs | | | Subsidiaries and Joint Ventures | | | How to Save Tax 101: A Comprehensive Guide to Tax Saving Investment Options | | | Login Procedure for Internet Banking | | | Supply Chain Finance | | | IB RERA CURRENT ACCOUNT | | | Process for claiming Unclaimed Deposit transferred to Depositor Education and Awareness (DEA) Fund | | | TERM LOAN | | | NRI Home Loan | | | MSME DIGI Jewel Loan and Jewel Loan (Re-Pledge) | | | Recurring Deposit | | | IB TAX SAVER SCHEME | | | SHG GRIHALAKSHMI (Housing Loan to SHG Members) | | | Ind Mortgage | | | Tap, Pay and Go: RuPay NCMC Card | | | “IND Corp SB Elite” Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) | | | Application Downloads | | | IB Kishore Savings Bank Account for Minors | | | OVERDRAFT FACILITY IN SB SALARY A/C“IB INSTA CASH” | | | Annual Reports | | | Service Charges | | | MCA Payment | | | Azadi Ka Amrit Mahotsav #TogetherforBiggerThings | | | IndOASIS Checksum | | | Terms and Conditions Indian Bank Digital Rupee | | | Corporate credit | | | Important Notices to Shareholders / Bondholders | | | MSME LAP | | | Education Loan Subsidy Schemes | | | CORPORATE LOAN | | | Welcome aboard! | | | Interest Rates for Small Savings Schemes | | | RECURRING DEPOSIT | | | Bank’s Profile | | | Welcome to a New Year of Good Returns with Ind-Swagat | | | Positive Pay System (PPS) | | | Corporate Social Responsiblity | | | Ind Lakhpati Didi Scheme | | | Privacy Policy IndOASIS | | | Bharat Aadhaar Seeding Enabler | | | MONEY MULTIPLIER DEPOSITS | | | What’s New? | | | OD against Gold Jewels | | | Indian Bank One Co-Branded Credit Card | | | Pre Approved Business Loan | | | IBEX GOLD CARD SCHEME (GCS) FOR EXPORTERS | | | IndOASIS Terms and Conditions | | | Online Loans | | | Awards & Accolades | | | Money multiplier Deposits | | | Bank’s Profile | | | Nodal Officers_Ombudsman Scheme,2022 | | | IND – PM Vishwakarma | | | Best Practices code of the Bank | | | Home Loan | | | e-Allahabad Bank Journey | | | MSME Loans_MSME Loan Renewal | | | One Time Settlement for NPA Borrowers (eOTS) | | | Ind QwikCollect | | | Shareholding Pattern | | | Credit Life Insurance Coverages in Association with M/s. Kotak Life | | | NETC FASTag | | | Annual General Meetings and Extraordinary General Meetings | | | Disclaimer | | | Online Services | | | Login procedure for Mobile Banking | | | Interest Rates on SB / NRO / NRE Accounts | | | e-OD Against Deposit | | | Managing Director & CEO’s Profile | | | “New SB Product for Pensioners” IND PENSION PRIME | | | DEAF Transaction List | | | SB Platinum – Savings Bank Platinum Account | | | e Payment of Indirect Taxes | | | Empanelments / Engagements | | | IB RERA Current Account | | | IMPORTANT TERMS AND CONDITIONS CA | | | Important Communication regarding Amalgamation (Internet Banking / Mobile Banking) | | | Tenders / Auction | | | SMS Banking/ Missed Call Service | | | Corporate Governance | | | V-CIP | | | Interest Rates on Personal Segment Loan Products Fixed | | | KCC Gold Plus | | | IMAGE Training Philosophy | | | TERMS AND CONDITIONS - TERM DEPOSIT ACCOUNT | | | IB Vehicle Loan | | | IND PM Vishwakarma | | | Home Loan Scheme for Economically Weaker Section (EWS), Low Income Group (LIG) and Middle Income Group (MIG) individuals: