diff --git "a/README.md" "b/README.md" new file mode 100644--- /dev/null +++ "b/README.md" @@ -0,0 +1,2031 @@ +--- +tags: +- setfit +- sentence-transformers +- text-classification +- generated_from_setfit_trainer +widget: +- text: What is the difference between RuPay NCMC Card and debit card? +- text: Do Procedures for cardless ATM withdrawals require consent? +- text: Kindly clarify any update from ib website as per the latest update? +- text: Do Retail Banking Solutions offer bundled loan products? +- text: Can I get a loan for a plot purchase in a special economic zone? +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: 0.7623819066704838 + 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:** 560 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 | +|:--------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| +| Subsidiaries and Joint Ventures | | +| IB CONTRACTORS | | +| SB for students under govt scholarship & SB for DBT | | +| NRI A/cs | | +| Scheme for financing MSMEs for setting up Biomass Pellets manufacturing units | | +| CONTACTS FOR QUERIES | | +| What and How of Phishing | | +| Security | | +| IND SAMPOORNA SALARY PACKAGE | | +| Deposit Rates | | +| NPS VATSALYA | | +| IB PROFESSIONAL | | +| Indian Bank, IFSC Banking Unit, GIFT City | | +| DEAF Transaction List | | +| IND MSME SAKHI | | +| N R I / Foreign Exchange | | +| Board of Directors | | +| IB Tax Saver Scheme | | +| Corporate Governance | | +| Derivatives | | +| Salary Loan IB Clean Loan to Salaried Class | | +| Credit Cards | | +| Colombo Branch | | +| Loan for Purchase of “Van / Minibus / Bus / Ambulanceâ€ to Institutions / Firms / PSU / Company / Hospitals | | +| Loan / OD against NSC / KVP / Relief bonds of RBI / LIC policies | | +| IND-SME EASE | | +| Important Contacts | | +| External Sites | | +| TERM LOAN | | +| Application Downloads | | +| Analyst Coverage on Bank’s Share Price | | +| Details of Outstanding Tier 1 and Tier 2 Bonds | | +| FCNR (B) DEPOSITS Rates | | +| Kisan Credit Card (KCC) | | +| RECURRING DEPOSIT | | +| CENTRAL BANK DIGITAL CURRENCY (CBDC) -Indian Bank Digital Rupee Application | | +| SB Platinum – Savings Bank Platinum Account | | +| Interest Rates for Small Savings Schemes | | +| Terms and Conditions Indian Bank Digital Rupee | | +| TERMS AND CONDITIONS-TERM DEPOSIT ACCOUNT | | +| “IND Corp SB Eliteâ€ Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) | | +| BSBDA AND SMALL ACCOUNT | | +| SB for IND PFMS & SB for Central/State Government/Consular Offices | | +| Life Insurance | | +| IND PM Vishwakarma | | +| SELF HELP GROUP (SHG) SHAKTI | | +| V-CIP | | +| Online Loans | | +| Service Charges | | +| CA FOR STATE /CENTRAL GOVT & CONSULAR & IND PFMS | | +| INDIAN BANK MUTUAL FUND | | +| Service Charges / Forex Rates | | +| Open Online Account with Video-Based Customer Identification Process (V- CIP) | | +| The Convenience Revolution: Mobile Banking Explained | | +| FIXED DEPOSIT | | +| IND SME Secure | | +| Audio/ Video Recording/Concall Transcripts | | +| Centralized Pension Processing Centre | | +| Lab Grown Diamond Scheme | | +| IMAGE Contact Us | | +| Defending Against Rising Online Frauds: Stay Cyber-Safe! | | +| BE Safe in Your Cyber Behaviour | | +| Mutual Funds, IPO, Demat & Trading | | +| Executive Director’s Profile | | +| Savings Bank Accounts – Terms & Conditions | | +| Interest Rates on Personal Segment Loan Products: Floating | | +| LOAN AGAINST LEASE RENTALS | | +| Business Responsibility and Sustainability Report | | +| Event Updates/ Newspaper Advertisement | | +| IB Home Loan | | +| Media Speaks | | +| Debit card | | +| e-OD Against Deposit | | +| Doorstep Banking: Your Convenience, Our Priority | | +| MSME | | +| Dairy Loan | | +| REPO Based Lending Rate for MSME | | +| IMPORTANT TERMS AND CONDITIONS SB | | +| Privacy Policy IndOASIS | | +| IB Pension Loan | | +| IND-SURYA SHAKTI | | +| IB Gen X For the Vibrant Youth | | +| IMAGE Training Philosophy | | +| MSME AUTO – RENEWAL | | +| Specialist Officers Exam Result (SO) | | +| Jewel Loan | | +| NETC FASTag | | +| Credit Life Insurance Coverages in association with M/s. Aditya Birla Sun Life Insurance | | +| e-Allahabad Bank Journey | | +| Indian Bank Debit Card Shopping Perks | | +| IB Kishore – Savings Bank Account for Minors | | +| Supply Chain Finance | | +| NRE FD/ MMD/ RD ACCOUNTS | | +| Indian Bank One Co-Branded Credit Card | | +| Customer On-Boarding using TAB | | +| Scheme on financing Manufacturers / Suppliers / Vendors of Solar panels and other ancillary products | | +| General Managers | | +| Positive Pay System (PPS) | | +| IMPORTANT TERMS AND CONDITIONS CA | | +| Customer Complaint/Awareness | | +| IND SUPREME 300 DAYS | | +| IB Vehicle Loan | | +| PMMY-MUDRA-Tarun Plus | | +| What is a Credit Score and How it Shapes Financial Health | | +| IB Golden Ager Term Deposit Product for Super Senior Citizens | | +| IB Kishore Savings Bank Account for Minors | | +| IB Salaam Special Account for Defence Personnel | | +| Lending rates for RMD | | +| Executive Director’s Profile | | +| PMSurya Ghar: Muft Bijli Yojana Roof Top Solar Loan Scheme | | +| IMAGE Computer Centre | | +| Chief General Managers | | +| IND KISAN SAUR SHAKTHI (PM KUSUM) Additional Component (Component C- Feeder level Solarisation) | | +| ONLINE SHISHU MUDRA LOAN | | +| IB Plot Loan | | +| Loan for Purchase of “Van / Minibus / Bus / Ambulance” to Institutions / Firms / PSU / Company / Hospitals | | +| Government Deposit Schemes | | +| VARIABLE RECURRING DEPOSIT | | +| Non-Life Insurance | | +| SB FOR CENTRAL / STATE GOVERNMENT / CONSULAR OFFICES & IND PFMS | | +| Term Deposit | | +| Motor Accident Claim Tribunal Deposit(MACAD) Scheme | | +| Indian Bank Prepaid Card App Terms and Conditions | | +| Agricultural Godowns / Cold Storage | | +| Digital Insurance Platform | | +| Wealth Management Services | | +| Corporate Blog | | +| Ind Lakhpati Didi Scheme | | +| Short Term Deposits | | +| IND Corp SB Elite” Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) | | +| Cyber crime / Unauthorized transaction | | +| IB Vidyarthi Suraksha (With PNB-Metlife) | | +| IB Loan against Sovereign Gold Bond | | +| IB Smart Kid | | +| Bank’s Profile | | +| ATM / Debit Cards | | +| Investors Services Center | | +| IB Tradewell | | +| KCC Gold Plus | | +| Online Collection Products | | +| Joint Liability Group (JLG) | | +| Corporate credit | | +| Welfare of Minorities | | +| MSME LAP | | +| NRI Home Loan | | +| Azadi Ka Amrit Mahotsav #TogetherforBiggerThings | | +| Tarun Plus Scheme | | +| Login Procedure for Internet Banking | | +| Head Office Departments | | +| Internet Banking | | +| Annual General Meetings and Extraordinary General Meetings | | +| Doorstep Banking | | +| Indian Bank Financial Results | | +| Vision and Mission | | +| Kisan Credit Card (KCC) Animal Husbandry and Fisheries | | +| Dividend Details | | +| CORPORATE LOAN | | +| Block Lost ATM Card | | +| Annual Reports | | +| Current Account | | +| Welcome aboard! | | +| IND GURUDEV | | +| SB Platinum – Savings Bank Platinum Account with Sweep facility | | +| Tenders / Auction | | +| Debit Cards | | +| MONEY MULTIPLIER DEPOSITS | | +| BSBDA and Small Account | | +| SHG GRIHALAKSHMI (Housing Loan to SHG Members) | | +| Cyber Awareness Content | | +| Frequently Asked Questions Internet Banking and Mobile Banking | | +| IND SUPER 400 DAYS | | +| IndSMART: Indian Bank’s Omni channel Mobile App | | +| Home Loans: A Strategic Move to Preserve Your Savings | | +| Unleash your Entrepreneurial