--- tags: - setfit - sentence-transformers - text-classification - generated_from_setfit_trainer widget: - text: What are the fees associated with Business Credit applications? - text: How do banks determine the value of my Jewellery Wealth Financial Flexibility? - text: Can the Cyber Centre help with online banking account lockouts? - text: Can I change my Rules IndOASIS for mobile banking? - text: What is the moratorium period for Subsidized Education loans? 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: 0.800524934383202 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:** 412 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 | |:--------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | e Payment of Indirect Taxes | | | Ind Advantage (Reward Program) | | | IB Pension Loan | | | What is a Credit Score and How it Shapes Financial Health | | | MSME LAP | | | NRE FD/ MMD/ RD ACCOUNTS | | | Another Option for Pension | | | IB Home Improve | | | Details of Outstanding Tier 1 and Tier 2 Bonds | | | Lending rates for RMD | | | CORPORATE LOAN | | | Credit Life Insurance Coverages in Association with M/s. Kotak Life | | | V-CIP | | | IB Gen X For the Vibrant Youth | | | Ind Mortgage | | | Indian Bank Debit Card Shopping Perks | | | One Time Settlement for NPA Borrowers (eOTS) | | | Colombo Branch | | | Digitizing the Indian Banking Experience | | | Choosing the Right Term Deposit: Fixed, Recurring or Money Multiplier Your Best Fit? | | | Important Communication regarding Amalgamation (Internet Banking / Mobile Banking) | | | New Pension Scheme as an avenue for Tax Savings | | | Online Collection Products | | | Security | | | Indian Bank Financial Results | | | Resident Foreign Currency account for Returning Indians | | | Premium Current Account | | | Debit Cards | | | SMS Banking/ Missed Call Service | | | Personal loan | | | Positive Pay System (PPS) | | | BSBDA AND SMALL ACCOUNT | | | Featured Products / Services / Schemes | | | IB MSME Jewel Loan | | | “IND Corp SB Elite” Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) | | | Executive Director’s Profile | | | IMAGE Contact Us | | | Tab Banking | | | Joint Liability Group (JLG) | | | Bank’s Profile | | | IB Tradewell | | | Find the Best Avenues for Tax Savings with Indian Bank | | | Nodal Officers_Ombudsman Scheme,2022 | | | Service Charges / Forex Rates | | | IND-SME E-VAAHAN | | | Empanelments / Engagements | | | IND Krishi Vaahan | | | Extraordinary General Meetings | | | Nodal Officers RBI Integrated Ombudsman Scheme, 2021 | | | Statutory Central Auditors | | | IB HOME ENRICH | | | IndSMART Mobile Banking App Checksum | | | Careers | | | Quick Contact | | | IND PM Vishwakarma | | | Important Notices to Shareholders / Bondholders | | | Kisan Credit Card (KCC) | | | Head Office Departments | | | Cyber Awareness Content | | | Pre Approved Business Loan | | | ONLINE SHISHU MUDRA LOAN | | | Ind Netbanking | | | TERM LOAN | | | IND SUPER 400 DAYS | | | Non-Resident Ordinary Account | | | WhatsApp Banking | | | Credit Life Insurance Coverages in association with M/s. Aditya Birla Sun Life Insurance | | | Sukanya Samriddhi Account Scheme | | | Interest Rates for Small Savings Schemes | | | Units of IMAGE | | | IND- KRISHI INFRA FUND (AGRICULTURE INFRA FUND) | | | Savings Bank Account | | | IMAGE Infrastructure | | | Weaver MUDRA | | | Loan / OD against NSC / KVP / Relief bonds of RBI / LIC policies | | | Open Online Account with Video-Based Customer Identification Process (V- CIP) | | | Forex Remittance Facility through Internet Banking- Retail | | | Tenders / Auction | | | IND Millionaire Recurring Deposit Account NRE | | | PMSurya Ghar: Muft Bijli Yojana Roof Top Solar Loan Scheme | | | Tarun Plus Scheme | | | Jewel Loan | | | General Managers | | | Digital Insurance Platform | | | Debenture Trustee | | | Current Account | | | IND MSME SAKHI | | | IND-SURYA SHAKTI | | | Privacy Policy Digital Currency | | | Agriculture Loan | | | IND Professional Special | | | FCNR (B) DEPOSITS Rates | | | Whistle Blower Policy | | | SB Platinum Savings Bank Platinum Account with Sweep facility | | | Interest Rates on Personal Segment Loan Products Fixed | | | REPO Based Lending Rate for MSME | | | e-OD Against Deposit | | | Designated Authority for Whistle Blower Complaints | | | SB for students under govt scholarship & SB for DBT | | | Loyalty Program Delights: Unlocking Special Rewards for Your Loyalty | | | Financial Inclusion in India: Filling the Void | | | IMAGE Principal’s Message | | | IB Salaam Special Account for Defence Personnel | | | OD against Gold Jewels | | | Disclosures | | | Event Updates/ Newspaper Advertisement | | | Stay Safe: Watch Out for Suspicious Files, APKs, and Links | | | Compressed Bio Gas plant financing under Sustainable alternative towards affordable Transportation | | | New SB Product for Salaried Customers IND SALARY SURAKSHA | | | Corporate Social Responsiblity | | | Tap, Pay and Go: RuPay NCMC Card | | | e-Allahabad Bank Journey | | | Chief Vigilance Officer | | | WORKING CAPITAL | | | Premium Services | | | Investor Relations | | | Account Opening Forms NRI | | | Indian Bank Annual Reports | | | NRI A/cs | | | IB COMFORT- DOMESTIC AND NRE | | | IB Kishore Savings Bank Account for Minors | | | Food and Agro Processing | | | IB Education Loan (IBA) | | | IBEX GOLD CARD SCHEME (GCS) FOR EXPORTERS | | | Online Loans | | | Ind Jet Remit (RTGS) | | | OVERDRAFT FACILITY IN SB SALARY A/C“IB INSTA CASH” | | | Specialist Officers Exam Result (SO) | | | IMAGE Email Id’s | | | Home Loan Scheme for Economically Weaker Section (EWS), Low Income Group (LIG) and Middle Income Group (MIG) individuals: Urban Areas | | | MACT SB | | | Access Restricted | | | What and How of Phishing | | | Lending rates | | | Sukanya Samriddhi Account | | | Privacy Policy IndOASIS | | | Welfare of Minorities | | | Wealth Management Services | | | Scheme for financing MSMEs for setting up Biomass Pellets manufacturing units | | | How-to Videos Internet Banking | | | SB