diff --git "a/README.md" "b/README.md" new file mode 100644--- /dev/null +++ "b/README.md" @@ -0,0 +1,1474 @@ +--- +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} +} +``` + + + + + + \ No newline at end of file