Skills with Indian Bank’s MSME Loans | | +| E Confirmation of Bank Guarantee | | +| Personal Loan | | +| Disclaimer | | +| Important Notices to Shareholders / Bondholders | | +| Ind Jet Remit (RTGS) | | +| IB Education Loan (IBA | | +| Online Services | | +| IB i-Freedom Current Account | | +| Corporate Governance Reports | | +| IB Sammaan | | +| Non-Resident Ordinary Account | | +| Customer Centric Services | | +| What’s New? | | +| MD & CEO Speeches / Media Interaction | | +| Internet banking | | +| Financial Inclusion | | +| How-to Videos Internet Banking | | +| IndOASIS Terms and Conditions | | +| Block Lost Credit Card | | +| IB Mahila Shakti For Women | | +| CA FOR STATE/CENTRAL GOVT & CONSULAR & IND PFMS (Government Accounts) | | +| Press Releases | | +| Variable Recurring Deposit | | +| WhatsApp Banking | | +| New Pension Scheme as an avenue for Tax Savings | | +| Lending rates for Retail Assets | | +| Nodal Officers_Ombudsman Scheme,2022 | | +| Tab Banking | | +| Notifications | | +| Loan/OD/Credit Card against Deposit | | +| Nomination: A Must Have in Your Accounts | | +| Ind Advantage (Reward Program) | | +| Remittance To India | | +| Education loan | | +| NRI INFO BEAM Monthly Newsletter | | +| Premium Current Account | | +| Forex Rates for Treasury | | +| SHG Bank Linkage Programme Direct Linkage to SHGs | | +| Deposit Interest Certificate | | +| Services rendered free of charge | | +| MSME DIGI Jewel Loan and Jewel Loan (Re-Pledge) | | +| Featured Products / Services / Schemes | | +| IB Salaam – Special Account for Defence Personnel | | +| “IND Corp SB Elite” Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) | | +| IND Micro Food Processing Enterprises- (PMFME) | | +| Customer care | | +| Request a Call Back | | +| Fixed Deposit | | +| DRAT & DRT NODAL AND LIAISON Officers | | +| Savings Bank Account | | +| IB Home Loan Plus | | +| Quick Contact | | +| IMAGE Email Id’s | | +| OVERDRAFT FACILITY IN SB SALARY A/C“IB INSTA CASHâ€ | | +| FCNR (B) Accounts | | +| Weaver MUDRA | | +| Internet/Mobile/Tele Banking | | +| Chief Vigilance Officer | | +| IB Gen X – For the Vibrant Youth | | +| IMAGE | | +| OD against Gold Jewels | | +| Investor Guide / FAQ | | +| Say No to Queues and Yes to Fastag!!!!! | | +| Premium Services | | +| e Payment of Indirect Taxes | | +| Capital Gains | | +| Home Loan Scheme for Economically Weaker Section (EWS), Low Income Group (LIG) and Middle Income Group (MIG) individuals: Urban Areas | | +| Find the Best Avenues for Tax Savings with Indian Bank | | +| Careers | | +| Indian Bank Annual Reports | | +| Lending rates | | +| CAMS-CRA_Registration | | +| Capital Gains SB account | | +| What’s New? | | +| IND – PM Vishwakarma | | +| Foreign Branches | | +| Compressed Bio Gas plant financing under Sustainable alternative towards affordable Transportation | | +| Bharat Aadhaar Seeding Enabler | | +| Managing Director & CEO’s Profile | | +| One Time Settlement for NPA Borrowers (eOTS) | | +| New SB Product for Salaried Customers IND SALARY SURAKSHA | | +| “New SB Product for Pensioners” IND PENSION PRIME | | +| WORKING CAPITAL | | +| Stay Safe: Watch Out for Suspicious Files, APKs, and Links | | +| How-to Videos Mobile Banking | | +| Jewel Loan: Unlock the Value of Your Gold for Financial Flexibility | | +| F.A.Qs | | +| IB HOME ENRICH | | +| SMS Banking/ Missed Call Service | | +| Financing Agriculturists for Purchase of Tractors & Other Farm Machinery | | +| Pre Approved Business Loan | | +| Account Balance | | +| Important Communication regarding Amalgamation (Internet Banking / Mobile Banking) | | +| Whistle Blower Policy | | +| IMAGE Infrastructure | | +| Units of IMAGE | | +| Financial Inclusion in India: Filling the Void | | +| Food and Agro Processing | | +| Current Account – Minimum Balance Requirement | | +| IndSMART Mobile Banking App Checksum | | +| Home Loan | | +| Sukanya Samriddhi Account | | +| Statement | | +| Another Option for Pension | | +| Education Loan Subsidy Schemes | | +| IND-SME E-VAAHAN | | +| Login procedure for Mobile Banking | | +| Credit Life Insurance Coverages in Association with M/s. Kotak Life | | +| Loyalty Program Delights: Unlocking Special Rewards for Your Loyalty | | +| IB Home Improve | | +| Debenture Trustee | | +| Point of Sale (PoS) | | +| TERMS AND CONDITIONS - TERM DEPOSIT ACCOUNT | | +| Disclosures | | +| IND MSME VEHICLE | | +| How to Save Tax 101: A Comprehensive Guide to Tax Saving Investment Options | | +| Resident Foreign Currency account for Returning Indians | | +| Interest Rates on SB / NRO / NRE Accounts | | +| Merchant UPI QR Code | | +| PSB LOANS IN 59 MINUTES | | +| Add to your Financial Stability with IND Shakti 555 days | | +| NEFT | | +| Life Insurance Corporation Of India | | +| IB Star Agro Mills (Rice Mill, Dhal Mill, Oil Mill and Flour Mill) | | +| Policies and Regulations | | +| Regulatory Disclosures Section | | +| IND HEALTH CARE | | +| Retail Loans_Credit Card | | +| IB Home Loan Flexi | | +| IND- KRISHI INFRA FUND (AGRICULTURE INFRA FUND) | | +| Tap, Pay and Go: RuPay NCMC Card | | +| NRI Plot Loan | | +| Termination Clause Mobile Banking (IndSmart) | | +| Privacy Policy Digital Currency | | +| Awards & Accolades | | +| Statutory Central Auditors | | +| IND Non-Callable Deposit | | +| Agri Clinic and Agri Business Centres | | +| Interest Rate for Agri Products | | +| National Common Mobility Card (NCMC) | | +| IB Corp SB – Payroll Package Scheme for Salaried Class | | +| Investor Grievances | | +| IB TAX SAVER SCHEME | | +| Investor Relations | | +| Agriculture Loan | | +| Death Claim Settlement | | +| Recurring Deposit | | +| Privacy Policy IB Merchant App | | +| Savings Bank | | +| DISPLAY OF INFORMATION SECURED ASSETS POSSESSED UNDER THE SARFAESI ACT 2002 | | +| e Payment of Direct Taxes | | +| Re-KYC: Periodic Update of KYC Details | | +| IB RERA Current Account | | +| Privacy Policy Corporate Merchant App | | +| Savings Bank Account for Pensioners | | +| Extraordinary General Meetings | | +| IB Doctor Plus | | +| IB HARIT | | +| Welcome to a New Year of Good Returns with Ind-Swagat | | +| IND COURT | | +| SOVA Android Trojan ALERT!! | | +| Best Practices code of the Bank | | +| Corporate Credit | | +| Customer Complaints / Awareness | | +| Managing Director & CEO’s Profile | | +| Designated Authority for Whistle Blower Complaints | | +| OVERDRAFT FACILITY IN SB SALARY A/C“IB INSTA CASH” | | +| IMPORTANT TERMS AND CONDITIONS – CA (Current Account) | | +| IMPORTANT TERMS AND CONDITIONS – SB | | +| IND GST ADVANTAGE | | +| IND NAVYA | | +| Empanelments / Engagements | | +| Government Sponsored Jan Suraksha Schemes: Trio Pack for Your Financial Security | | +| Access Restricted | | +| KCC Marine Gold Scheme | | +| IND Rupee Gain | | +| Ind Mortgage | | +| IndSMART | | +| IND Millionaire Recurring Deposit Account NRE | | +| First Quarter Financial Results 2024-25 | | +| Sukanya Samriddhi Account Scheme | | +| IB MSME Jewel Loan | | +| IB Produce Marketing Loan Loan Against eNWRs | | +| IND GURUDEV (Auto Sweep & SMS Alert) | | +| IBEX GOLD CARD SCHEME (GCS) FOR EXPORTERS | | +| Nodal Officers RBI Integrated Ombudsman Scheme, 2021 | | +| IB CORP SB Payroll Package Scheme for Salaried Class | | +| IB Education Loan (IBA) | | +| Working Capital | | +| Forex Remittance Facility through Internet Banking- Retail | | +| SB Platinum Savings Bank Platinum Account with Sweep facility | | +| Amalgamation | | +| Agricultural Jewel Loan Scheme | | +| IMAGE Principal’s Message | | +| RFC TERM