FOR CENTRAL / STATE GOVERNMENT / CONSULAR OFFICES & IND PFMS | | | Mobile Banking/Internet Banking | | | MD & CEO Speeches / Media Interaction | | | IB Mahila Shakti For Women | | | IND SME Secure | | | Block Lost Credit Card | | | IndSMART: Indian Bank’s Omni channel Mobile App | | | Application Downloads | | | MCA Payment | | | Annual General Meeting | | | Press Releases | | | Chief General Managers | | | Jewel Loan: Unlock the Value of Your Gold for Financial Flexibility | | | “IND Corp SB Eliteâ€ Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) | | | IND SUPREME 300 DAYS | | | Fixed Deposit | | | Derivatives | | | Important Contacts | | | Awards & Accolades | | | Say No to Queues and Yes to Fastag!!!!! | | | Nomination: A Must Have in Your Accounts | | | Investor Grievances | | | New SB Product for Salaried Customers IND SALARY SURAKSHA | | | IB HARIT | | | Capital Gains SB account | | | Welcome aboard! | | | Media Speaks | | | IB Home Loan | | | Privacy Policy Corporate Merchant App | | | MSME DIGI Jewel Loan and Jewel Loan (Re-Pledge) | | | ATM / Debit Cards | | | IB Golden Ager Term Deposit Product for Super Senior Citizens | | | Investor Guide / FAQ | | | Life Insurance | | | IND Non-Callable Deposit | | | Short Term Deposits | | | Service Charges | | | Service Charges on ATM Services | | | Privacy Policy IB Merchant App | | | Scheme on financing Manufacturers / Suppliers / Vendors of Solar panels and other ancillary products | | | IB Doctor Plus | | | RFC TERM DEPOSIT Rates | | | QIP WEBSITE DISCLAIMER | | | LOAN AGAINST LEASE RENTALS | | | IMPORTANT TERMS AND CONDITIONS CA | | | Termination Clause Mobile Banking (IndSmart) | | | PMMY-MUDRA-Tarun Plus | | | Jaffna Branch | | | Money multiplier Deposits | | | Financing Agriculturists for Purchase of Tractors & Other Farm Machinery | | | IND HEALTH CARE | | | Indian Bank, IFSC Banking Unit, GIFT City | | | IB Vehicle Loan | | | Centralized Pension Processing Centre | | | Investors Services Center | | | National Common Mobility Card (NCMC) | | | IB Loan against Sovereign Gold Bond | | | Services rendered free of charge | | | Agricultural Jewel Loan Scheme | | | IND KISAN SAUR SHAKTHI (PM KUSUM) Additional Component (Component C- Feeder level Solarisation) | | | Lending rates for Export Credit | | | Education Loan Subsidy Schemes | | | Lending rates for Retail Assets | | | IND Rupee Gain | | | IB i-Freedom Current Account | | | Dairy Loan | | | e Payment of Direct Taxes | | | IB PROFESSIONAL | | | External Sites | | | IB Smart Kid | | | IndOASIS Checksum | | | IND NAVYA | | | IndSMART | | | IB CONTRACTORS | | | Interest Rate for Agri Products | | | Internet banking | | | Add to your Financial Stability with IND Shakti 555 days | | | Investor / Analyst Presentation | | | Subsidiaries and Joint Ventures | | | KCC Marine Gold Scheme | | | Re-KYC: Periodic Update of KYC Details | | | Death Claim Settlement | | | IB Vidyarthi Suraksha (With PNB-Metlife) | | | Deposit Rates | | | IB MY OWN SHOP | | | Lab Grown Diamond Scheme | | | Applications supported by Blocked Amount (ASBA) | | | N R I / Foreign Exchange | | | Managing Director & CEO’s Profile | | | Loan for Purchase of “Van / Minibus / Bus / Ambulance” to Institutions / Firms / PSU / Company / Hospitals | | | NPS VATSALYA | | | Fixed ROI for Retail Loans | | | Savings Bank Account for Pensioners | | | NRE and RFC SB interest Rates | | | Policies and Regulations | | | Terms and Conditions Indian Bank Digital Rupee | | | Motor Accident Claim Tribunal Deposit(MACAD) Scheme | | | NEFT | | | Doorstep Banking | | | SHG GRIHALAKSHMI (Housing Loan to SHG Members) | | | Reverse Mortgage | | | IB RERA Current Account | | | Shareholding Pattern | | | NRI and Forex | | | Corporate Governance | | | Agricultural Godowns / Cold Storage | | | Government Sponsored Jan Suraksha Schemes: Trio Pack for Your Financial Security | | | MSME AUTO RENEWAL | | | Nodal Officers- Customer service | | | NRI INFO BEAM Monthly Newsletter | | | Vision and Mission | | | Login procedure for Mobile Banking | | | TERMS AND CONDITIONS-TERM DEPOSIT ACCOUNT | | | Unleash your Entrepreneurial Skills with Indian Bank’s MSME Loans | | | First Quarter Financial Results 2024-25 | | | IND EQUIPMENT & WHEELS (CE/CV) scheme | | | IB CORP SB Payroll Package Scheme for Salaried Class | | | IB Produce Marketing Loan Loan Against eNWRs | | | Customer On-Boarding using TAB | | | F.A.Qs | | | Dividend Details | | | KCC Gold Plus | | | Forex Rates for Treasury | | | CONTACTS FOR QUERIES | | | NRI Plot Loan | | | Home Loan to Corporate Entity | | | Recurring Deposit | | | Kisan Credit Card (KCC) Animal Husbandry and Fisheries | | | Block Lost ATM Card | | | INDIAN BANK MUTUAL FUND | | | E Confirmation of Bank Guarantee | | | Customer Centric Services | | | Defending Against Rising Online Frauds: Stay Cyber-Safe! | | | IB Home Loan Flexi | | | Welcome to a New Year of Good Returns with Ind-Swagat | | | BSBDA AND SMALL ACCOUNT | | | Interest Rates on SB / NRO / NRE Accounts | | | Ind Lakhpati Didi Scheme | | | FCNR (B) Accounts | | | IND PASHUDHAN Mitra- Animal Husbandry Infrastructure Development Fund (AHIDF) | | | IMAGE | | | DISPLAY OF INFORMATION SECURED ASSETS POSSESSED UNDER THE SARFAESI ACT 2002 | | | Common Account Opening Form-Non Individuals | | | Online Services | | | Agri Clinic and Agri Business Centres | | | IND MSME VEHICLE | | | Customer Complaints / Awareness | | | IMAGE Training Philosophy | | | BE Safe in Your Cyber Behaviour | | | What’s New? | | | IB Plot Loan | | | Capital Gains | | | IND COURT | | | IB Tax Saver Scheme | | | Supply Chain Finance | | | How to Save Tax 101: A Comprehensive Guide to Tax Saving Investment Options | | | SOVA Android Trojan ALERT!! | | | NRE SB ACCOUNTS | | | Indian Bank Prepaid Card App Terms and Conditions | | | Internet/Mobile/Tele Banking | | | Special Non-Resident Rupee Account (SNRR) | | | Bharat Aadhaar Seeding Enabler | | | How-to Videos Mobile Banking | | | IND-SME EASE | | | DISPLAY OF INFORMATION SECURED ASSETS