Urban Areas | | | IND MSME VEHICLE | | | PMSurya Ghar: Muft Bijli Yojana Roof Top Solar Loan Scheme | | | F.A.Qs | | | IND NAVYA | | | Customer Centric Services | | | Debenture Trustee | | | IMAGE Email Id’s | | | IND Micro Food Processing Enterprises- (PMFME) | | | IMPORTANT TERMS AND CONDITIONS – CA (Current Account) | | | FCNR (B) Accounts | | | Debit Cards | | | IB Education Loan (IBA) | | | PMMY-MUDRA-Tarun Plus | | | SB for students under govt scholarship & SB for DBT | | | Don’t Be a Money Mule: Protect Yourself from Fraud | | | Press Releases | | | SB Platinum Savings Bank Platinum Account with Sweep facility | | | FIXED DEPOSIT | | | IND PASHUDHAN Mitra- Animal Husbandry Infrastructure Development Fund (AHIDF) | | | Capital Gains SB account | | | Internet/Mobile/Tele Banking | | | Investor / Analyst Presentation | | | Retail Loans_Vehicle Loan | | | Loyalty Program Delights: Unlocking Special Rewards for Your Loyalty | | | Media Speaks | | | IB MY OWN SHOP | | | Block Lost ATM Card | | | BHIM Aadhaar Pay | | | Financial Results | | | Short Term Deposits | | | What is a Credit Score and How it Shapes Financial Health | | | Lending rates | | | IND GURUDEV | | | IB Doctor Plus | | | NRE SB ACCOUNTS | | | Scheme for financing MSMEs for setting up Biomass Pellets manufacturing units | | | Indbank Merchant Banking - Online share trading | | | IB Tradewell | | | Choosing the Right Term Deposit: Fixed, Recurring or Money Multiplier Your Best Fit? | | | NRI A/cs | | | KCC Marine Gold Scheme | | | Life Insurance | | | IND EQUIPMENT & WHEELS (CE/CV) scheme | | | SHG Bank Linkage Programme Direct Linkage to SHGs | | | Home Loan to Corporate Entity | | | Policies and Regulations | | | IndSMART | | | IB HOME ENRICH | | | United India Insurance Company | | | Doorstep Banking | | | Tab Banking | | | IND Professional Special | | | IMPORTANT TERMS AND CONDITIONS – CA (Account Transfer) | | | IMAGE Principal’s Message | | | Forex Rates for Treasury | | | Death Claim Settlement | | | Another Option for Pension | | | Agricultural Jewel Loan Scheme | | | Stay Safe: Watch Out for Suspicious Files, APKs, and Links | | | Digitizing the Indian Banking Experience | | | IB Mahila Shakti – For Women | | | Nomination: A Must Have in Your Accounts | | | Dairy Loan | | | RFC TERM DEPOSIT Rates | | | Government Deposit Schemes | | | Credit Life Insurance Coverages in association with M/s. Aditya Birla Sun Life Insurance | | | Privacy Policy Mobile Banking (IndSmart) | | | IB PROFESSIONAL | | | IB Tax Saver Scheme | | | Lending rates for RMD | | | Premium Current Account | | | Non-Life Insurance | | | CA FOR STATE /CENTRAL GOVT & CONSULAR & IND PFMS | | | Agricultural Godowns / Cold Storage | | | Account Opening Forms NRI | | | IB CONTRACTORS | | | Capital Gains | | | PSB LOANS IN 59 MINUTES | | | IND HEALTH CARE | | | Nodal Officers RBI Integrated Ombudsman Scheme, 2021 | | | Privacy Policy Corporate Merchant App | | | Frequently Asked Questions Internet Banking and Mobile Banking | | | IB Star Agro Mills (Rice Mill, Dhal Mill, Oil Mill and Flour Mill) | | | IB Salaam – Special Account for Defence Personnel | | | Ind Advantage (Reward Program) | | | Indian Bank, IFSC Banking Unit, GIFT City | | | IND SME Secure | | | MSME AUTO RENEWAL | | | NPS VATSALYA | | | Customer care | | | Term Loan | | | Indoasis | | | IMAGE | | | First Quarter Financial Results 2024-25 | | | SHORT TERM DEPOSITS | | | IND SUPER 400 DAYS | | | Notifications | | | Tarun Plus Scheme | | | Financial Inclusion in India: Filling the Void | | | IMAGE | | | IB Loan against Sovereign Gold Bond | | | National Common Mobility Card (NCMC) | | | Business Responsibility and Sustainability Report | | | Digital Insurance Platform | | | IB Kishore – Savings Bank Account for Minors | | | Scheme on financing Manufacturers / Suppliers / Vendors of Solar panels and other ancillary products | | | Chief General Managers | | | Careers | | | Privacy Policy IB Merchant App | | | IND Corp SB – Elite (Payroll Package Scheme) | | | Weaver MUDRA | | | DISPLAY OF INFORMATION SECURED ASSETS POSSESSED UNDER THE SARFAESI ACT 2002 | | | SHG Bank Linkage Programme – Direct Linkage to SHGs | | | WhatsApp Banking | | | IB Arogya Raksha – Portability Options for existing customers | | | Agri Clinic and Agri Business Centres | | | Financial Inclusion | | | Colombo Branch | | | Financing Agriculturists for Purchase of Tractors & Other Farm Machinery | | | IND Millionaire Recurring Deposit Account NRE | | | Termination Clause Mobile Banking (IndSmart) | | | Savings Bank Account | | | E-ALLAHABAD BANK | | | Service Charges / Forex Rates | | | Digital Banking Unit: Shaping the Financial Future of India | | | IB HARIT | | | Reverse Mortgage | | | Savings Bank Accounts – Terms & Conditions | | | IND Non-Callable Deposit | | | Resident Foreign Currency account for Returning Indians | | | Access Restricted | | | IB Mahila Shakti For Women | | | Indian Bank Prepaid Card App Terms and Conditions | | | Wealth Management Services | | | e-OD Against Deposit | | | Compressed Bio Gas plant financing under Sustainable alternative towards affordable Transportation | | | ATM / Debit Cards | | | VARIABLE RECURRING DEPOSIT | | | Fixed Deposit | | | Block Lost Credit Card | | | Service Charges on ATM Services | | | Extraordinary General Meetings | | | How-to Videos Internet Banking | | | BSBDA and Small Account | | | NRI and Forex | | | Regulatory Disclosures Section | | | Interest Rate for Agri Products | | | MSME AUTO – RENEWAL | | | IB Home Loan Flexi | | | Choosing the Right Term Deposit: Fixed, Recurring or Money Multiplier – Your Best Fit? | | | BSBDA AND SMALL ACCOUNT | | | FCNR (B) DEPOSITS Rates | | | Salary Loan IB Clean Loan to Salaried Class | | | IMAGE Contact Us | | | Disclosures | | | Privacy Policy Digital Currency | | | What and How of Phishing | | | Services rendered free of charge | | | Disclosures made to Stock Exchanges | | | Food and Agro Processing | | | ONLINE SHISHU MUDRA LOAN | | | Loan for Purchase of “Van / Minibus / Bus / Ambulance” to Institutions / Firms / PSU / Company / Hospitals | | | NEFT | | | N R I / Foreign Exchange | | | Indian Bank Debit Card Shopping Perks | | | Common Account Opening Form-Non Individuals | | | Event Updates/ Newspaper Advertisement | | | SOVA Android Trojan ALERT!! | | | Fixed ROI for Retail Loans | | | Audio/ Video Recording/Concall Transcripts | | | CA FOR STATE /CENTRAL GOVT & CONSULAR & IND PFMS | | | IB Home Loan | | | Re-KYC (based on declaration) | | | Defending Against Rising Online Frauds: Stay Cyber-Safe! | | | IND GST ADVANTAGE | | | IB Pension Loan | | | IND KISAN SAUR SHAKTHI (PM KUSUM) Additional Component (Component C- Feeder level Solarisation) | | | Units of IMAGE | | | Customer Complaints / Awareness | | | Investor Guide / FAQ | | | Mutual Funds, IPO, Demat & Trading | | | NRI INFO BEAM Monthly Newsletter | | | New SB Product for Salaried Customers IND SALARY SURAKSHA | | | Ind Netbanking | | | Policy on Related Party Transactions | | | Kisan Credit Card (KCC) | | | Amalgamation | | | Booklet on Digital Products & services | | | IB – COMFORT - DOMESTIC AND NRE (Minimum Balance & Charges) | | | REPO Based Lending Rate for MSME | | | Image | | | Featured Products / Services / Schemes | | | Special Non-Resident Rupee Account (SNRR) | | | Open Online Account with Video-Based Customer Identification Process (V- CIP) | | | IB Home Loan Plus | | | Analyst Coverage on Bank’s Share Price | | | CA FOR STATE/CENTRAL GOVT & CONSULAR & IND PFMS (Government Accounts) | | | Government Sponsored Jan Suraksha Schemes: Trio Pack for Your Financial Security | | | IMPORTANT TERMS AND CONDITIONS SB | | | SELF HELP GROUP (SHG) SHAKTI | | | Premium Services | | | New SB Product for Salaried Customers IND SALARY SURAKSHA | | | Designated Authority for Whistle Blower Complaints | | | IND Rupee Gain | | | Jewel Loan: Unlock the Value of Your Gold for Financial Flexibility | | | IB Sammaan | | | New Pension Scheme as an avenue for Tax Savings | | | Dividend Details | | | Corporate Blog | | | Corporate Governance Reports | | | PM Surya Ghar: Muft Bijli Yojna | | | Current Account – Minimum Balance Requirement | | | Jewel Loan | | | Account Balance | | | Vision and Mission | | | IB Plot Loan | | | Positive Pay Syatem(PPS) | | | Internet banking | | | Board of Directors | | | Customer Complaint/Awareness | | | Policy on Determining Material Subsidiary | | | CAMS-CRA_Standing Instructions | | | Nodal Officers - Cusomer service | | | IB Golden Ager Term Deposit Product for Super Senior Citizens | | | Debit card | | | MSME Loans_Pre Approved Bussiness Loan | | | IND MSME SAKHI | | | Deposit Rates | | | Helpline for Women in Distress - 7827170170 | | | IMAGE Computer Centre | | | QIP WEBSITE DISCLAIMER | | | Aadhar enrolment / correction form | | | Terms and Conditions – Indian Bank Digital Rupee | | | Details of Outstanding Tier 1 and Tier 2 Bonds | | | MSME Loans_Shishu Mudra Loan | | | IndSMART Mobile Banking App Checksum | | | Remittance To India | | | Retail Loans_Home Loan | | | Corporate Credit | | | Retail Loans_OD/Term Loan/Credit Card Against Deposit | | | IB CORP SB – Payroll package scheme for salaried class | | | CAMS-CRA_Subscription | | | ATM/Debit Cards | | | Cyber Awareness Content | | | Cyber crime / Unauthorized transaction | | | Privacy Policy for SoftPos | | | IndSMART: Indian Bank’s Omni channel Mobile App | | | NRE and RFC SB interest Rates | | | ECSNoticetoCustomers(Pdf) | | | RBI Monetory Museum Bank Notes and Security Features | | | Mobile Banking | | | Education loan | | | IB –COMFORT- DOMESTIC AND NRE | | | Reserve Bank Of India | | | IndSMART: Indian Bank’s Omni channel Mobile App | | | CAMS-CRA_Registration | | | Jewel Loan appointment | | | Tamil Nadu Grama Bank | | | IB Education Loan (IBA | | | Recovery Agents Empaneled / Engaged by bank(Eng) | | | Analyst Coverage | | | Helpline for Women in Distress - 7827170172 | | | Queries / Feedback | | | Policy on appointment of SABs -year 2023 -24 (Domestic & Overseas) | | | BHIM AADHAAR PAY | | | Coin vending machines(CVMs) location in chennai | | | Saptagiri Grameena Bank | | | Security Alert (Hindi) | | | IB Golden Ager – Term Deposit Product for Super Senior Citizens | | | History | | | IMPORTANT TERMS AND CONDITIONS – SB | | | “IND Corp SB Eliteâ€ Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) | | | ED's Profile | | | Small Farmers' Agri-Business Consortium | | | Customer Complaint/Awareness_Cyber Awareness Content | | | Electronic BG Benificiary video | | | Model Supplementary safe deposit locker agreenment | | | Customer Complaint/UEBT | | | IMPORTANT TERMS AND CONDITIONS – CA | | | Statement | | | INDIAN BANK TRUST FOR RURAL DEVELOPMENT (IBTRD) | | | E-Shopping | | | Mobile Banking/Internet Banking | | | Policy on Co-Lending by Bank and NBFCs/HFCs to priority sectors | | | SB Platinum – Savings Bank Platinum Account with Sweep facility | | | Life Insurance Corporation Of India | | | Internet Banking | | | MD & CEO's Profile | | | Dealing Dishonour of cheques | | | e Allahabad Bank Journey | | | Policy on Determination and disclosure of material events / information | | | “New SB Product for Pensionersâ€ IND PENSION PRIME | | | Lending Rates | | | RuPay Key Chain | | | Vehicle loan | | | Loan for Purchase of “Van / Minibus / Bus / Ambulanceâ€ to Institutions / Firms / PSU / Company / Hospitals | | | BCSBI - Code of Bank’s Commitment to Customers | | | QIP | | | Display of Information - Secured Assets Possessed Under The Sarfaesi ACT 2002 | | | DRAT & DRT NODAL AND LIAISON Officers | | | Salary Loan – IB Clean Loan to Salaried Class | | | Add to your Financial Stability – with IND Shakti 555 days | | | Debit Card | | | SELF HELP GROUP (SHG) – SHAKTI | | | IND Corp SB Elite” Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) | | | Agri Loans_KCC Renewal | | | OVERDRAFT FACILITY IN SB SALARY A/C“IB INSTA CASHâ€ | | | Savings Bank | | | Personal loan | | | Kisan Credit Card (KCC) – Animal Husbandry and Fisheries | | | UPI through USSD(Hin) | | | Quick Contacts | | | UPI through USSD(Eng) | | | Model Revised safe deposit locker agreenment | | | Education Loan – Subsidy Schemes | | | Protean-CRA | | | CITIZENS’ CHARTER | | | Services | | | CGRS | | | Azadi Ka Amrit Mahotsav – #TogetherforBiggerThings | | | Deposit Interest Certificate | | | Policy Guidelines on Empanelment of Valuers | | | Block all channels | | | Agri Loans_Agri Jewel Loan(Fresh) | | | Managing Director & CEO’s Profile | | | LOAN AGAINST LEASE RENTALS(IB RENTAL) | | | Digital Personal Data Protection Policy (Eng) | | | Debt Restructuring Mechanism for SMEs | | | Covering letter to be obtained from the customers currently holding lockers | | | Mini Statement | | | IB Produce Marketing Loan – Loan Against eNWRs | | | IND SWAGAT - Online Term Deposit Opening | | | SHG GRIHALAKSHMI (Housing loan to SHG Members) | | | Banking Ombudsman 2021 | | | Puduvai Bharathiar Grama Bank | | | Services rendered free of charge | | | Fair Lending Practices Code | | | Life Certificate | | | IB – Sammaan | | | IB Home ENRICH | | | NABARD | | | Statutory Central Auditors(SCAs) for the year 2023-24- valid up to 2024-25(English) | | | Term Deposit | | | Positive Pay System | | | Online Interest Certificate | | | Investors | | | Deposit Insurance & Credit Guarantee Corp.. | | | Centralized Pension processing Centre | | | IndSmart | | | Interest Rate for agri Products | | | Retail Loans_Overdraft against Insurance | | | MSME Loans_Download_Sanction terms/Condition | | | Rajbhasha | | | Online Locker Facility | | | Request a Call Back | | | Nodal Officers_Ombudsman Scheme,2021 | | | Account Statement By email | | | IND Millionaire Recurring Deposit Account – NRE | | | Aadhar enrolment / correction form(Hindi) | | | Policy for Social Media | | | Profile Updation | | | Retail Loans_Pre Approved Personal Loan | | | Aadhaar Seeding Online | | ## Evaluation ### Metrics | Label | Accuracy | |:--------|:---------| | **all** | 0.7559 | ## 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-5") # Run inference preds = 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 / Ambulanceâ€ 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 CASHâ€ | 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 Eliteâ€ Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) | 2 | | “New SB Product for Pensionersâ€ 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 | 19650 | 0.004 | - | | 0.7210 | 19700 | 0.0092 | - | | 0.7228 | 19750 | 0.0058 | - | | 0.7246 | 19800 | 0.0045 | - | | 0.7264 | 19850 | 0.001 | - | | 0.7283 | 19900 | 0.0055 | - | | 0.7301 | 19950 | 0.0057 | - | | 0.7319 | 20000 | 0.0041 | - | | 0.7338 | 20050 | 0.0043 | - | | 0.7356 | 20100 | 0.0041 | - | | 0.7374 | 20150 | 0.0086 | - | | 0.7392 | 20200 | 0.0048 | - | | 0.7411 | 20250 | 0.0042 | - | | 0.7429 | 20300 | 0.012 | - | | 0.7447 | 20350 | 0.0045 | - | | 0.7466 | 20400 | 0.0044 | - | | 0.7484 | 20450 | 0.0023 | - | | 0.7502 | 20500 | 0.0037 | - | | 0.7521 | 20550 | 0.0062 | - | | 0.7539 | 20600 | 0.0075 | - | | 0.7557 | 20650 | 0.0058 | - | | 0.7575 | 20700 | 0.0061 | - | | 0.7594 | 20750 | 0.0037 | - | | 0.7612 | 20800 | 0.0046 | - | | 0.7630 | 20850 | 0.0064 | - | | 0.7649 | 20900 | 0.0064 | - | | 0.7667 | 20950 | 0.0045 | - | | 0.7685 | 21000 | 0.006 | - | | 0.7704 | 21050 | 0.0071 | - | | 0.7722 | 21100 | 0.0025 | - | | 0.7740 | 21150 | 0.0029 | - | | 0.7758 | 21200 | 0.0059 | - | | 0.7777 | 21250 | 0.0011 | - | | 0.7795 | 21300 | 0.0016 | - | | 0.7813 | 21350 | 0.0038 | - | | 0.7832 | 21400 | 0.0024 | - | | 0.7850 | 21450 | 0.0068 | - | | 0.7868 | 21500 | 0.0032 | - | | 0.7887 | 21550 | 0.0053 | - | | 0.7905 | 21600 | 0.0068 | - | | 0.7923 | 21650 | 0.0015 | - | | 0.7941 | 21700 | 0.0049 | - | | 0.7960 | 21750 | 0.0036 | - | | 0.7978 | 21800 | 0.0035 | - | | 0.7996 | 21850 | 0.0012 | - | | 0.8015 | 21900 | 0.0024 | - | | 0.8033 | 21950 | 0.0042 | - | | 0.8051 | 22000 | 0.0042 | - | | 0.8070 | 22050 | 0.0093 | - | | 0.8088 | 22100 | 0.0041 | - | | 0.8106 | 22150 | 0.003 | - | | 0.8124 | 22200 | 0.0025 | - | | 0.8143 | 22250 | 0.0036 | - | | 0.8161 | 22300 | 0.0024 | - | | 0.8179 | 22350 | 0.0039 | - | | 0.8198 | 22400 | 0.0034 | - | | 0.8216 | 22450 | 0.0026 | - | | 0.8234 | 22500 | 0.0015 | - | | 0.8253 | 22550 | 0.004 | - | | 0.8271 | 22600 | 0.0075 | - | | 0.8289 | 22650 | 0.0045 | - | | 0.8307 | 22700 | 0.0016 | - | | 0.8326 | 22750 | 0.0018 | - | | 0.8344 | 22800 | 0.0019 | - | | 0.8362 | 22850 | 0.0021 | - | | 0.8381 | 22900 | 0.0027 | - | | 0.8399 | 22950 | 0.0023 | - | | 0.8417 | 23000 | 0.0025 | - | | 0.8435 | 23050 | 0.0038 | - | | 0.8454 | 23100 | 0.0021 | - | | 0.8472 | 23150 | 0.0034 | - | | 0.8490 | 23200 | 0.0023 | - | | 0.8509 | 23250 | 0.0011 | - | | 0.8527 | 23300 | 0.0046 | - | | 0.8545 | 23350 | 0.002 | - | | 0.8564 | 23400 | 0.0032 | - | | 0.8582 | 23450 | 0.0046 | - | | 0.8600 | 23500 | 0.0038 | - | | 0.8618 | 23550 | 0.0059 | - | | 0.8637 | 23600 | 0.0038 | - | | 0.8655 | 23650 | 0.0048 | - | | 0.8673 | 23700 | 0.0046 | - | | 0.8692 | 23750 | 0.0046 | - | | 0.8710 | 23800 | 0.0059 | - | | 0.8728 | 23850 | 0.0019 | - | | 0.8747 | 23900 | 0.0038 | - | | 0.8765 | 23950 | 0.0023 | - | | 0.8783 | 24000 | 0.0015 | - | | 0.8801 | 24050 | 0.0025 | - | | 0.8820 | 24100 | 0.0044 | - | | 0.8838 | 24150 | 0.0021 | - | | 0.8856 | 24200 | 0.0012 | - | | 0.8875 | 24250 | 0.0049 | - | | 0.8893 | 24300 | 0.0034 | - | | 0.8911 | 24350 | 0.0034 | - | | 0.8930 | 24400 | 0.0013 | - | | 0.8948 | 24450 | 0.0021 | - | | 0.8966 | 24500 | 0.001 | - | | 0.8984 | 24550 | 0.0028 | - | | 0.9003 | 24600 | 0.0017 | - | | 0.9021 | 24650 | 0.0022 | - | | 0.9039 | 24700 | 0.0023 | - | | 0.9058 | 24750 | 0.0032 | - | | 0.9076 | 24800 | 0.0055 | - | | 0.9094 | 24850 | 0.0044 | - | | 0.9113 | 24900 | 0.0033 | - | | 0.9131 | 24950 | 0.0048 | - | | 0.9149 | 25000 | 0.0051 | - | | 0.9167 | 25050 | 0.0062 | - | | 0.9186 | 25100 | 0.0076 | - | | 0.9204 | 25150 | 0.0034 | - | | 0.9222 | 25200 | 0.0049 | - | | 0.9241 | 25250 | 0.0043 | - | | 0.9259 | 25300 | 0.0008 | - | | 0.9277 | 25350 | 0.0054 | - | | 0.9296 | 25400 | 0.0037 | - | | 0.9314 | 25450 | 0.003 | - | | 0.9332 | 25500 | 0.0025 | - | | 0.9350 | 25550 | 0.0047 | - | | 0.9369 | 25600 | 0.0028 | - | | 0.9387 | 25650 | 0.0027 | - | | 0.9405 | 25700 | 0.0035 | - | | 0.9424 | 25750 | 0.005 | - | | 0.9442 | 25800 | 0.0047 | - | | 0.9460 | 25850 | 0.0034 | - | | 0.9478 | 25900 | 0.0032 | - | | 0.9497 | 25950 | 0.0018 | - | | 0.9515 | 26000 | 0.0036 | - | | 0.9533 | 26050 | 0.0042 | - | | 0.9552 | 26100 | 0.0046 | - | | 0.9570 | 26150 | 0.0042 | - | | 0.9588 | 26200 | 0.0025 | - | | 0.9607 | 26250 | 0.0067 | - | | 0.9625 | 26300 | 0.0028 | - | | 0.9643 | 26350 | 0.0048 | - | | 0.9661 | 26400 | 0.0061 | - | | 0.9680 | 26450 | 0.0054 | - | | 0.9698 | 26500 | 0.0095 | - | | 0.9716 | 26550 | 0.0019 | - | | 0.9735 | 26600 | 0.0031 | - | | 0.9753 | 26650 | 0.0033 | - | | 0.9771 | 26700 | 0.003 | - | | 0.9790 | 26750 | 0.0032 | - | | 0.9808 | 26800 | 0.0029 | - | | 0.9826 | 26850 | 0.0044 | - | | 0.9844 | 26900 | 0.0071 | - | | 0.9863 | 26950 | 0.0042 | - | | 0.9881 | 27000 | 0.0025 | - | | 0.9899 | 27050 | 0.0018 | - | | 0.9918 | 27100 | 0.0053 | - | | 0.9936 | 27150 | 0.0041 | - | | 0.9954 | 27200 | 0.0009 | - | | 0.9973 | 27250 | 0.0021 | - | | 0.9991 | 27300 | 0.0059 | - | ### 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 @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} } ```