DEPOSIT Rates | | +| Interest Rates on Personal Segment Loan Products Fixed | | +| NRE and RFC SB interest Rates | | +| Life Certificate | | +| RuPay Key Chain | | +| Common Account Opening Form-Non Individuals | | +| UPI through USSD(Hin) | | +| Applications supported by Blocked Amount (ASBA) | | +| Booklet on Digital Products & services | | +| Mobile Banking | | +| Corporate Social Responsiblity | | +| Special Non-Resident Rupee Account (SNRR) | | +| Reverse Mortgage | | +| IndSMART: Indian Bank’s Omni channel Mobile App | | +| Service Charges on ATM Services | | +| Don’t Be a Money Mule: Protect Yourself from Fraud | | +| MACT SB | | +| MSME AUTO RENEWAL | | +| IMPORTANT TERMS AND CONDITIONS – CA | | +| Account Opening Forms NRI | | +| Tamil Nadu Grama Bank | | +| NRE SB ACCOUNTS | | +| Shareholding Pattern | | +| E-ALLAHABAD BANK | | +| QIP WEBSITE DISCLAIMER | | +| Bank’s Profile | | +| Rajbhasha | | +| Investors | | +| ATM/Debit Cards | | +| Unleash your Entrepreneurial Skills with Indian Bank’s MSME Loans | | +| IB MY OWN SHOP | | +| IND Corp SB – Elite (Payroll Package Scheme) | | +| IB – COMFORT - DOMESTIC AND NRE (Minimum Balance & Charges) | | +| IB Education Loan(IBA) | | +| CGRS | | +| Privacy Policy Mobile Banking (IndSmart) | | +| IB Mahila Shakti – For Women | | +| “New SB Product for Pensionersâ€ IND PENSION PRIME | | +| IB RERA CURRENT ACCOUNT | | +| Disclosures made to Stock Exchanges | | +| Financial Results | | +| IND Krishi Vaahan | | +| Jaffna Branch | | +| Profile Updation | | +| IMAGE Email Id’s | | +| Online Locker Facility | | +| Personal loan | | +| Fixed ROI for Retail Loans | | +| Annual General Meeting | | +| IND Professional Special | | +| Security Alert (Hindi) | | +| Money multiplier Deposits | | +| IMPORTANT TERMS AND CONDITIONS – CA (Account Transfer) | | +| Home Loan to Corporate Entity | | +| IB COMFORT- DOMESTIC AND NRE | | +| Reserve Bank Of India | | +| History | | +| Lending rates for Export Credit | | +| Mobile Banking/Internet Banking | | +| Policy on Determining Material Subsidiary | | +| Corporate Loan | | +| Nodal Officers- Customer service | | +| Terms and Conditions – Indian Bank Digital Rupee | | +| Block all channels | | +| Choosing the Right Term Deposit: Fixed, Recurring or Money Multiplier Your Best Fit? | | +| IB Arogya Raksha – Portability Options for existing customers | | +| Vehicle loan | | +| Investor / Analyst Presentation | | +| MSME Loans_Shishu Mudra Loan | | +| Digitizing the Indian Banking Experience | | +| PM Surya Ghar: Muft Bijli Yojna | | +| IB CORP SB – Payroll package scheme for salaried class | | +| Add to your Financial Stability – with IND Shakti 555 days | | +| Ind QwikCollect | | +| BHIM Aadhaar Pay | | +| Term Loan | | +| Indbank Merchant Banking - Online share trading | | +| MCA Payment | | +| “IND Corp SB – Elite” Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) + | | +| Banking Ombudsman 2021 | | +| Digital Banking Unit: Shaping the Financial Future of India | | +| CA FOR STATE /CENTRAL GOVT & CONSULAR & IND PFMS + | | +| IndOASIS Checksum | | +| CAMS-CRA_Subscription | | +| MSME Loans_MSME Loan Renewal | | +| Mini Statement | | +| Small Farmers' Agri-Business Consortium | | +| IND EQUIPMENT & WHEELS (CE/CV) scheme | | +| Jewel Loan appointment | | +| Ind Netbanking | | +| Online Form 16 A Download | | +| Fair Lending Practices Code | | +| SHORT TERM DEPOSITS | | +| ED's Profile | | +| IndOASIS Checksum + | | +| MSME Loans_Pre Approved Bussiness Loan | | +| IND PASHUDHAN Mitra- Animal Husbandry Infrastructure Development Fund (AHIDF) | | +| NRI and Forex | | +| INDIAN BANK TRUST FOR RURAL DEVELOPMENT (IBTRD) + | | +| Quick Contacts | | +| CAMS-CRA_Standing Instructions | | +| IB –COMFORT- DOMESTIC AND NRE | | +| SELF HELP GROUP (SHG) – SHAKTI | | +| Online Interest Certificate | | +| Saptagiri Grameena Bank | | +| Customer Complaint/Awareness_Cyber Awareness Content | | +| Retail Loans_Overdraft against Insurance | | +| Helpline for Women in Distress - 7827170170 | | +| Deposit Insurance & Credit Guarantee Corp.. | | +| Policy on Co-Lending by Bank and NBFCs/HFCs +to priority sectors | | +| Indoasis | | +| IND KISAN SAUR SHAKTHI (PM KUSUM) Additional Component (Component C- Feeder level Solarisation) + | | +| Statement Through Email | | +| Nodal Officers_Ombudsman Scheme,2021 | | +| IndSmart | | +| Education Loan – Subsidy Schemes | | +| SHG Bank Linkage Programme – Direct Linkage to SHGs | | +| Queries / Feedback | | +| Coin vending machines(CVMs) location in chennai | | +| RBI Monetory Museum Bank Notes and Security Features | | +| Policy on appointment of SABs -year 2023 -24 (Domestic & Overseas) | | +| Re-KYC (based on declaration) | | +| Policy on Determination and disclosure of material events / information | | +| QIP | | +| NABARD | | +| Covering letter to be obtained from the customers currently holding lockers | | +| BHIM AADHAAR PAY | | +| Salary Loan – IB Clean Loan to Salaried Class | | +| Helpline for Women in Distress - 7827170172 | | +| Debit Card | | +| Base I -II Disclosures | | +| IMAGE | | +| MSME Loans_Download_Digital Personal Data Protection Policy-1-26102024 | | +| Analyst Coverage | | +| CITIZENS’ CHARTER | | +| Puduvai Bharathiar Grama Bank | | +| New SB Product for Salaried Customers IND SALARY SURAKSHA + | | +| Privacy Policy for SoftPos | | +| Security Alert (pdf) | | +| Image | | +| Aadhar enrolment / correction form | | +| United India Insurance Company | | +| SHG GRIHALAKSHMI (Housing loan to SHG Members) | | +| Loan Application Status | | +| Kisan Credit Card (KCC) – Animal Husbandry and Fisheries | | +| Choosing the Right Term Deposit: Fixed, Recurring or Money Multiplier – Your Best Fit? | | +| Stamp Charges Details for Executing for Locker agreement | | +| Electronic BG Applicant video | | +| e-OD Against Deposit + | | +| Protean-CRA | | +| IB Home ENRICH | | +| Dealing Dishonour of cheques | | +| IB Golden Ager – Term Deposit Product for Super Senior Citizens | | +| Procedure on locker / safe deposit articles | | +| MD & CEO's Profile | | +| Process for claiming Unclaimed Deposit transferred to Depositor Education and Awareness (DEA) Fund | | +| Cusomer Feedback | | +| Lending Rates | | +| Positive Pay System | | +| Electronic BG Benificiary video | | +| e Allahabad Bank Journey | | +| Display of Information - Secured Assets Possessed Under The Sarfaesi ACT 2002 | | +| Privacy Policy for Bhim Aadhaar Pay | | +| Recovery Agents Empaneled / Engaged by bank(Eng) | | +| UPI through USSD(Eng) | | +| Digital Personal Data Protection Policy +(Eng) | | +| Positive Pay Syatem(PPS) | | +| Interest Rate for agri Products | | +| Policy for Social Media | | +| Customer Complaint/UEBT | | +| ECSNoticetoCustomers(Pdf) | | +| Services | | +| Retail Loans_Home Loan | | +| Processing Charges of SME Products | | +| Online Re-KYC Portal | | +| E-Shopping | | +| IB – Sammaan | | +| Aadhaar Seeding Online | | +| Retail Loans_OD/Term Loan/Credit Card Against Deposit | | +| IB Produce Marketing Loan – Loan Against eNWRs | | +| BCSBI - Code of Bank’s Commitment +to Customers | | +| Policy on Related Party Transactions | | +| Azadi Ka Amrit Mahotsav – #TogetherforBiggerThings | | +| IND Millionaire Recurring Deposit Account – NRE | | +| Aadhar enrolment / correction form(Hindi) | | +| Processing Charges in Agri Term Loans, JL(Ag), SHG Loan & JP(NP) | | +| Retail Loans_Vehicle Loan | | +| Policy On Green Deposit | | +| MSME Loans_GST Advantage | | +| Nodal Officers - Cusomer service | | +| Policy