POSSESSED UNDER THE SARFAESI ACT 2002 | | | Merchant UPI QR Code | | | Doorstep Banking: Your Convenience, Our Priority | | | Home Loans: A Strategic Move to Preserve Your Savings | | | Annual Reports | | | DEAF Transaction List | | | Analyst Coverage on Bank’s Share Price | | | Point of Sale (PoS) | | | PSB LOANS IN 59 MINUTES | | | MSME | | | Corporate credit | | | IndOASIS Terms and Conditions | | | IND SAMPOORNA SALARY PACKAGE | | | IMAGE Computer Centre | | | Credit Cards | | | Digital Banking Unit: Shaping the Financial Future of India | | | Variable Recurring Deposit | | | NETC FASTag | | | Corporate Governance Reports | | | Audio/ Video Recording/Concall Transcripts | | | Regulatory Disclosures Section | | | Personal Loan | | | Salary Loan IB Clean Loan to Salaried Class | | | SHG Bank Linkage Programme Direct Linkage to SHGs | | | IB Sammaan | | | IB Home Loan Plus | | | Disclaimer | | | Government Deposit Schemes | | | Financial Results | | | SELF HELP GROUP (SHG) SHAKTI | | | Login Procedure for Internet Banking | | | Business Responsibility and Sustainability Report | | | Board of Directors | | | Salary Loan IB Clean Loan to Salaried Class | | | CENTRAL BANK DIGITAL CURRENCY (CBDC) -Indian Bank Digital Rupee Application | | | Frequently Asked Questions Internet Banking and Mobile Banking | | | Interest Rates on Personal Segment Loan Products: Floating | | | The Convenience Revolution: Mobile Banking Explained | | | IB Star Agro Mills (Rice Mill, Dhal Mill, Oil Mill and Flour Mill) | | | Indian Bank Debit Card Shopping Perks | | | Mobile Banking | | | Don’t Be a Money Mule: Protect Yourself from Fraud | | | Home Loan | | | IND Micro Food Processing Enterprises- (PMFME) | | | Remittance To India | | | Best Practices code of the Bank | | | Indian Bank One Co-Branded Credit Card | | | IND GST ADVANTAGE | | | Annual General Meetings and Extraordinary General Meetings | | | Notifications | | | E-ALLAHABAD BANK | | | Foreign Branches | | | IND GURUDEV | | | Financial Inclusion | | | Azadi Ka Amrit Mahotsav #TogetherforBiggerThings | | | Corporate Blog | | | “New SB Product for Pensioners” IND PENSION PRIME | | | BHIM Aadhaar Pay | | | Non-Life Insurance | | | IND PM Vishwakarma | | | Privacy Policy Mobile Banking (IndSmart) | | | Amalgamation | | | Bank’s Profile | | | Kisan Credit Card (KCC) Animal Husbandry and Fisheries | | | Vehicle loan | | | IB Sammaan | | | CA FOR STATE /CENTRAL GOVT & CONSULAR & IND PFMS | | | IMPORTANT TERMS AND CONDITIONS SB | | | Loan/OD/Credit Card against Deposit | | | Loan for Purchase of “Van / Minibus / Bus / Ambulanceâ€ to Institutions / Firms / PSU / Company / Hospitals | | | Cyber crime / Unauthorized transaction | | | MSME AUTO RENEWAL | | | Azadi Ka Amrit Mahotsav #TogetherforBiggerThings | | | Education loan | | | “New SB Product for Pensionersâ€ IND PENSION PRIME | | | Terms and Conditions Indian Bank Digital Rupee | | | Disclosures made to Stock Exchanges | | | Executive Director’s Profile | | | OVERDRAFT FACILITY IN SB SALARY A/C“IB INSTA CASHâ€ | | | NRI Home Loan | | | IndSMART: Indian Bank’s Omni channel Mobile App | | | IB Golden Ager Term Deposit Product for Super Senior Citizens | | | SELF HELP GROUP (SHG) SHAKTI | | | Add to your Financial Stability with IND Shakti 555 days | | | IND Millionaire Recurring Deposit Account NRE | | | IB Produce Marketing Loan Loan Against eNWRs | | | IB Kishore Savings Bank Account for Minors | | | IB Education Loan (IBA | | | Customer care | | | IMPORTANT TERMS AND CONDITIONS CA | | | IB Salaam Special Account for Defence Personnel | | | Debit card | | | IB Gen X For the Vibrant Youth | | | Internet Banking | | | Managing Director & CEO’s Profile | | | Choosing the Right Term Deposit: Fixed, Recurring or Money Multiplier Your Best Fit? | | | SHG Bank Linkage Programme Direct Linkage to SHGs | | | Savings Bank | | | IB CORP SB Payroll Package Scheme for Salaried Class | | | Block all channels | | | Statement | | | Unleash your Entrepreneurial Skills with Indian Bank’s MSME Loans | | | Deposit Interest Certificate | | | Mini Statement | | | Account Balance | | | RuPay Key Chain | | | Term Deposit | | | CGRS | | ## Evaluation ### Metrics | Label | Accuracy | |:--------|:---------| | **all** | 0.8005 | ## 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-4") # Run inference preds = model("Can I change my Rules IndOASIS for mobile banking?") ``` ## Training Details ### Training Set Metrics | Training set | Min | Median | Max | |:-------------|:----|:--------|:----| | Word count | 1 | 10.3728 | 21 | | Label | Training Sample Count | |:--------------------------------------------------------------------------------------------------------------------------------------|:----------------------| | ATM / Debit Cards | 30 | | Access Restricted | 27 | | Account Balance | 1 | | Account Opening Forms NRI | 23 | | Add to your Financial Stability with IND Shakti 555 days | 21 | | Add to your Financial Stability with IND Shakti 555 days | 1 | | Agri Clinic and Agri Business Centres | 25 | | Agricultural Godowns / Cold Storage | 22 | | Agricultural Jewel Loan Scheme | 29 | | Agriculture Loan | 27 | | Amalgamation | 30 | | Analyst Coverage on Bank’s Share Price | 23 | | Annual General Meeting | 23 | | Annual General Meetings and Extraordinary General Meetings | 24 | | Annual Reports | 21 | | Another Option for Pension | 24 | | Application Downloads | 25 | | Applications supported by Blocked Amount (ASBA) | 24 | | Audio/ Video Recording/Concall Transcripts | 23 | | Awards & Accolades | 25 | | Azadi Ka Amrit Mahotsav #TogetherforBiggerThings | 21 | | Azadi Ka Amrit Mahotsav #TogetherforBiggerThings | 1 | | BE Safe in Your Cyber Behaviour | 24 | | BHIM Aadhaar Pay | 28 | | BSBDA AND SMALL ACCOUNT | 25 | | BSBDA AND SMALL ACCOUNT | 2 | | Bank’s Profile | 8 | | Bank’s Profile | 25 | | Best Practices code of the Bank | 26 | | Bharat Aadhaar Seeding Enabler | 28 | | Block Lost ATM Card | 25 | | Block Lost Credit Card | 24 | | Block all channels | 1 | | Board of