on Appointment of Statutory Branch Auditors 2023-24 and Onwards (HI) | | +| LOAN AGAINST LEASE RENTALS(IB RENTAL) | | + +## Evaluation + +### Metrics +| Label | Accuracy | +|:--------|:---------| +| **all** | 0.7624 | + +## 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-7") +# Run inference +preds = model("Do Retail Banking Solutions offer bundled loan products?") +``` + + + + + + + + + +## Training Details + +### Training Set Metrics +| Training set | Min | Median | Max | +|:-------------|:----|:--------|:----| +| Word count | 1 | 10.7288 | 29 | + +| Label | Training Sample Count | +|:--------------------------------------------------------------------------------------------------------------------------------------|:----------------------| +| ATM / Debit Cards | 26 | +| ATM/Debit Cards | 1 | +| Aadhaar Seeding Online | 1 | +| Aadhar enrolment / correction form | 2 | +| Aadhar enrolment / correction form(Hindi) | 1 | +| Access Restricted | 22 | +| Account Balance | 22 | +| Account Opening Forms NRI | 24 | +| Add to your Financial Stability with IND Shakti 555 days | 31 | +| Add to your Financial Stability – with IND Shakti 555 days | 1 | +| Agri Clinic and Agri Business Centres | 38 | +| Agricultural Godowns / Cold Storage | 24 | +| Agricultural Jewel Loan Scheme | 35 | +| Agriculture Loan | 24 | +| Amalgamation | 28 | +| Analyst Coverage | 1 | +| Analyst Coverage on Bank’s Share Price | 25 | +| Annual General Meeting | 28 | +| Annual General Meetings and Extraordinary General Meetings | 23 | +| Annual Reports | 25 | +| Another Option for Pension | 26 | +| Application Downloads | 36 | +| Applications supported by Blocked Amount (ASBA) | 28 | +| Audio/ Video Recording/Concall Transcripts | 27 | +| Awards & Accolades | 23 | +| Azadi Ka Amrit Mahotsav #TogetherforBiggerThings | 26 | +| Azadi Ka Amrit Mahotsav – #TogetherforBiggerThings | 1 | +| BCSBI - Code of Bank’s Commitment +to Customers | 1 | +| BE Safe in Your Cyber Behaviour | 30 | +| BHIM AADHAAR PAY | 2 | +| BHIM Aadhaar Pay | 24 | +| BSBDA AND SMALL ACCOUNT | 39 | +| BSBDA and Small Account | 32 | +| Banking Ombudsman 2021 | 1 | +| Bank’s Profile | 44 | +| Bank’s Profile | 29 | +| Base I -II Disclosures | 1 | +| Best Practices code of the Bank | 28 | +| Bharat Aadhaar Seeding Enabler | 26 | +| Block Lost ATM Card | 23 | +| Block Lost Credit Card | 27 | +| Block all channels | 10 | +| Board of Directors | 26 | +| Booklet on Digital Products & services | 1 | +| Business Responsibility and Sustainability Report | 26 | +| CA FOR STATE /CENTRAL GOVT & CONSULAR & IND PFMS | 25 | +| CA FOR STATE /CENTRAL GOVT & CONSULAR & IND PFMS + | 2 | +| CA FOR STATE/CENTRAL GOVT & CONSULAR & IND PFMS (Government Accounts) | 13 | +| CAMS-CRA_Registration | 2 | +| CAMS-CRA_Standing Instructions | 2 | +| CAMS-CRA_Subscription | 2 | +| CENTRAL BANK DIGITAL CURRENCY (CBDC) -Indian Bank Digital Rupee Application | 60 | +| CGRS | 9 | +| CITIZENS’ CHARTER | 1 | +| CONTACTS FOR QUERIES | 40 | +| CORPORATE LOAN | 70 | +| Capital Gains | 44 | +| Capital Gains SB account | 42 | +| Careers | 25 | +| Centralized Pension Processing Centre | 56 | +| Chief General Managers | 26 | +| Chief Vigilance Officer | 27 | +| Choosing the Right Term Deposit: Fixed, Recurring or Money Multiplier Your Best Fit? | 25 | +| Choosing the Right Term Deposit: Fixed, Recurring or Money Multiplier – Your Best Fit? | 2 | +| Coin vending machines(CVMs) location in chennai | 2 | +| Colombo Branch | 29 | +| Common Account Opening Form-Non Individuals | 25 | +| Compressed Bio Gas plant financing under Sustainable alternative towards affordable Transportation | 28 | +| Corporate Blog | 23 | +| Corporate Credit | 18 | +| Corporate Governance | 36 | +| Corporate Governance Reports | 22 | +| Corporate Loan | 18 | +| Corporate Social Responsiblity | 27 | +| Corporate credit | 30 | +| Covering letter to be obtained from the customers currently holding lockers | 1 | +| Credit Cards | 90 | +| Credit Life Insurance Coverages in Association with M/s. Kotak Life | 31 | +| Credit Life Insurance Coverages in association with M/s. Aditya Birla Sun Life Insurance | 28 | +| Current Account | 54 | +| Current Account – Minimum Balance Requirement | 16 | +| Cusomer Feedback | 1 | +| Customer Centric Services | 40 | +| Customer Complaint/Awareness | 2 | +| Customer Complaint/Awareness_Cyber Awareness Content | 2 | +| Customer Complaint/UEBT | 2 | +| Customer Complaints / Awareness | 52 | +| Customer On-Boarding using TAB | 66 | +| Customer care | 18 | +| Cyber Awareness Content | 28 | +| Cyber crime / Unauthorized transaction | 11 | +| DEAF Transaction List | 34 | +| DISPLAY OF INFORMATION SECURED ASSETS POSSESSED UNDER THE SARFAESI ACT 2002 | 22 | +| DRAT & DRT NODAL AND LIAISON Officers | 1 | +| Dairy Loan | 27 | +| Dealing Dishonour of cheques | 1 | +| Death Claim Settlement | 31 | +| Debenture Trustee | 27 | +| Debit Card | 2 | +| Debit Cards | 47 | +| Debit card | 11 | +| Defending Against Rising Online Frauds: Stay Cyber-Safe! | 27 | +| Deposit Insurance & Credit Guarantee Corp.. | 1 | +| Deposit Interest Certificate | 14 | +| Deposit Rates | 72 | +| Derivatives | 48 | +| Designated Authority for Whistle Blower Complaints | 62 | +| Details of Outstanding Tier 1 and Tier 2 Bonds | 23 | +| Digital Banking Unit: Shaping the Financial Future of India | 24 | +| Digital Insurance Platform | 45 | +| Digital Personal Data Protection Policy +(Eng) | 1 | +| Digitizing the Indian Banking Experience | 29 | +| Disclaimer | 32 | +| Disclosures | 32 | +| Disclosures made to Stock Exchanges | 24 | +| Display of Information - Secured Assets Possessed Under The Sarfaesi ACT 2002 | 1 | +| Dividend Details | 19 | +| Don’t Be a Money Mule: Protect Yourself from Fraud | 20 | +| Doorstep Banking | 43 | +| Doorstep Banking: Your Convenience, Our Priority | 73 | +| E Confirmation of Bank Guarantee | 25 | +| E-ALLAHABAD BANK | 33 | +| E-Shopping | 1 | +| ECSNoticetoCustomers(Pdf) | 1 | +| ED's Profile | 2 | +| Education Loan Subsidy Schemes | 21 | +| Education Loan – Subsidy Schemes | 1 | +| Education loan | 29 | +| Electronic BG Applicant video | 1 | +| Electronic BG Benificiary video | 1 | +| Empanelments / Engagements | 35 | +| Event Updates/ Newspaper Advertisement | 26 | +| Executive Director’s Profile | 33 | +| Executive Director’s Profile | 25 | +| External Sites | 44 | +| Extraordinary General Meetings | 22 | +| F.A.Qs | 28 | +| FCNR (B) Accounts | 61 | +| FCNR (B) DEPOSITS Rates | 32 | +| FIXED DEPOSIT | 14 | +| Fair Lending Practices Code | 1 | +| Featured Products / Services / Schemes | 26 | +| Financial Inclusion | 34 | +| Financial Inclusion in India: Filling the Void | 53 | +| Financial Results | 25 | +| Financing Agriculturists for Purchase of Tractors & Other Farm Machinery | 35 | +| Find the Best Avenues for Tax Savings with Indian Bank | 53 | +| First Quarter Financial Results 2024-25 | 24 | +| Fixed Deposit | 52 | +| Fixed ROI for Retail Loans | 23 | +| Food and Agro Processing | 29 | +| Foreign Branches | 37 | +| Forex Rates for Treasury | 27 | +| Forex Remittance Facility through Internet Banking- Retail | 26 | +| Frequently Asked Questions Internet Banking and Mobile Banking | 32 | +| General Managers | 25 | +| Government Deposit Schemes | 24 | +| Government Sponsored Jan Suraksha Schemes: Trio Pack for Your Financial Security | 33 | +| Head Office Departments | 25 | +| Helpline for Women in Distress - 7827170170 | 1 | +| Helpline for Women in Distress - 7827170172 | 1 | +| History | 1 | +| Home Loan | 20 | +| Home Loan Scheme for Economically Weaker Section (EWS), Low Income Group (LIG) and Middle Income Group (MIG) individuals: Urban Areas | 19 | +| Home Loan to Corporate Entity | 31 | +| Home Loans: A Strategic Move to Preserve Your Savings | 24 | +| How to Save Tax 101: A Comprehensive Guide to Tax Saving Investment Options | 60 | +| How-to Videos Internet Banking | 21 | +| How-to Videos Mobile Banking | 25 | +| IB Arogya Raksha – Portability Options for existing customers | 2 | +| IB COMFORT- DOMESTIC AND NRE | 25 | +| IB CONTRACTORS | 44 | +| IB CORP SB Payroll Package Scheme for Salaried Class | 25 | +| IB CORP SB – Payroll package scheme for salaried class | 3 | +| IB Corp SB – Payroll Package Scheme for Salaried Class | 16 | +| IB Doctor Plus | 46 | +| IB Education Loan (IBA | 9 | +| IB Education Loan (IBA) | 35 | +| IB Education Loan(IBA) | 1 | +| IB Gen X For the Vibrant Youth | 60 | +| IB Gen X – For the Vibrant Youth | 37 | +| IB Golden Ager Term Deposit Product for Super Senior Citizens | 62 | +| IB Golden Ager – Term Deposit Product for Super Senior Citizens | 2 | +| IB HARIT | 57 | +| IB HOME ENRICH | 30 | +| IB Home ENRICH | 1 | +| IB Home Improve | 50 | +| IB Home Loan | 46 | +| IB Home Loan Flexi | 42 | +| IB Home Loan Plus | 27 | +| IB Kishore Savings Bank Account for Minors | 65 | +| IB Kishore – Savings Bank Account for Minors | 34 | +| IB Loan against Sovereign Gold Bond | 30 | +| IB MSME Jewel Loan | 40 | +| IB MY OWN SHOP | 51 | +| IB Mahila Shakti For Women | 46 | +| IB Mahila Shakti – For Women | 18 | +| IB PROFESSIONAL | 79 | +| IB Pension Loan | 71 | +| IB Plot Loan | 64 | +| IB Produce Marketing Loan Loan Against eNWRs | 36 | +| IB Produce Marketing Loan – Loan Against eNWRs | 1 | +| IB RERA CURRENT ACCOUNT | 15 | +| IB RERA Current Account | 30 | +| IB Salaam Special Account for Defence Personnel | 40 | +| IB Salaam – Special Account for Defence Personnel | 38 | +| IB Sammaan | 41 | +| IB Smart Kid | 44 | +| IB Star Agro Mills (Rice Mill, Dhal Mill, Oil Mill and Flour Mill) | 24 | +| IB TAX SAVER SCHEME | 15 | +| IB Tax Saver Scheme | 38 | +| IB Tradewell | 47 | +| IB Vehicle Loan | 39 | +| IB Vidyarthi Suraksha (With PNB-Metlife) | 41 | +| IB i-Freedom Current Account | 48 | +| IB – COMFORT - DOMESTIC AND NRE (Minimum Balance & Charges) | 17 | +| IB – Sammaan | 2 | +| IB –COMFORT- DOMESTIC AND NRE | 3 | +| IBEX GOLD CARD SCHEME (GCS) FOR EXPORTERS | 20 | +| IMAGE | 30 | +| IMAGE | 2 | +| IMAGE Computer Centre | 27 | +| IMAGE Contact Us | 23 | +| IMAGE Email Id’s | 14 | +| IMAGE Email Id’s | 26 | +| IMAGE Infrastructure | 19 | +| IMAGE Principal’s Message | 26 | +| IMAGE Training Philosophy | 28 | +| IMPORTANT TERMS AND CONDITIONS CA | 33 | +| IMPORTANT TERMS AND CONDITIONS SB | 39 | +| IMPORTANT TERMS AND CONDITIONS – CA | 4 | +| IMPORTANT TERMS AND CONDITIONS – CA (Account Transfer) | 16 | +| IMPORTANT TERMS AND CONDITIONS – CA (Current Account) | 17 | +| IMPORTANT TERMS AND CONDITIONS – SB | 3 | +| IND COURT | 28 | +| IND Corp SB Elite” Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) | 8 | +| IND Corp SB – Elite (Payroll Package Scheme) | 17 | +| IND EQUIPMENT & WHEELS (CE/CV) scheme | 24 | +| IND GST ADVANTAGE | 45 | +| IND GURUDEV | 40 | +| IND GURUDEV (Auto Sweep & SMS Alert) | 15 | +| IND HEALTH CARE | 26 | +| IND KISAN SAUR SHAKTHI (PM KUSUM) Additional Component (Component C- Feeder level Solarisation) | 49 | +| IND KISAN SAUR SHAKTHI (PM KUSUM) Additional Component (Component C- Feeder level Solarisation) + | 1 | +| IND Krishi Vaahan | 32 | +| IND MSME SAKHI | 49 | +| IND MSME VEHICLE | 43 | +| IND Micro Food Processing Enterprises- (PMFME) | 48 | +| IND Millionaire Recurring Deposit Account NRE | 26 | +| IND Millionaire Recurring Deposit Account – NRE | 1 | +| IND NAVYA | 29 | +| IND Non-Callable Deposit | 27 | +| IND PASHUDHAN Mitra- Animal Husbandry Infrastructure Development Fund (AHIDF) | 25 | +| IND PM Vishwakarma | 38 | +| IND Professional Special | 22 | +| IND Rupee Gain | 24 | +| IND SAMPOORNA SALARY PACKAGE | 44 | +| IND SME Secure | 40 | +| IND SUPER 400 DAYS | 56 | +| IND SUPREME 300 DAYS | 27 | +| IND – PM Vishwakarma | 17 | +| IND- KRISHI INFRA FUND (AGRICULTURE INFRA FUND) | 27 | +| IND-SME E-VAAHAN | 52 | +| IND-SME EASE | 46 | +| IND-SURYA SHAKTI | 47 | +| INDIAN BANK MUTUAL FUND | 38 | +| INDIAN BANK TRUST FOR RURAL DEVELOPMENT (IBTRD) + | 2 | +| Image | 1 | +| Important Communication regarding Amalgamation (Internet Banking / Mobile Banking) | 24 | +| Important Contacts | 49 | +| Important Notices to Shareholders / Bondholders | 25 | +| Ind Advantage (Reward Program) | 32 | +| Ind Jet Remit (RTGS) | 33 | +| Ind Lakhpati Didi Scheme | 30 | +| Ind Mortgage | 49 | +| Ind Netbanking | 21 | +| Ind QwikCollect | 2 | +| IndOASIS Checksum | 22 | +| IndOASIS Checksum + | 1 | +| IndOASIS Terms and Conditions | 21 | +| IndSMART | 30 | +| IndSMART Mobile Banking App Checksum | 24 | +| IndSMART: Indian Bank’s Omni channel Mobile App | 9 | +| IndSMART: Indian Bank’s Omni channel Mobile App | 28 | +| IndSmart | 1 | +| Indbank Merchant Banking - Online share trading | 2 | +| Indian Bank Annual Reports | 25 | +| Indian Bank Debit Card Shopping Perks | 36 | +| Indian Bank Financial Results | 24 | +| Indian Bank One Co-Branded Credit Card | 24 | +| Indian Bank Prepaid Card App Terms and Conditions | 26 | +| Indian Bank, IFSC Banking Unit, GIFT City | 82 | +| Indoasis | 1 | +| Interest Rate for Agri Products | 23 | +| Interest Rate for agri Products | 1 | +| Interest Rates for Small Savings Schemes | 102 | +| Interest Rates on Personal Segment Loan Products Fixed | 24 | +| Interest Rates on Personal Segment Loan Products: Floating | 29 | +| Interest Rates on SB / NRO / NRE Accounts | 34 | +| Internet Banking | 9 | +| Internet banking | 80 | +| Internet/Mobile/Tele Banking | 48 | +| Investor / Analyst Presentation | 23 | +| Investor Grievances | 22 | +| Investor Guide / FAQ | 24 | +| Investor Relations | 34 | +| Investors | 1 | +| Investors Services Center | 23 | +| Jaffna Branch | 27 | +| Jewel Loan | 25 | +| Jewel Loan appointment | 1 | +| Jewel Loan: Unlock the Value of Your Gold for Financial Flexibility | 20 | +| Joint Liability Group (JLG) | 61 | +| KCC Gold Plus | 25 | +| KCC Marine Gold Scheme | 24 | +| Kisan Credit Card (KCC) | 62 | +| Kisan Credit Card (KCC) Animal Husbandry and Fisheries | 40 | +| Kisan Credit Card (KCC) – Animal Husbandry and Fisheries | 2 | +| LOAN AGAINST LEASE RENTALS | 24 | +| LOAN AGAINST LEASE RENTALS(IB RENTAL) | 1 | +| Lab Grown Diamond Scheme | 59 | +| Lending Rates | 2 | +| Lending rates | 38 | +| Lending rates for Export Credit | 20 | +| Lending rates for RMD | 23 | +| Lending rates for Retail Assets | 24 | +| Life Certificate | 12 | +| Life Insurance | 34 | +| Life Insurance Corporation Of India | 2 | +| Loan / OD against NSC / KVP / Relief bonds of RBI / LIC policies | 51 | +| Loan Application Status | 1 | +| Loan for Purchase of “Van / Minibus / Bus / Ambulanceâ€ to Institutions / Firms / PSU / Company / Hospitals | 33 | +| Loan for Purchase of “Van / Minibus / Bus / Ambulance” to Institutions / Firms / PSU / Company / Hospitals | 24 | +| Loan/OD/Credit Card against Deposit | 35 | +| Login Procedure for Internet Banking | 24 | +| Login procedure for Mobile Banking | 23 | +| Loyalty Program Delights: Unlocking Special Rewards for Your Loyalty | 25 | +| MACT SB | 42 | +| MCA Payment | 27 | +| MD & CEO Speeches / Media Interaction | 28 | +| MD & CEO's Profile | 1 | +| MONEY MULTIPLIER DEPOSITS | 