Directors | 26 | | Business Responsibility and Sustainability Report | 23 | | CA FOR STATE /CENTRAL GOVT & CONSULAR & IND PFMS | 28 | | CENTRAL BANK DIGITAL CURRENCY (CBDC) -Indian Bank Digital Rupee Application | 25 | | CGRS | 1 | | CONTACTS FOR QUERIES | 28 | | CORPORATE LOAN | 25 | | Capital Gains | 23 | | Capital Gains SB account | 26 | | Careers | 22 | | Centralized Pension Processing Centre | 26 | | Chief General Managers | 25 | | Chief Vigilance Officer | 28 | | Choosing the Right Term Deposit: Fixed, Recurring or Money Multiplier Your Best Fit? | 26 | | Choosing the Right Term Deposit: Fixed, Recurring or Money Multiplier Your Best Fit? | 1 | | Colombo Branch | 28 | | Common Account Opening Form-Non Individuals | 25 | | Compressed Bio Gas plant financing under Sustainable alternative towards affordable Transportation | 25 | | Corporate Blog | 22 | | Corporate Governance | 23 | | Corporate Governance Reports | 21 | | Corporate Social Responsiblity | 27 | | Corporate credit | 25 | | Credit Cards | 33 | | Credit Life Insurance Coverages in Association with M/s. Kotak Life | 27 | | Credit Life Insurance Coverages in association with M/s. Aditya Birla Sun Life Insurance | 27 | | Current Account | 25 | | Customer Centric Services | 22 | | Customer Complaints / Awareness | 26 | | Customer On-Boarding using TAB | 23 | | Customer care | 2 | | Cyber Awareness Content | 27 | | Cyber crime / Unauthorized transaction | 1 | | DEAF Transaction List | 25 | | DISPLAY OF INFORMATION SECURED ASSETS POSSESSED UNDER THE SARFAESI ACT 2002 | 24 | | DISPLAY OF INFORMATION SECURED ASSETS POSSESSED UNDER THE SARFAESI ACT 2002 | 2 | | Dairy Loan | 27 | | Death Claim Settlement | 30 | | Debenture Trustee | 21 | | Debit Cards | 24 | | Debit card | 1 | | Defending Against Rising Online Frauds: Stay Cyber-Safe! | 26 | | Deposit Interest Certificate | 1 | | Deposit Rates | 26 | | Derivatives | 26 | | Designated Authority for Whistle Blower Complaints | 25 | | Details of Outstanding Tier 1 and Tier 2 Bonds | 25 | | Digital Banking Unit: Shaping the Financial Future of India | 26 | | Digital Insurance Platform | 30 | | Digitizing the Indian Banking Experience | 19 | | Disclaimer | 22 | | Disclosures | 28 | | Disclosures made to Stock Exchanges | 24 | | Dividend Details | 26 | | Don’t Be a Money Mule: Protect Yourself from Fraud | 28 | | Doorstep Banking | 29 | | Doorstep Banking: Your Convenience, Our Priority | 29 | | E Confirmation of Bank Guarantee | 27 | | E-ALLAHABAD BANK | 22 | | Education Loan Subsidy Schemes | 20 | | Education loan | 2 | | Empanelments / Engagements | 26 | | Event Updates/ Newspaper Advertisement | 24 | | Executive Director’s Profile | 2 | | Executive Director’s Profile | 24 | | External Sites | 25 | | Extraordinary General Meetings | 27 | | F.A.Qs | 26 | | FCNR (B) Accounts | 27 | | FCNR (B) DEPOSITS Rates | 29 | | Featured Products / Services / Schemes | 27 | | Financial Inclusion | 24 | | Financial Inclusion in India: Filling the Void | 24 | | Financial Results | 23 | | Financing Agriculturists for Purchase of Tractors & Other Farm Machinery | 29 | | Find the Best Avenues for Tax Savings with Indian Bank | 26 | | First Quarter Financial Results 2024-25 | 23 | | Fixed Deposit | 25 | | Fixed ROI for Retail Loans | 26 | | Food and Agro Processing | 23 | | Foreign Branches | 28 | | Forex Rates for Treasury | 26 | | Forex Remittance Facility through Internet Banking- Retail | 23 | | Frequently Asked Questions Internet Banking and Mobile Banking | 27 | | General Managers | 22 | | Government Deposit Schemes | 22 | | Government Sponsored Jan Suraksha Schemes: Trio Pack for Your Financial Security | 24 | | Head Office Departments | 25 | | Home Loan | 3 | | Home Loan Scheme for Economically Weaker Section (EWS), Low Income Group (LIG) and Middle Income Group (MIG) individuals: Urban Areas | 22 | | Home Loan to Corporate Entity | 27 | | Home Loans: A Strategic Move to Preserve Your Savings | 24 | | How to Save Tax 101: A Comprehensive Guide to Tax Saving Investment Options | 27 | | How-to Videos Internet Banking | 28 | | How-to Videos Mobile Banking | 25 | | IB Sammaan | 24 | | IB COMFORT- DOMESTIC AND NRE | 28 | | IB CONTRACTORS | 28 | | IB CORP SB Payroll Package Scheme for Salaried Class | 25 | | IB CORP SB Payroll Package Scheme for Salaried Class | 1 | | IB Doctor Plus | 29 | | IB Education Loan (IBA | 1 | | IB Education Loan (IBA) | 25 | | IB Gen X For the Vibrant Youth | 19 | | IB Gen X For the Vibrant Youth | 2 | | IB Golden Ager Term Deposit Product for Super Senior Citizens | 21 | | IB Golden Ager Term Deposit Product for Super Senior Citizens | 3 | | IB HARIT | 29 | | IB HOME ENRICH | 29 | | IB Home Improve | 22 | | IB Home Loan | 23 | | IB Home Loan Flexi | 28 | | IB Home Loan Plus | 23 | | IB Kishore Savings Bank Account for Minors | 25 | | IB Kishore Savings Bank Account for Minors | 2 | | IB Loan against Sovereign Gold Bond | 24 | | IB MSME Jewel Loan | 27 | | IB MY OWN SHOP | 27 | | IB Mahila Shakti For Women | 25 | | IB PROFESSIONAL | 29 | | IB Pension Loan | 31 | | IB Plot Loan | 28 | | IB Produce Marketing Loan Loan Against eNWRs | 27 | | IB Produce Marketing Loan Loan Against eNWRs | 2 | | IB RERA Current Account | 27 | | IB Salaam Special Account for Defence Personnel | 27 | | IB Salaam Special Account for Defence Personnel | 1 | | IB Sammaan | 1 | | IB Smart Kid | 26 | | IB Star Agro Mills (Rice Mill, Dhal Mill, Oil Mill and Flour Mill) | 24 | | IB Tax Saver Scheme | 28 | | IB Tradewell | 25 | | IB Vehicle Loan | 22 | | IB Vidyarthi Suraksha (With PNB-Metlife) | 22 | | IB i-Freedom Current Account | 28 | | IBEX GOLD CARD SCHEME (GCS) FOR EXPORTERS | 25 | | IMAGE | 27 | | IMAGE Computer Centre | 20 | | IMAGE Contact Us | 21 | | IMAGE Email Id’s | 22 | | IMAGE Infrastructure | 22 | | IMAGE Principal’s Message | 21 | | IMAGE Training Philosophy | 24 | | IMPORTANT TERMS AND CONDITIONS CA | 26 | | IMPORTANT TERMS AND CONDITIONS SB | 23 | | IMPORTANT TERMS AND CONDITIONS CA | 2 | | IND PM Vishwakarma | 24 | | IND COURT | 24 | | IND EQUIPMENT & WHEELS (CE/CV) scheme | 24 | | IND GST ADVANTAGE | 25 | | IND GURUDEV | 22 | | IND HEALTH CARE | 27 | | IND KISAN SAUR SHAKTHI (PM KUSUM) Additional Component (Component C- Feeder level Solarisation) | 26 | | IND Krishi Vaahan | 33 | | IND MSME SAKHI | 24 | | IND MSME VEHICLE | 23 | | IND Micro Food Processing Enterprises- (PMFME) | 27 | | IND Millionaire Recurring Deposit Account NRE | 26 | | IND Millionaire Recurring Deposit Account NRE | 2 | | IND NAVYA | 28 | | IND Non-Callable Deposit | 25 | | IND PASHUDHAN Mitra- Animal Husbandry Infrastructure Development Fund (AHIDF) | 21 | | IND PM Vishwakarma | 2 | | IND Professional Special | 23 | | IND Rupee Gain | 25 | | IND SAMPOORNA SALARY PACKAGE | 29 | | IND SME Secure | 24 | | IND SUPER 400 DAYS | 26 | | IND SUPREME 300 DAYS | 24 | | IND- KRISHI INFRA FUND (AGRICULTURE INFRA FUND) | 24 | | IND-SME E-VAAHAN | 25 | | IND-SME EASE | 28 | | IND-SURYA SHAKTI | 25 | | INDIAN BANK MUTUAL FUND | 24 | | Important Communication regarding Amalgamation (Internet Banking / Mobile Banking) | 23 | | Important Contacts | 24 | | Important Notices to Shareholders / Bondholders | 30 | | Ind Advantage (Reward Program) | 23 | | Ind Jet Remit (RTGS) | 25 | | Ind Lakhpati Didi Scheme | 25 | | Ind Mortgage | 25 | | Ind Netbanking | 19 | | IndOASIS Terms and Conditions | 23 | | IndOASIS Checksum | 27 | | IndSMART | 26 | | IndSMART Mobile Banking App Checksum | 25 | | IndSMART: Indian Bank’s Omni channel Mobile App | 1 | | IndSMART: Indian Bank’s Omni channel Mobile App | 25 | | Indian Bank Annual Reports | 22 | | Indian Bank Debit Card Shopping Perks | 23 | | Indian Bank Debit Card Shopping Perks | 2 | | Indian Bank Financial Results | 22 | | Indian Bank One Co-Branded Credit Card | 26 | | Indian Bank Prepaid Card App Terms and Conditions | 25 | | Indian Bank, IFSC Banking Unit, GIFT City | 29 | | Interest Rate for Agri Products | 24 | | Interest Rates for Small Savings Schemes | 29 | | Interest Rates on Personal Segment Loan Products Fixed | 25 | | Interest Rates on Personal Segment Loan Products: Floating | 28 | | Interest Rates on SB / NRO / NRE Accounts | 27 | | Internet Banking | 1 | | Internet banking | 29 | | Internet/Mobile/Tele Banking | 27 | | Investor / Analyst Presentation | 25 | | Investor Grievances | 19 | | Investor Guide / FAQ | 28 | | Investor Relations | 25 | | Investors Services Center | 23 | | Jaffna Branch | 25 | | Jewel Loan | 27 | | Jewel Loan: Unlock the Value of Your Gold for Financial Flexibility | 26 | | Joint Liability Group (JLG) | 25 | | KCC Gold Plus | 21 | | KCC Marine Gold Scheme | 24 | | Kisan Credit Card (KCC) | 27 | | Kisan Credit Card (KCC) Animal Husbandry and Fisheries | 24 | | Kisan Credit Card (KCC) Animal Husbandry and Fisheries | 3 | | LOAN AGAINST LEASE RENTALS | 24 | | Lab Grown Diamond Scheme | 26 | | Lending rates | 25 | | Lending rates for Export Credit | 25 | | Lending rates for RMD | 24 | | Lending rates for Retail Assets | 22 | | Life Insurance | 24 | | Loan / OD against NSC / KVP / Relief bonds of RBI / LIC policies | 26 | | Loan for Purchase of “Van / Minibus / Bus / Ambulanceâ€ to Institutions / Firms / PSU / Company / Hospitals | 2 | | 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 | 24 | | Login procedure for Mobile Banking | 24 | | Loyalty Program Delights: Unlocking Special Rewards for Your Loyalty | 27 | | MACT SB | 24 | | MCA Payment | 23 | | MD & CEO Speeches / Media Interaction | 29 | | MSME | 27 | | MSME AUTO RENEWAL | 28 | | MSME AUTO RENEWAL | 3 | | MSME DIGI Jewel Loan and Jewel Loan (Re-Pledge) | 24 | | MSME LAP | 23 | | Managing Director & CEO’s Profile | 2 | | Managing Director & CEO’s Profile | 22 | | Media Speaks | 25 | | Merchant UPI QR Code | 23 | | Mini Statement | 1 | | Mobile Banking | 2 | | Mobile Banking/Internet Banking | 1 | | Money multiplier Deposits | 29 | | Motor Accident Claim Tribunal Deposit(MACAD) Scheme | 28 | | N R I / Foreign Exchange | 24 | | NEFT | 25 | | NETC FASTag | 22 | | NPS VATSALYA | 28 | | NRE FD/ MMD/ RD ACCOUNTS | 21 | | NRE SB ACCOUNTS | 25 | | NRE and RFC SB interest Rates | 25 | | NRI A/cs | 23 | | NRI Home Loan | 24 | | NRI INFO BEAM Monthly Newsletter | 22 | | NRI Plot Loan | 25 | | NRI and Forex | 21 | | National Common Mobility Card (NCMC) | 25 | | New Pension Scheme as an avenue for Tax Savings | 30 | | New SB Product for Salaried Customers IND SALARY SURAKSHA | 22 | | New SB Product for Salaried Customers IND SALARY SURAKSHA | 3 | | Nodal Officers RBI Integrated Ombudsman Scheme, 2021 | 22 | | Nodal Officers- Customer service | 27 | | Nodal Officers_Ombudsman Scheme,2022 | 24 | | Nomination: A Must Have in Your Accounts | 27 | | Non-Life Insurance | 25 | | Non-Resident Ordinary Account | 27 | | Notifications | 22 | | OD against Gold Jewels | 29 | | ONLINE SHISHU MUDRA LOAN | 30 | | OVERDRAFT FACILITY IN SB SALARY A/C“IB INSTA CASHâ€ | 1 | | OVERDRAFT FACILITY IN SB SALARY A/C“IB INSTA CASH” | 22 | | One Time Settlement for NPA Borrowers (eOTS) | 28 | | Online Collection Products | 28 | | Online Loans | 31 | | Online Services | 30 | | Open Online Account with Video-Based Customer Identification Process (V- CIP) | 29 | | PMMY-MUDRA-Tarun Plus | 21 | | PMSurya Ghar: Muft Bijli Yojana Roof Top Solar Loan Scheme | 22 | | PSB LOANS IN 59 MINUTES | 23 | | Personal Loan | 24 | | Personal loan | 1 | | Point of Sale (PoS) | 26 | | Policies and Regulations | 24 | | Positive Pay System (PPS) | 25 | | Pre Approved Business Loan | 29 | | Premium Current Account | 28 | | Premium Services | 26 | | Press Releases | 24 | | Privacy Policy Corporate Merchant App | 20 | | Privacy Policy Digital Currency | 24 | | Privacy Policy IB Merchant App | 25 | | Privacy Policy IndOASIS | 23 | | Privacy Policy Mobile Banking (IndSmart) | 19 | | QIP WEBSITE DISCLAIMER | 25 | | Quick Contact | 24 | | REPO Based Lending Rate for MSME | 26 | | RFC TERM DEPOSIT Rates | 26 | | Re-KYC: Periodic Update of KYC Details | 29 | | Recurring Deposit | 25 | | Regulatory Disclosures Section | 25 | | Remittance To India | 22 | | Resident Foreign Currency account for Returning Indians | 22 | | Reverse Mortgage | 25 | | RuPay Key Chain | 1 | | SB FOR CENTRAL / STATE GOVERNMENT / CONSULAR OFFICES & IND PFMS | 20 | | SB Platinum Savings Bank Platinum Account with Sweep facility | 22 | | SB for students under govt scholarship & SB for DBT | 26 | | SELF HELP GROUP (SHG) SHAKTI | 27 | | SELF HELP GROUP (SHG) SHAKTI | 2 | | SHG Bank Linkage Programme Direct Linkage to SHGs | 24 | | SHG Bank Linkage Programme Direct Linkage to SHGs | 2 | | SHG GRIHALAKSHMI (Housing Loan to SHG Members) | 30 | | SMS Banking/ Missed Call Service | 24 | | SOVA Android Trojan ALERT!! | 25 | | Salary Loan IB Clean Loan to Salaried Class | 24 | | Salary Loan IB Clean Loan to Salaried Class | 3 | | Savings Bank | 1 | | Savings Bank Account | 24 | | Savings Bank Account for Pensioners | 25 | | Say No to Queues and Yes to Fastag!!!!! | 25 | | Scheme for financing MSMEs for setting up Biomass Pellets manufacturing units | 24 | | Scheme on financing Manufacturers / Suppliers / Vendors of Solar panels and other ancillary products | 22 | | Security | 25 | | Service Charges | 28 | | Service Charges / Forex Rates | 25 | | Service Charges on ATM Services | 27 | | Services rendered free of charge | 23 | | Shareholding Pattern | 23 | | Short Term Deposits | 27 | | Special Non-Resident Rupee Account (SNRR) | 26 | | Specialist Officers Exam Result (SO) | 25 | | Statement | 1 | | Statutory Central Auditors | 27 | | Stay Safe: Watch Out for Suspicious Files, APKs, and Links | 23 | | Subsidiaries and Joint Ventures | 24 | | Sukanya Samriddhi Account | 27 | | Sukanya Samriddhi Account Scheme | 22 | | Supply Chain Finance | 24 | | TERM LOAN | 25 | | TERMS AND CONDITIONS-TERM DEPOSIT ACCOUNT | 25 | | Tab Banking | 27 | | Tap, Pay and Go: RuPay NCMC Card | 26 | | Tarun Plus Scheme | 22 | | Tenders / Auction | 28 | | Term Deposit | 1 | | Termination Clause Mobile Banking (IndSmart) | 21 | | Terms and Conditions Indian Bank Digital Rupee | 25 | | Terms and Conditions Indian Bank Digital Rupee | 2 | | The Convenience Revolution: Mobile Banking Explained | 25 | | Units of IMAGE | 23 | | Unleash your Entrepreneurial Skills with Indian Bank’s MSME Loans | 1 | | Unleash your Entrepreneurial Skills with Indian Bank’s MSME Loans | 23 | | V-CIP | 25 | | Variable Recurring Deposit | 23 | | Vehicle loan | 1 | | Vision and Mission | 27 | | WORKING CAPITAL | 30 | | Wealth Management Services | 24 | | Weaver MUDRA | 25 | | Welcome aboard! | 25 | | Welcome to a New Year of Good Returns with Ind-Swagat | 26 | | Welfare of Minorities | 29 | | What and How of Phishing | 26 | | What is a Credit Score and How it Shapes Financial Health | 25 | | WhatsApp Banking | 28 | | What’s New? | 23 | | Whistle Blower Policy | 29 | | e Payment of Direct Taxes | 26 | | e Payment of Indirect Taxes | 24 | | e-Allahabad Bank Journey | 37 | | e-OD Against Deposit | 28 | | “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) | 27 | | “New SB Product for Pensioners” IND PENSION PRIME | 24 | ### 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 | 0.1352 | - | | 0.0022 | 50 | 0.16 | - | | 0.0044 | 100 | 0.1584 | - | | 0.0066 | 150 | 0.1451 | - | | 0.0088 | 200 | 0.1345 | - | | 0.0109 | 250 | 0.1256 | - | | 0.0131 | 300 | 0.1212 | - | | 0.0153 | 350 | 0.1089 | - | | 0.0175 | 400 | 0.1 | - | | 0.0197 | 450 | 0.0938 | - | | 0.0219 | 500 | 0.0853 | - | | 0.0241 | 550 | 0.0818 | - | | 0.0263 | 600 | 0.0766 | - | | 0.0284 | 650 | 0.0749 | - | | 0.0306 | 700 | 0.0769 | - | | 0.0328 | 750 | 0.0775 | - | | 0.0350 | 800 | 0.0664 | - | | 0.0372 | 850 | 0.0594 | - | | 0.0394 | 900 | 0.0615 | - | | 0.0416 | 950 | 0.0606 | - | | 0.0438 | 1000 | 0.0556 | - | | 0.0459 | 1050 | 0.0557 | - | | 0.0481 | 1100 | 0.0544 | - | | 0.0503 | 1150 | 0.0464 | - | | 0.0525 | 1200 | 0.0488 | - | | 0.0547 | 1250 | 0.0457 | - | | 0.0569 | 1300 | 0.0455 | - | | 0.0591 | 1350 | 0.0511 | - | | 0.0613 | 1400 | 0.0411 | - | | 0.0634 | 1450 | 0.0364 | - | | 0.0656 | 1500 | 0.0482 | - | | 0.0678 | 1550 | 0.0388 | - | | 0.0700 | 1600 | 0.0394 | - | | 0.0722 | 1650 | 0.0374 | - | | 0.0744 | 1700 | 0.0333 | - | | 0.0766 | 1750 | 0.0361 | - | | 0.0788 | 1800 | 0.0373 | - | | 0.0809 | 1850 | 0.0356 | - | | 0.0831 | 1900 | 0.0298 | - | | 0.0853 | 1950 | 0.029 | - | | 0.0875 | 2000 | 0.0338 | - | | 0.0897 | 2050 | 0.0409 | - | | 0.0919 | 2100 | 0.0342 | - | | 0.0941 | 2150 | 0.0271 | - | | 0.0963 | 2200 | 0.0304 | - | | 0.0984 | 2250 | 0.0255 | - | | 0.1006 | 2300 | 0.0293 | - | | 0.1028 | 2350 | 0.026 | - | | 0.1050 | 2400 | 0.0309 | - | | 0.1072 | 2450 | 0.0242 | - | | 0.1094 | 2500 | 0.0369 | - | | 0.1116 | 2550 | 0.0259 | - | | 0.1138 | 2600 | 0.0273 | - | | 0.1159 | 2650 | 0.0287 | - | | 0.1181 | 2700 | 0.0264 | - | | 0.1203 | 2750 | 0.0223 | - | | 0.1225 | 2800 | 0.0204 | - | | 0.1247 | 2850 | 0.0307 | - | | 0.1269 | 2900 | 0.0239 | - | | 0.1291 | 2950 | 0.0209 | - | | 0.1313 | 3000 | 0.025 | - | | 0.1335 | 3050 | 0.0176 | - | | 0.1356 | 3100 | 0.0206 | - | | 0.1378 | 3150 | 0.022 | - | | 0.1400 | 3200 | 0.0221 | - | | 0.1422 | 3250 | 0.0229 | - | | 0.1444 | 3300 | 0.0182 | - | | 0.1466 | 3350 | 0.0204 | - | | 0.1488 | 3400 | 0.0114 | - | | 0.1510 | 3450 | 0.0153 | - | | 0.1531 | 3500 | 0.0165 | - | | 0.1553 | 3550 | 0.0187 | - | | 0.1575 | 3600 | 0.0187 | - | | 0.1597 | 3650 | 0.0178 | - | | 0.1619 | 3700 | 0.016 | - | | 0.1641 | 3750 | 0.0167 | - | | 0.1663 | 3800 | 0.0154 | - | | 0.1685 | 3850 | 0.0161 | - | | 0.1706 | 3900 | 0.0141 | - | | 0.1728 | 3950 | 0.0149 | - | | 0.1750 | 4000 | 0.015 | - | | 0.1772 | 4050 | 0.0185 | - | | 0.1794 | 4100 | 0.016 | - | | 0.1816 | 4150 | 0.0159 | - | | 0.1838 | 4200 | 0.0147 | - | | 0.1860 | 4250 | 0.0098 | - | | 0.1881 | 4300 | 0.0127 | - | | 0.1903 | 4350 | 0.0145 | - | | 0.1925 | 4400 | 0.0157 | - | | 0.1947 | 4450 | 0.0188 | - | | 0.1969 | 4500 | 0.0152 | - | | 0.1991 | 4550 | 0.0112 | - | | 0.2013 | 4600 | 0.0131 | - | | 0.2035 | 4650 | 0.01 | - | | 0.2056 | 4700 | 0.0095 | - | | 0.2078 | 4750 | 0.0127 | - | | 0.2100 | 4800 | 0.0107 | - | | 0.2122 | 4850 | 0.0119 | - | | 0.2144 | 4900 | 0.0141 | - | | 0.2166 | 4950 | 0.0153 | - | | 0.2188 | 5000 | 0.0142 | - | | 0.2210 | 5050 | 0.0158 | - | | 0.2231 | 5100 | 0.0074 | - | | 0.2253 | 5150 | 0.0119 | - | | 0.2275 | 5200 | 0.0119 | - | | 0.2297 | 5250 | 0.0075 | - | | 0.2319 | 5300 | 0.0149 | - | | 0.2341 | 5350 | 0.006 | - | | 0.2363 | 5400 | 0.0113 | - | | 0.2385 | 5450 | 0.0079 | - | | 0.2406 | 5500 | 0.0064 | - | | 0.2428 | 5550 | 0.0115 | - | | 0.2450 | 5600 | 0.0068 | - | | 0.2472 | 5650 | 0.0074 | - | | 0.2494 | 5700 | 0.0111 | - | | 0.2516 | 5750 | 0.0102 | - | | 0.2538 | 5800 | 0.0097 | - | | 0.2560 | 5850 | 0.0069 | - | | 0.2581 | 5900 | 0.0087 | - | | 0.2603 | 5950 | 0.0096 | - | | 0.2625 | 6000 | 0.0067 | - | | 0.2647 | 6050 | 0.0107 | - | | 0.2669 | 6100 | 0.0096 | - | | 0.2691 | 6150 | 0.0082 | - | | 0.2713 | 6200 | 0.0073 | - | | 0.2735 | 6250 | 0.0082 | - | | 0.2757 | 6300 | 0.0089 | - | | 0.2778 | 6350 | 0.0094 | - | | 0.2800 | 6400 | 0.0033 | - | | 0.2822 | 6450 | 0.0086 | - | | 0.2844 | 6500 | 0.0088 | - | | 0.2866 | 6550 | 0.0105 | - | | 0.2888 | 6600 | 0.0059 | - | | 0.2910 | 6650 | 0.0133 | - | | 0.2932 | 6700 | 0.0117 | - | | 0.2953 | 6750 | 0.0093 | - | | 0.2975 | 6800 | 0.0087 | - | | 0.2997 | 6850 | 0.0076 | - | | 0.3019 | 6900 | 0.0072 | - | | 0.3041 | 6950 | 0.0119 | - | | 0.3063 | 7000 | 0.0061 | - | | 0.3085 | 7050 | 0.0056 | - | | 0.3107 | 7100 | 0.0035 | - | | 0.3128 | 7150 | 0.0043 | - | | 0.3150 | 7200 | 0.0082 | - | | 0.3172 | 7250 | 0.0087 | - | | 0.3194 | 7300 | 0.0057 | - | | 0.3216 | 7350 | 0.0096 | - | | 0.3238 | 7400 | 0.0055 | - | | 0.3260 | 7450 | 0.0044 | - | | 0.3282 | 7500 | 0.0063 | - | | 0.3303 | 7550 | 0.0035 | - | | 0.3325 | 7600 | 0.0048 | - | | 0.3347 | 7650 | 0.0103 | - | | 0.3369 | 7700 | 0.0059 | - | | 0.3391 | 7750 | 0.0036 | - | | 0.3413 | 7800 | 0.0124 | - | | 0.3435 | 7850 | 0.0101 | - | | 0.3457 | 7900 | 0.0134 | - | | 0.3478 | 7950 | 0.0064 | - | | 0.3500 | 8000 | 0.0043 | - | | 0.3522 | 8050 | 0.0039 | - | | 0.3544 | 8100 | 0.0059 | - | | 0.3566 | 8150 | 0.0026 | - | | 0.3588 | 8200 | 0.0049 | - | | 0.3610 | 8250 | 0.0074 | - | | 0.3632 | 8300 | 0.0069 | - | | 0.3653 | 8350 | 0.0092 | - | | 0.3675 | 8400 | 0.0083 | - | | 0.3697 | 8450 | 0.0065 | - | | 0.3719 | 8500 | 0.0055 | - | | 0.3741 | 8550 | 0.0061 | - | | 0.3763 | 8600 | 0.0042 | - | | 0.3785 | 8650 | 0.0072 | - | | 0.3807 | 8700 | 0.0046 | - | | 0.3828 | 8750 | 0.0071 | - | | 0.3850 | 8800 | 0.0073 | - | | 0.3872 | 8850 | 0.0088 | - | | 0.3894 | 8900 | 0.0043 | - | | 0.3916 | 8950 | 0.0046 | - | | 0.3938 | 9000 | 0.0042 | - | | 0.3960 | 9050 | 0.006 | - | | 0.3982 | 9100 | 0.0087 | - | | 0.4004 | 9150 | 0.0063 | - | | 0.4025 | 9200 | 0.0115 | - | | 0.4047 | 9250 | 0.0069 | - | | 0.4069 | 9300 | 0.0067 | - | | 0.4091 | 9350 | 0.0051 | - | | 0.4113 | 9400 | 0.0046 | - | | 0.4135 | 9450 | 0.0041 | - | | 0.4157 | 9500 | 0.0048 | - | | 0.4179 | 9550 | 0.0053 | - | | 0.4200 | 9600 | 0.0041 | - | | 0.4222 | 9650 | 0.0057 | - | | 0.4244 | 9700 | 0.0051 | - | | 0.4266 | 9750 | 0.0061 | - | | 0.4288 | 9800 | 0.007 | - | | 0.4310 | 9850 | 0.0054 | - | | 0.4332 | 9900 | 0.0053 | - | | 0.4354 | 9950 | 0.0053 | - | | 0.4375 | 10000 | 0.0075 | - | | 0.4397 | 10050 | 0.0078 | - | | 0.4419 | 10100 | 0.0047 | - | | 0.4441 | 10150 | 0.0065 | - | | 0.4463 | 10200 | 0.0058 | - | | 0.4485 | 10250 | 0.0053 | - | | 0.4507 | 10300 | 0.0034 | - | | 0.4529 | 10350 | 0.0061 | - | | 0.4550 | 10400 | 0.0058 | - | | 0.4572 | 10450 | 0.0042 | - | | 0.4594 | 10500 | 0.0053 | - | | 0.4616 | 10550 | 0.0084 | - | | 0.4638 | 10600 | 0.0047 | - | | 0.4660 | 10650 | 0.0083 | - | | 0.4682 | 10700 | 0.0091 | - | | 0.4704 | 10750 | 0.0056 | - | | 0.4725 | 10800 | 0.0077 | - | | 0.4747 | 10850 | 0.0049 | - | | 0.4769 | 10900 | 0.0015 | - | | 0.4791 | 10950 | 0.006 | - | | 0.4813 | 11000 | 0.004 | - | | 0.4835 | 11050 | 0.0057 | - | | 0.4857 | 11100 | 0.0089 | - | | 0.4879 | 11150 | 0.0034 | - | | 0.4900 | 11200 | 0.0068 | - | | 0.4922 | 11250 | 0.009 | - | | 0.4944 | 11300 | 0.0069 | - | | 0.4966 | 11350 | 0.0036 | - | | 0.4988 | 11400 | 0.0035 | - | | 0.5010 | 11450 | 0.0102 | - | | 0.5032 | 11500 | 0.0044 | - | | 0.5054 | 11550 | 0.0046 | - | | 0.5075 | 11600 | 0.0043 | - | | 0.5097 | 11650 | 0.0062 | - | | 0.5119 | 11700 | 0.0057 | - | | 0.5141 | 11750 | 0.0039 | - | | 0.5163 | 11800 | 0.0032 | - | | 0.5185 | 11850 | 0.0033 | - | | 0.5207 | 11900 | 0.0031 | - | | 0.5229 | 11950 | 0.0037 | - | | 0.5250 | 12000 | 0.0037 | - | | 0.5272 | 12050 | 0.0103 | - | | 0.5294 | 12100 | 0.0071 | - | | 0.5316 | 12150 | 0.0049 | - | | 0.5338 | 12200 | 0.0069 | - | | 0.5360 | 12250 | 0.0054 | - | | 0.5382 | 12300 | 0.0024 | - | | 0.5404 | 12350 | 0.0066 | - | | 0.5426 | 12400 | 0.006 | - | | 0.5447 | 12450 | 0.0039 | - | | 0.5469 | 12500 | 0.0048 | - | | 0.5491 | 12550 | 0.0031 | - | | 0.5513 | 12600 | 0.0037 | - | | 0.5535 | 12650 | 0.0082 | - | | 0.5557 | 12700 | 0.006 | - | | 0.5579 | 12750 | 0.0058 | - | | 0.5601 | 12800 | 0.0029 | - | | 0.5622 | 12850 | 0.0045 | - | | 0.5644 | 12900 | 0.0045 | - | | 0.5666 | 12950 | 0.0071 | - | | 0.5688 | 13000 | 0.0034 | - | | 0.5710 | 13050 | 0.0035 | - | | 0.5732 | 13100 | 0.004 | - | | 0.5754 | 13150 | 0.0037 | - | | 0.5776 | 13200 | 0.005 | - | | 0.5797 | 13250 | 0.007 | - | | 0.5819 | 13300 | 0.0054 | - | | 0.5841 | 13350 | 0.0037 | - | | 0.5863 | 13400 | 0.0038 | - | | 0.5885 | 13450 | 0.0066 | - | | 0.5907 | 13500 | 0.0021 | - | | 0.5929 | 13550 | 0.0038 | - | | 0.5951 | 13600 | 0.0043 | - | | 0.5972 | 13650 | 0.0057 | - | | 0.5994 | 13700 | 0.0018 | - | | 0.6016 | 13750 | 0.0045 | - | | 0.6038 | 13800 | 0.0021 | - | | 0.6060 | 13850 | 0.0031 | - | | 0.6082 | 13900 | 0.0036 | - | | 0.6104 | 13950 | 0.0045 | - | | 0.6126 | 14000 | 0.0048 | - | | 0.6147 | 14050 | 0.0055 | - | | 0.6169 | 14100 | 0.0036 | - | | 0.6191 | 14150 | 0.0021 | - | | 0.6213 | 14200 | 0.0039 | - | | 0.6235 | 14250 | 0.001 | - | | 0.6257 | 14300 | 0.0046 | - | | 0.6279 | 14350 | 0.0032 | - | | 