15 | +| MSME | 22 | +| MSME AUTO RENEWAL | 27 | +| MSME AUTO – RENEWAL | 17 | +| MSME DIGI Jewel Loan and Jewel Loan (Re-Pledge) | 44 | +| MSME LAP | 45 | +| MSME Loans_Download_Digital Personal Data Protection Policy-1-26102024 | 1 | +| MSME Loans_GST Advantage | 1 | +| MSME Loans_MSME Loan Renewal | 1 | +| MSME Loans_Pre Approved Bussiness Loan | 1 | +| MSME Loans_Shishu Mudra Loan | 1 | +| Managing Director & CEO’s Profile | 33 | +| Managing Director & CEO’s Profile | 25 | +| Media Speaks | 34 | +| Merchant UPI QR Code | 37 | +| Mini Statement | 6 | +| Mobile Banking | 22 | +| Mobile Banking/Internet Banking | 11 | +| Money multiplier Deposits | 30 | +| Motor Accident Claim Tribunal Deposit(MACAD) Scheme | 51 | +| Mutual Funds, IPO, Demat & Trading | 2 | +| N R I / Foreign Exchange | 25 | +| NABARD | 2 | +| NEFT | 36 | +| NETC FASTag | 24 | +| NPS VATSALYA | 39 | +| NRE FD/ MMD/ RD ACCOUNTS | 25 | +| NRE SB ACCOUNTS | 26 | +| NRE and RFC SB interest Rates | 22 | +| NRI A/cs | 21 | +| NRI Home Loan | 32 | +| NRI INFO BEAM Monthly Newsletter | 26 | +| NRI Plot Loan | 29 | +| NRI and Forex | 26 | +| National Common Mobility Card (NCMC) | 38 | +| New Pension Scheme as an avenue for Tax Savings | 62 | +| New SB Product for Salaried Customers IND SALARY SURAKSHA | 59 | +| New SB Product for Salaried Customers IND SALARY SURAKSHA + | 4 | +| Nodal Officers - Cusomer service | 1 | +| Nodal Officers RBI Integrated Ombudsman Scheme, 2021 | 28 | +| Nodal Officers- Customer service | 22 | +| Nodal Officers_Ombudsman Scheme,2021 | 1 | +| Nodal Officers_Ombudsman Scheme,2022 | 27 | +| Nomination: A Must Have in Your Accounts | 41 | +| Non-Life Insurance | 39 | +| Non-Resident Ordinary Account | 37 | +| Notifications | 33 | +| OD against Gold Jewels | 31 | +| ONLINE SHISHU MUDRA LOAN | 44 | +| OVERDRAFT FACILITY IN SB SALARY A/C“IB INSTA CASHâ€ | 25 | +| OVERDRAFT FACILITY IN SB SALARY A/C“IB INSTA CASH” | 24 | +| One Time Settlement for NPA Borrowers (eOTS) | 24 | +| Online Collection Products | 26 | +| Online Form 16 A Download | 1 | +| Online Interest Certificate | 1 | +| Online Loans | 177 | +| Online Locker Facility | 1 | +| Online Re-KYC Portal | 1 | +| Online Services | 60 | +| Open Online Account with Video-Based Customer Identification Process (V- CIP) | 27 | +| PM Surya Ghar: Muft Bijli Yojna | 2 | +| PMMY-MUDRA-Tarun Plus | 21 | +| PMSurya Ghar: Muft Bijli Yojana Roof Top Solar Loan Scheme | 29 | +| PSB LOANS IN 59 MINUTES | 43 | +| Personal Loan | 26 | +| Personal loan | 12 | +| Point of Sale (PoS) | 25 | +| Policies and Regulations | 49 | +| Policy On Green Deposit | 1 | +| Policy for Social Media | 1 | +| Policy on Appointment of Statutory Branch Auditors 2023-24 and Onwards (HI) | 1 | +| Policy on Co-Lending by Bank and NBFCs/HFCs +to priority sectors | 1 | +| Policy on Determination and disclosure of material events / information | 1 | +| Policy on Determining Material Subsidiary | 1 | +| Policy on Related Party Transactions | 1 | +| Policy on appointment of SABs -year 2023 -24 (Domestic & Overseas) | 1 | +| Positive Pay Syatem(PPS) | 2 | +| Positive Pay System | 1 | +| Positive Pay System (PPS) | 27 | +| Pre Approved Business Loan | 55 | +| Premium Current Account | 49 | +| Premium Services | 25 | +| Press Releases | 38 | +| Privacy Policy Corporate Merchant App | 24 | +| Privacy Policy Digital Currency | 25 | +| Privacy Policy IB Merchant App | 24 | +| Privacy Policy IndOASIS | 25 | +| Privacy Policy Mobile Banking (IndSmart) | 25 | +| Privacy Policy for Bhim Aadhaar Pay | 1 | +| Privacy Policy for SoftPos | 1 | +| Procedure on locker / safe deposit articles | 1 | +| Process for claiming Unclaimed Deposit transferred to Depositor Education and Awareness (DEA) Fund | 2 | +| Processing Charges in Agri Term Loans, JL(Ag), SHG Loan & JP(NP) | 1 | +| Processing Charges of SME Products | 1 | +| Profile Updation | 10 | +| Protean-CRA | 2 | +| Puduvai Bharathiar Grama Bank | 1 | +| QIP | 1 | +| QIP WEBSITE DISCLAIMER | 23 | +| Queries / Feedback | 1 | +| Quick Contact | 27 | +| Quick Contacts | 1 | +| RBI Monetory Museum Bank Notes and Security Features | 1 | +| RECURRING DEPOSIT | 17 | +| REPO Based Lending Rate for MSME | 24 | +| RFC TERM DEPOSIT Rates | 24 | +| Rajbhasha | 1 | +| Re-KYC (based on declaration) | 1 | +| Re-KYC: Periodic Update of KYC Details | 35 | +| Recovery Agents Empaneled / Engaged by bank(Eng) | 1 | +| Recurring Deposit | 30 | +| Regulatory Disclosures Section | 25 | +| Remittance To India | 27 | +| Request a Call Back | 1 | +| Reserve Bank Of India | 1 | +| Resident Foreign Currency account for Returning Indians | 33 | +| Retail Loans_Credit Card | 1 | +| Retail Loans_Home Loan | 1 | +| Retail Loans_OD/Term Loan/Credit Card Against Deposit | 1 | +| Retail Loans_Overdraft against Insurance | 2 | +| Retail Loans_Vehicle Loan | 1 | +| Reverse Mortgage | 29 | +| RuPay Key Chain | 12 | +| SB FOR CENTRAL / STATE GOVERNMENT / CONSULAR OFFICES & IND PFMS | 49 | +| SB Platinum Savings Bank Platinum Account with Sweep facility | 38 | +| SB Platinum – Savings Bank Platinum Account | 18 | +| SB Platinum – Savings Bank Platinum Account with Sweep facility | 3 | +| SB for IND PFMS & SB for Central/State Government/Consular Offices | 16 | +| SB for students under govt scholarship & SB for DBT | 31 | +| SELF HELP GROUP (SHG) SHAKTI | 58 | +| SELF HELP GROUP (SHG) – SHAKTI | 1 | +| SHG Bank Linkage Programme Direct Linkage to SHGs | 21 | +| SHG Bank Linkage Programme – Direct Linkage to SHGs | 2 | +| SHG GRIHALAKSHMI (Housing Loan to SHG Members) | 32 | +| SHG GRIHALAKSHMI (Housing loan to SHG Members) | 2 | +| SHORT TERM DEPOSITS | 7 | +| SMS Banking/ Missed Call Service | 25 | +| SOVA Android Trojan ALERT!! | 24 | +| Salary Loan IB Clean Loan to Salaried Class | 45 | +| Salary Loan – IB Clean Loan to Salaried Class | 2 | +| Saptagiri Grameena Bank | 1 | +| Savings Bank | 11 | +| Savings Bank Account | 39 | +| Savings Bank Account for Pensioners | 26 | +| Savings Bank Accounts – Terms & Conditions | 17 | +| Say No to Queues and Yes to Fastag!!!!! | 25 | +| Scheme for financing MSMEs for setting up Biomass Pellets manufacturing units | 44 | +| Scheme on financing Manufacturers / Suppliers / Vendors of Solar panels and other ancillary products | 23 | +| Security | 54 | +| Security Alert (Hindi) | 1 | +| Security Alert (pdf) | 1 | +| Service Charges | 59 | +| Service Charges / Forex Rates | 64 | +| Service Charges on ATM Services | 33 | +| Services | 1 | +| Services rendered free of charge | 28 | +| Shareholding Pattern | 36 | +| Short Term Deposits | 50 | +| Small Farmers' Agri-Business Consortium | 2 | +| Special Non-Resident Rupee Account (SNRR) | 24 | +| Specialist Officers Exam Result (SO) | 23 | +| Stamp Charges Details for Executing for Locker agreement | 2 | +| Statement | 9 | +| Statement Through Email | 5 | +| Statutory Central Auditors | 26 | +| Stay Safe: Watch Out for Suspicious Files, APKs, and Links | 32 | +| Subsidiaries and Joint Ventures | 42 | +| Sukanya Samriddhi Account | 35 | +| Sukanya Samriddhi Account Scheme | 25 | +| Supply Chain Finance | 50 | +| TERM LOAN | 36 | +| TERMS AND CONDITIONS - TERM DEPOSIT ACCOUNT | 15 | +| TERMS AND CONDITIONS-TERM DEPOSIT ACCOUNT | 43 | +| Tab Banking | 57 | +| Tamil Nadu Grama Bank | 2 | +| Tap, Pay and Go: RuPay NCMC Card | 26 | +| Tarun Plus Scheme | 25 | +| Tenders / Auction | 24 | +| Term Deposit | 10 | +| Term Loan | 14 | +| Termination Clause Mobile Banking (IndSmart) | 26 | +| Terms and Conditions Indian Bank Digital Rupee | 57 | +| Terms and Conditions – Indian Bank Digital Rupee | 2 | +| The Convenience Revolution: Mobile Banking Explained | 41 | +| UPI through USSD(Eng) | 1 | +| UPI through USSD(Hin) | 1 | +| United India Insurance Company | 2 | +| Units of IMAGE | 23 | +| Unleash your Entrepreneurial Skills with Indian Bank’s MSME Loans | 7 | +| Unleash your Entrepreneurial Skills with Indian Bank’s MSME Loans | 25 | +| V-CIP | 37 | +| VARIABLE RECURRING DEPOSIT | 17 | +| Variable Recurring Deposit | 26 | +| Vehicle loan | 8 | +| Vision and Mission | 56 | +| WORKING CAPITAL | 33 | +| Wealth Management Services | 35 | +| Weaver MUDRA | 46 | +| Welcome aboard! | 34 | +| Welcome to a New Year of Good Returns with Ind-Swagat | 31 | +| Welfare of Minorities | 67 | +| What and How of Phishing | 32 | +| What is a Credit Score and How it Shapes Financial Health | 34 | +| WhatsApp Banking | 28 | +| What’s New? | 15 | +| What’s New? | 23 | +| Whistle Blower Policy | 27 | +| Working Capital | 17 | +| e Allahabad Bank Journey | 1 | +| e Payment of Direct Taxes | 35 | +| e Payment of Indirect Taxes | 24 | +| e-Allahabad Bank Journey | 98 | +| e-OD Against Deposit | 32 | +| e-OD Against Deposit + | 1 | +| “IND Corp SB Eliteâ€ Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) | 42 | +| “New SB Product for Pensionersâ€ IND PENSION PRIME | 9 | +| “IND Corp SB Elite” Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) | 24 | +| “IND Corp SB – Elite” Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) + | 4 | +| “New SB Product for Pensioners” IND PENSION PRIME | 43 | + +### 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 | 0.2444 | - | +| 0.0014 | 50 | 0.1826 | - | +| 0.0029 | 100 | 0.1837 | - | +| 0.0043 | 150 | 0.1747 | - | +| 0.0057 | 200 | 0.1745 | - | +| 0.0072 | 250 | 0.1734 | - | +| 0.0086 | 300 | 0.1627 | - | +| 0.0100 | 350 | 0.1552 | - | +| 0.0115 | 400 | 0.1516 | - | +| 0.0129 | 450 | 0.1548 | - | +| 0.0143 | 500 | 0.1401 | - | +| 0.0157 | 550 | 0.1363 | - | +| 0.0172 | 600 | 0.1257 | - | +| 0.0186 | 650 | 0.1265 | - | +| 0.0200 | 700 | 0.121 | - | +| 0.0215 | 750 | 0.1177 | - | +| 0.0229 | 800 | 0.1113 | - | +| 0.0243 | 850 | 0.1068 | - | +| 0.0258 | 900 | 0.1032 | - | +| 0.0272 | 950 | 0.1049 | - | +| 0.0286 | 1000 | 0.0928 | - | +| 0.0301 | 1050 | 0.0914 | - | +| 0.0315 | 1100 | 0.0911 | - | +| 0.0329 | 1150 | 0.0759 | - | +| 0.0344 | 1200 | 0.0883 | - | +| 0.0358 | 1250 | 0.0787 | - | +| 0.0372 | 1300 | 0.0725 | - | +| 0.0387 | 1350 | 0.0701 | - | +| 0.0401 | 1400 | 0.0606 | - | +| 0.0415 | 1450 | 0.0708 | - | +| 0.0429 | 1500 | 0.0703 | - | +| 0.0444 | 1550 | 0.0586 | - | +| 0.0458 | 1600 | 0.0605 | - | +| 0.0472 | 1650 | 0.0648 | - | +| 0.0487 | 1700 | 0.0534 | - | +| 0.0501 | 1750 | 0.0621 | - | +| 0.0515 | 1800 | 0.0612 | - | +| 0.0530 | 1850 | 0.0517 | - | +| 0.0544 | 1900 | 0.0515 | - | +| 0.0558 | 1950 | 0.0458 | - | +| 0.0573 | 2000 | 0.0538 | - | +| 0.0587 | 2050 | 0.051 | - | +| 0.0601 | 2100 | 0.0481 | - | +| 0.0616 | 2150 | 0.0468 | - | +| 0.0630 | 2200 | 0.0438 | - | +| 0.0644 | 2250 | 0.0499 | - | +| 0.0659 | 2300 | 0.0464 | - | +| 0.0673 | 2350 | 0.0438 | - | +| 0.0687 | 2400 | 0.0417 | - | +| 0.0702 | 2450 | 0.0434 | - | +| 0.0716 | 2500 | 0.0372 | - | +| 0.0730 | 2550 | 0.046 | - | +| 0.0744 | 2600 | 0.042 | - | +| 0.0759 | 2650 | 0.0426 | - | +| 0.0773 | 2700 | 0.0382 | - | +| 0.0787 | 2750 | 0.0399 | - | +| 0.0802 | 2800 | 0.0401 | - | +| 0.0816 | 2850 | 0.0288 | - | +| 0.0830 | 2900 | 0.0369 | - | +| 0.0845 | 2950 | 0.0403 | - | +| 0.0859 | 3000 | 0.034 | - | +| 0.0873 | 3050 | 0.0382 | - | +| 0.0888 | 3100 | 0.0399 | - | +| 0.0902 | 3150 | 0.0392 | - | +| 0.0916 | 3200 | 0.0332 | - | +| 0.0931 | 3250 | 0.0327 | - | +| 0.0945 | 3300 | 0.0322 | - | +| 0.0959 | 3350 | 0.0308 | - | +| 0.0974 | 3400 | 0.0349 | - | +| 0.0988 | 3450 | 0.0324 | - | +| 0.1002 | 3500 | 0.0384 | - | +| 0.1016 | 3550 | 0.0355 | - | +| 0.1031 | 3600 | 0.0279 | - | +| 0.1045 | 3650 | 0.0332 | - | +| 0.1059 | 3700 | 0.0287 | - | +| 0.1074 | 3750 | 0.0312 | - | +| 0.1088 | 3800 | 0.0327 | - | +| 0.1102 | 3850 | 0.0304 | - | +| 0.1117 | 3900 | 0.0317 | - | +| 0.1131 | 3950 | 0.024 | - | +| 0.1145 | 4000 | 0.0289 | - | +| 0.1160 | 4050 | 0.0217 | - | +| 0.1174 | 4100 | 0.0302 | - | +| 0.1188 | 4150 | 0.0317 | - | +| 0.1203 | 4200 | 0.0219 | - | +| 0.1217 | 4250 | 0.0221 | - | +| 0.1231 | 4300 | 0.0255 | - | +| 0.1246 | 4350 | 0.0254 | - | +| 0.1260 | 4400 | 0.035 | - | +| 0.1274 | 4450 | 0.031 | - | +| 0.1288 | 4500 | 0.0277 | - | +| 0.1303 | 4550 | 0.0252 | - | +| 0.1317 | 4600 | 0.018 | - | +| 0.1331 | 4650 | 0.0234 | - | +| 0.1346 | 4700 | 0.0164 | - | +| 0.1360 | 4750 | 0.0213 | - | +| 0.1374 | 4800 | 0.0219 | - | +| 0.1389 | 4850 | 0.0191 | - | +| 0.1403 | 4900 | 0.0209 | - | +| 0.1417 | 4950 | 0.0234 | - | +| 0.1432 | 5000 | 0.0263 | - | +| 0.1446 | 5050 | 0.0218 | - | +| 0.1460 | 5100 | 0.0166 | - | +| 0.1475 | 5150 | 0.0205 | - | +| 0.1489 | 5200 | 0.0197 | - | +| 0.1503 | 5250 | 0.0165 | - | +| 0.1518 | 5300 | 0.0191 | - | +| 0.1532 | 5350 | 0.0203 | - | +| 0.1546 | 5400 | 0.0237 | - | +| 0.1560 | 5450 | 0.0191 | - | +| 0.1575 | 5500 | 0.0195 | - | +| 0.1589 | 5550 | 0.0259 | - | +| 0.1603 | 5600 | 0.0275 | - | +| 0.1618 | 5650 | 0.0238 | - | +| 0.1632 | 5700 | 0.0242 | - | +| 0.1646 | 5750 | 0.0204 | - | +| 0.1661 | 5800 | 0.0224 | - | +| 0.1675 | 5850 | 0.0165 | - | +| 0.1689 | 5900 | 0.0132 | - | +| 0.1704 | 5950 | 0.0115 | - | +| 0.1718 | 6000 | 0.0171 | - | +| 0.1732 | 6050 | 0.0196 | - | +| 0.1747 | 6100 | 0.019 | - | +| 0.1761 | 6150 | 0.0143 | - | +| 0.1775 | 6200 | 0.0243 | - | +| 0.1790 | 6250 | 0.0192 | - | +| 0.1804 | 6300 | 0.0183 | - | +| 0.1818 | 6350 | 0.0196 | - | +| 0.1832 | 6400 | 0.0176 | - | +| 0.1847 | 6450 | 0.0156 | - | +| 0.1861 | 6500 | 0.0182 | - | +| 0.1875 | 6550 | 0.0186 | - | +| 0.1890 | 6600 | 0.0151 | - | +| 0.1904 | 6650 | 0.0124 | - | +| 0.1918 | 6700 | 0.022 | - | +| 0.1933 | 6750 | 0.0206 | - | +| 0.1947 | 6800 | 0.0194 | - | +| 0.1961 | 6850 | 0.0153 | - | +| 0.1976 | 6900 | 0.014 | - | +| 0.1990 | 6950 | 0.016 | - | +| 0.2004 | 7000 | 0.0116 | - | +| 0.2019 | 7050 | 0.0119 | - | +| 0.2033 | 7100 | 0.0157 | - | +| 0.2047 | 7150 | 0.0176 | - | +| 0.2062 | 7200 | 0.0158 | - | +| 0.2076 | 7250 | 0.0155 | - | +| 0.2090 | 7300 | 0.0102 | - | +| 0.2105 | 7350 | 0.0122 | - | +| 0.2119 | 7400 | 0.0108 | - | +| 0.2133 | 7450 | 0.0155 | - | +| 0.2147 | 7500 | 0.0155 | - | +| 0.2162 | 7550 | 0.0128 | - | +| 0.2176 | 7600 | 0.0126 | - | +| 0.2190 | 7650 | 0.019 | - | +| 0.2205 | 7700 | 0.0188 | - | +| 0.2219 | 7750 | 0.0142 | - | +| 0.2233 | 7800 | 0.0089 | - | +| 0.2248 | 7850 | 0.0129 | - | +| 0.2262 | 7900 | 0.0131 | - | +| 0.2276 | 7950 | 0.0145 | - | +| 0.2291 | 8000 | 0.0161 | - | +| 0.2305 | 8050 | 0.0089 | - | +| 0.2319 | 8100 | 0.0083 | - | +| 0.2334 | 8150 | 0.0119 | - | +| 0.2348 | 8200 | 0.01 | - | +| 0.2362 | 8250 | 0.0124 | - | +| 0.2377 | 8300 | 0.0131 | - | +| 0.2391 | 8350 | 0.0085 | - | +| 0.2405 | 8400 | 0.0151 | - | +| 0.2419 | 8450 | 0.012 | - | +| 0.2434 | 8500 | 0.0095 | - | +| 0.2448 | 8550 | 0.0118 | - | +| 0.2462 | 8600 | 0.0135 | - | +| 0.2477 | 8650 | 0.0105 | - | +| 0.2491 | 8700 | 0.014 | - | +| 0.2505 | 8750 | 0.0069 | - | +| 0.2520 | 8800 | 0.012 | - | +| 0.2534 | 8850 | 0.0135 | - | +| 0.2548 | 8900 | 0.0108 | - | +| 0.2563 | 8950 | 0.0089 | - | +| 0.2577 | 9000 | 0.0113 | - | +| 0.2591 | 9050 | 0.0133 | - | +| 0.2606 | 9100 | 0.0098 | - | +| 0.2620 | 9150 | 0.0136 | - | +| 0.2634 | 9200 | 0.0117 | - | +| 0.2649 | 9250 | 0.0158 | - | +| 