0.6301 | 14400 | 0.0036 | - | | 0.6322 | 14450 | 0.0053 | - | | 0.6344 | 14500 | 0.0022 | - | | 0.6366 | 14550 | 0.0032 | - | | 0.6388 | 14600 | 0.0036 | - | | 0.6410 | 14650 | 0.0018 | - | | 0.6432 | 14700 | 0.0052 | - | | 0.6454 | 14750 | 0.0056 | - | | 0.6476 | 14800 | 0.0047 | - | | 0.6497 | 14850 | 0.0076 | - | | 0.6519 | 14900 | 0.0045 | - | | 0.6541 | 14950 | 0.0014 | - | | 0.6563 | 15000 | 0.0021 | - | | 0.6585 | 15050 | 0.0011 | - | | 0.6607 | 15100 | 0.0032 | - | | 0.6629 | 15150 | 0.0021 | - | | 0.6651 | 15200 | 0.0013 | - | | 0.6673 | 15250 | 0.0016 | - | | 0.6694 | 15300 | 0.0036 | - | | 0.6716 | 15350 | 0.0031 | - | | 0.6738 | 15400 | 0.0049 | - | | 0.6760 | 15450 | 0.006 | - | | 0.6782 | 15500 | 0.0012 | - | | 0.6804 | 15550 | 0.0018 | - | | 0.6826 | 15600 | 0.0054 | - | | 0.6848 | 15650 | 0.0011 | - | | 0.6869 | 15700 | 0.0045 | - | | 0.6891 | 15750 | 0.0033 | - | | 0.6913 | 15800 | 0.0056 | - | | 0.6935 | 15850 | 0.0027 | - | | 0.6957 | 15900 | 0.0042 | - | | 0.6979 | 15950 | 0.0054 | - | | 0.7001 | 16000 | 0.0031 | - | | 0.7023 | 16050 | 0.0029 | - | | 0.7044 | 16100 | 0.0026 | - | | 0.7066 | 16150 | 0.0029 | - | | 0.7088 | 16200 | 0.0018 | - | | 0.7110 | 16250 | 0.0019 | - | | 0.7132 | 16300 | 0.0047 | - | | 0.7154 | 16350 | 0.0027 | - | | 0.7176 | 16400 | 0.0015 | - | | 0.7198 | 16450 | 0.0038 | - | | 0.7219 | 16500 | 0.003 | - | | 0.7241 | 16550 | 0.0024 | - | | 0.7263 | 16600 | 0.002 | - | | 0.7285 | 16650 | 0.0026 | - | | 0.7307 | 16700 | 0.0028 | - | | 0.7329 | 16750 | 0.0028 | - | | 0.7351 | 16800 | 0.0018 | - | | 0.7373 | 16850 | 0.0034 | - | | 0.7394 | 16900 | 0.0054 | - | | 0.7416 | 16950 | 0.0014 | - | | 0.7438 | 17000 | 0.0038 | - | | 0.7460 | 17050 | 0.0042 | - | | 0.7482 | 17100 | 0.007 | - | | 0.7504 | 17150 | 0.004 | - | | 0.7526 | 17200 | 0.0018 | - | | 0.7548 | 17250 | 0.0033 | - | | 0.7569 | 17300 | 0.0057 | - | | 0.7591 | 17350 | 0.0038 | - | | 0.7613 | 17400 | 0.0069 | - | | 0.7635 | 17450 | 0.0055 | - | | 0.7657 | 17500 | 0.0056 | - | | 0.7679 | 17550 | 0.0016 | - | | 0.7701 | 17600 | 0.0031 | - | | 0.7723 | 17650 | 0.0025 | - | | 0.7744 | 17700 | 0.0028 | - | | 0.7766 | 17750 | 0.0037 | - | | 0.7788 | 17800 | 0.0052 | - | | 0.7810 | 17850 | 0.0036 | - | | 0.7832 | 17900 | 0.0022 | - | | 0.7854 | 17950 | 0.0033 | - | | 0.7876 | 18000 | 0.0062 | - | | 0.7898 | 18050 | 0.0052 | - | | 0.7919 | 18100 | 0.0068 | - | | 0.7941 | 18150 | 0.0015 | - | | 0.7963 | 18200 | 0.0042 | - | | 0.7985 | 18250 | 0.0036 | - | | 0.8007 | 18300 | 0.0033 | - | | 0.8029 | 18350 | 0.0019 | - | | 0.8051 | 18400 | 0.0064 | - | | 0.8073 | 18450 | 0.0026 | - | | 0.8095 | 18500 | 0.004 | - | | 0.8116 | 18550 | 0.0021 | - | | 0.8138 | 18600 | 0.004 | - | | 0.8160 | 18650 | 0.0051 | - | | 0.8182 | 18700 | 0.0061 | - | | 0.8204 | 18750 | 0.0052 | - | | 0.8226 | 18800 | 0.0029 | - | | 0.8248 | 18850 | 0.0015 | - | | 0.8270 | 18900 | 0.0006 | - | | 0.8291 | 18950 | 0.0038 | - | | 0.8313 | 19000 | 0.0054 | - | | 0.8335 | 19050 | 0.0047 | - | | 0.8357 | 19100 | 0.003 | - | | 0.8379 | 19150 | 0.0017 | - | | 0.8401 | 19200 | 0.0017 | - | | 0.8423 | 19250 | 0.001 | - | | 0.8445 | 19300 | 0.0019 | - | | 0.8466 | 19350 | 0.0006 | - | | 0.8488 | 19400 | 0.0028 | - | | 0.8510 | 19450 | 0.003 | - | | 0.8532 | 19500 | 0.0054 | - | | 0.8554 | 19550 | 0.0025 | - | | 0.8576 | 19600 | 0.0008 | - | | 0.8598 | 19650 | 0.0052 | - | | 0.8620 | 19700 | 0.0043 | - | | 0.8641 | 19750 | 0.0054 | - | | 0.8663 | 19800 | 0.0033 | - | | 0.8685 | 19850 | 0.0052 | - | | 0.8707 | 19900 | 0.0018 | - | | 0.8729 | 19950 | 0.001 | - | | 0.8751 | 20000 | 0.0011 | - | | 0.8773 | 20050 | 0.0049 | - | | 0.8795 | 20100 | 0.0037 | - | | 0.8816 | 20150 | 0.0009 | - | | 0.8838 | 20200 | 0.0029 | - | | 0.8860 | 20250 | 0.0005 | - | | 0.8882 | 20300 | 0.0037 | - | | 0.8904 | 20350 | 0.0014 | - | | 0.8926 | 20400 | 0.0017 | - | | 0.8948 | 20450 | 0.0032 | - | | 0.8970 | 20500 | 0.001 | - | | 0.8991 | 20550 | 0.0018 | - | | 0.9013 | 20600 | 0.0016 | - | | 0.9035 | 20650 | 0.002 | - | | 0.9057 | 20700 | 0.0053 | - | | 0.9079 | 20750 | 0.0053 | - | | 0.9101 | 20800 | 0.0087 | - | | 0.9123 | 20850 | 0.0038 | - | | 0.9145 | 20900 | 0.001 | - | | 0.9166 | 20950 | 0.0004 | - | | 0.9188 | 21000 | 0.0004 | - | | 0.9210 | 21050 | 0.0019 | - | | 0.9232 | 21100 | 0.0021 | - | | 0.9254 | 21150 | 0.0035 | - | | 0.9276 | 21200 | 0.0019 | - | | 0.9298 | 21250 | 0.002 | - | | 0.9320 | 21300 | 0.0011 | - | | 0.9342 | 21350 | 0.0028 | - | | 0.9363 | 21400 | 0.0041 | - | | 0.9385 | 21450 | 0.0005 | - | | 0.9407 | 21500 | 0.0014 | - | | 0.9429 | 21550 | 0.0026 | - | | 0.9451 | 21600 | 0.0028 | - | | 0.9473 | 21650 | 0.002 | - | | 0.9495 | 21700 | 0.0044 | - | | 0.9517 | 21750 | 0.0027 | - | | 0.9538 | 21800 | 0.0015 | - | | 0.9560 | 21850 | 0.0016 | - | | 0.9582 | 21900 | 0.0004 | - | | 0.9604 | 21950 | 0.0022 | - | | 0.9626 | 22000 | 0.0007 | - | | 0.9648 | 22050 | 0.0054 | - | | 0.9670 | 22100 | 0.0061 | - | | 0.9692 | 22150 | 0.0017 | - | | 0.9713 | 22200 | 0.0004 | - | | 0.9735 | 22250 | 0.0021 | - | | 0.9757 | 22300 | 0.0034 | - | | 0.9779 | 22350 | 0.0007 | - | | 0.9801 | 22400 | 0.0027 | - | | 0.9823 | 22450 | 0.0037 | - | | 0.9845 | 22500 | 0.0005 | - | | 0.9867 | 22550 | 0.0049 | - | | 0.9888 | 22600 | 0.0003 | - | | 0.9910 | 22650 | 0.0044 | - | | 0.9932 | 22700 | 0.0017 | - | | 0.9954 | 22750 | 0.002 | - | | 0.9976 | 22800 | 0.0006 | - | | 0.9998 | 22850 | 0.0052 | - | ### Framework Versions - Python: 3.11.11 - SetFit: 1.1.1 - Sentence Transformers: 3.4.1 - Transformers: 4.48.3 - PyTorch: 2.6.0+cu124 - Datasets: 3.4.0 - Tokenizers: 0.21.0 ## Citation ### BibTeX ```bibtex @article{https://doi.org/10.48550/arxiv.2209.11055, doi = {10.48550/ARXIV.2209.11055}, url = {https://arxiv.org/abs/2209.11055}, author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren}, keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences}, title = {Efficient Few-Shot Learning Without Prompts}, publisher = {arXiv}, year = {2022}, copyright = {Creative Commons Attribution 4.0 International} } ```