0.2663 | 9300 | 0.0052 | - | +| 0.2677 | 9350 | 0.0119 | - | +| 0.2691 | 9400 | 0.0119 | - | +| 0.2706 | 9450 | 0.0141 | - | +| 0.2720 | 9500 | 0.0107 | - | +| 0.2734 | 9550 | 0.0093 | - | +| 0.2749 | 9600 | 0.0087 | - | +| 0.2763 | 9650 | 0.009 | - | +| 0.2777 | 9700 | 0.0127 | - | +| 0.2792 | 9750 | 0.0101 | - | +| 0.2806 | 9800 | 0.015 | - | +| 0.2820 | 9850 | 0.0085 | - | +| 0.2835 | 9900 | 0.0159 | - | +| 0.2849 | 9950 | 0.0095 | - | +| 0.2863 | 10000 | 0.0156 | - | +| 0.2878 | 10050 | 0.0178 | - | +| 0.2892 | 10100 | 0.0119 | - | +| 0.2906 | 10150 | 0.0158 | - | +| 0.2921 | 10200 | 0.0117 | - | +| 0.2935 | 10250 | 0.0084 | - | +| 0.2949 | 10300 | 0.0148 | - | +| 0.2963 | 10350 | 0.0111 | - | +| 0.2978 | 10400 | 0.0085 | - | +| 0.2992 | 10450 | 0.0114 | - | +| 0.3006 | 10500 | 0.0078 | - | +| 0.3021 | 10550 | 0.0137 | - | +| 0.3035 | 10600 | 0.0081 | - | +| 0.3049 | 10650 | 0.0104 | - | +| 0.3064 | 10700 | 0.0131 | - | +| 0.3078 | 10750 | 0.0082 | - | +| 0.3092 | 10800 | 0.009 | - | +| 0.3107 | 10850 | 0.0071 | - | +| 0.3121 | 10900 | 0.0124 | - | +| 0.3135 | 10950 | 0.0153 | - | +| 0.3150 | 11000 | 0.0133 | - | +| 0.3164 | 11050 | 0.0051 | - | +| 0.3178 | 11100 | 0.011 | - | +| 0.3193 | 11150 | 0.0102 | - | +| 0.3207 | 11200 | 0.012 | - | +| 0.3221 | 11250 | 0.0085 | - | +| 0.3236 | 11300 | 0.0111 | - | +| 0.3250 | 11350 | 0.0072 | - | +| 0.3264 | 11400 | 0.0121 | - | +| 0.3278 | 11450 | 0.0076 | - | +| 0.3293 | 11500 | 0.0107 | - | +| 0.3307 | 11550 | 0.004 | - | +| 0.3321 | 11600 | 0.0094 | - | +| 0.3336 | 11650 | 0.0081 | - | +| 0.3350 | 11700 | 0.0097 | - | +| 0.3364 | 11750 | 0.0104 | - | +| 0.3379 | 11800 | 0.0108 | - | +| 0.3393 | 11850 | 0.0067 | - | +| 0.3407 | 11900 | 0.0093 | - | +| 0.3422 | 11950 | 0.012 | - | +| 0.3436 | 12000 | 0.0107 | - | +| 0.3450 | 12050 | 0.0108 | - | +| 0.3465 | 12100 | 0.0079 | - | +| 0.3479 | 12150 | 0.0087 | - | +| 0.3493 | 12200 | 0.0115 | - | +| 0.3508 | 12250 | 0.0079 | - | +| 0.3522 | 12300 | 0.0115 | - | +| 0.3536 | 12350 | 0.0102 | - | +| 0.3550 | 12400 | 0.0081 | - | +| 0.3565 | 12450 | 0.0037 | - | +| 0.3579 | 12500 | 0.0118 | - | +| 0.3593 | 12550 | 0.01 | - | +| 0.3608 | 12600 | 0.0107 | - | +| 0.3622 | 12650 | 0.0056 | - | +| 0.3636 | 12700 | 0.0121 | - | +| 0.3651 | 12750 | 0.012 | - | +| 0.3665 | 12800 | 0.0054 | - | +| 0.3679 | 12850 | 0.0085 | - | +| 0.3694 | 12900 | 0.0106 | - | +| 0.3708 | 12950 | 0.0089 | - | +| 0.3722 | 13000 | 0.0072 | - | +| 0.3737 | 13050 | 0.0083 | - | +| 0.3751 | 13100 | 0.0063 | - | +| 0.3765 | 13150 | 0.0092 | - | +| 0.3780 | 13200 | 0.006 | - | +| 0.3794 | 13250 | 0.0086 | - | +| 0.3808 | 13300 | 0.0097 | - | +| 0.3822 | 13350 | 0.0061 | - | +| 0.3837 | 13400 | 0.0147 | - | +| 0.3851 | 13450 | 0.0065 | - | +| 0.3865 | 13500 | 0.0069 | - | +| 0.3880 | 13550 | 0.0084 | - | +| 0.3894 | 13600 | 0.0095 | - | +| 0.3908 | 13650 | 0.0053 | - | +| 0.3923 | 13700 | 0.014 | - | +| 0.3937 | 13750 | 0.0054 | - | +| 0.3951 | 13800 | 0.0073 | - | +| 0.3966 | 13850 | 0.0057 | - | +| 0.3980 | 13900 | 0.0119 | - | +| 0.3994 | 13950 | 0.0058 | - | +| 0.4009 | 14000 | 0.0111 | - | +| 0.4023 | 14050 | 0.0083 | - | +| 0.4037 | 14100 | 0.0106 | - | +| 0.4052 | 14150 | 0.0055 | - | +| 0.4066 | 14200 | 0.0092 | - | +| 0.4080 | 14250 | 0.0104 | - | +| 0.4094 | 14300 | 0.0078 | - | +| 0.4109 | 14350 | 0.0091 | - | +| 0.4123 | 14400 | 0.007 | - | +| 0.4137 | 14450 | 0.005 | - | +| 0.4152 | 14500 | 0.0076 | - | +| 0.4166 | 14550 | 0.0065 | - | +| 0.4180 | 14600 | 0.0073 | - | +| 0.4195 | 14650 | 0.0056 | - | +| 0.4209 | 14700 | 0.0073 | - | +| 0.4223 | 14750 | 0.0106 | - | +| 0.4238 | 14800 | 0.0084 | - | +| 0.4252 | 14850 | 0.0062 | - | +| 0.4266 | 14900 | 0.0065 | - | +| 0.4281 | 14950 | 0.0057 | - | +| 0.4295 | 15000 | 0.0111 | - | +| 0.4309 | 15050 | 0.0088 | - | +| 0.4324 | 15100 | 0.0059 | - | +| 0.4338 | 15150 | 0.0062 | - | +| 0.4352 | 15200 | 0.0068 | - | +| 0.4366 | 15250 | 0.0054 | - | +| 0.4381 | 15300 | 0.0088 | - | +| 0.4395 | 15350 | 0.0052 | - | +| 0.4409 | 15400 | 0.0075 | - | +| 0.4424 | 15450 | 0.0095 | - | +| 0.4438 | 15500 | 0.0078 | - | +| 0.4452 | 15550 | 0.0061 | - | +| 0.4467 | 15600 | 0.0097 | - | +| 0.4481 | 15650 | 0.0075 | - | +| 0.4495 | 15700 | 0.0118 | - | +| 0.4510 | 15750 | 0.0038 | - | +| 0.4524 | 15800 | 0.0102 | - | +| 0.4538 | 15850 | 0.0043 | - | +| 0.4553 | 15900 | 0.0081 | - | +| 0.4567 | 15950 | 0.0072 | - | +| 0.4581 | 16000 | 0.0049 | - | +| 0.4596 | 16050 | 0.01 | - | +| 0.4610 | 16100 | 0.0084 | - | +| 0.4624 | 16150 | 0.006 | - | +| 0.4639 | 16200 | 0.0066 | - | +| 0.4653 | 16250 | 0.007 | - | +| 0.4667 | 16300 | 0.0083 | - | +| 0.4681 | 16350 | 0.0052 | - | +| 0.4696 | 16400 | 0.0074 | - | +| 0.4710 | 16450 | 0.0056 | - | +| 0.4724 | 16500 | 0.0059 | - | +| 0.4739 | 16550 | 0.0078 | - | +| 0.4753 | 16600 | 0.0109 | - | +| 0.4767 | 16650 | 0.0043 | - | +| 0.4782 | 16700 | 0.0059 | - | +| 0.4796 | 16750 | 0.0039 | - | +| 0.4810 | 16800 | 0.0061 | - | +| 0.4825 | 16850 | 0.0043 | - | +| 0.4839 | 16900 | 0.004 | - | +| 0.4853 | 16950 | 0.0052 | - | +| 0.4868 | 17000 | 0.0053 | - | +| 0.4882 | 17050 | 0.0068 | - | +| 0.4896 | 17100 | 0.0073 | - | +| 0.4911 | 17150 | 0.007 | - | +| 0.4925 | 17200 | 0.0034 | - | +| 0.4939 | 17250 | 0.0039 | - | +| 0.4953 | 17300 | 0.0038 | - | +| 0.4968 | 17350 | 0.0058 | - | +| 0.4982 | 17400 | 0.007 | - | +| 0.4996 | 17450 | 0.0058 | - | +| 0.5011 | 17500 | 0.0053 | - | +| 0.5025 | 17550 | 0.0072 | - | +| 0.5039 | 17600 | 0.0108 | - | +| 0.5054 | 17650 | 0.013 | - | +| 0.5068 | 17700 | 0.0088 | - | +| 0.5082 | 17750 | 0.0051 | - | +| 0.5097 | 17800 | 0.0096 | - | +| 0.5111 | 17850 | 0.006 | - | +| 0.5125 | 17900 | 0.0113 | - | +| 0.5140 | 17950 | 0.0063 | - | +| 0.5154 | 18000 | 0.0084 | - | +| 0.5168 | 18050 | 0.0086 | - | +| 0.5183 | 18100 | 0.008 | - | +| 0.5197 | 18150 | 0.0055 | - | +| 0.5211 | 18200 | 0.0034 | - | +| 0.5225 | 18250 | 0.0066 | - | +| 0.5240 | 18300 | 0.0107 | - | +| 0.5254 | 18350 | 0.0101 | - | +| 0.5268 | 18400 | 0.0081 | - | +| 0.5283 | 18450 | 0.0049 | - | +| 0.5297 | 18500 | 0.0056 | - | +| 0.5311 | 18550 | 0.0051 | - | +| 0.5326 | 18600 | 0.0033 | - | +| 0.5340 | 18650 | 0.0096 | - | +| 0.5354 | 18700 | 0.0071 | - | +| 0.5369 | 18750 | 0.0061 | - | +| 0.5383 | 18800 | 0.0057 | - | +| 0.5397 | 18850 | 0.004 | - | +| 0.5412 | 18900 | 0.0049 | - | +| 0.5426 | 18950 | 0.0041 | - | +| 0.5440 | 19000 | 0.0063 | - | +| 0.5455 | 19050 | 0.005 | - | +| 0.5469 | 19100 | 0.0061 | - | +| 0.5483 | 19150 | 0.0058 | - | +| 0.5497 | 19200 | 0.005 | - | +| 0.5512 | 19250 | 0.0068 | - | +| 0.5526 | 19300 | 0.0076 | - | +| 0.5540 | 19350 | 0.005 | - | +| 0.5555 | 19400 | 0.0087 | - | +| 0.5569 | 19450 | 0.0029 | - | +| 0.5583 | 19500 | 0.0077 | - | +| 0.5598 | 19550 | 0.0061 | - | +| 0.5612 | 19600 | 0.0072 | - | +| 0.5626 | 19650 | 0.0032 | - | +| 0.5641 | 19700 | 0.0075 | - | +| 0.5655 | 19750 | 0.0043 | - | +| 0.5669 | 19800 | 0.0044 | - | +| 0.5684 | 19850 | 0.004 | - | +| 0.5698 | 19900 | 0.0073 | - | +| 0.5712 | 19950 | 0.007 | - | +| 0.5727 | 20000 | 0.0065 | - | +| 0.5741 | 20050 | 0.0032 | - | +| 0.5755 | 20100 | 0.0063 | - | +| 0.5770 | 20150 | 0.0087 | - | +| 0.5784 | 20200 | 0.0027 | - | +| 0.5798 | 20250 | 0.0017 | - | +| 0.5812 | 20300 | 0.0058 | - | +| 0.5827 | 20350 | 0.0014 | - | +| 0.5841 | 20400 | 0.0073 | - | +| 0.5855 | 20450 | 0.0034 | - | +| 0.5870 | 20500 | 0.0042 | - | +| 0.5884 | 20550 | 0.006 | - | +| 0.5898 | 20600 | 0.0062 | - | +| 0.5913 | 20650 | 0.0043 | - | +| 0.5927 | 20700 | 0.0024 | - | +| 0.5941 | 20750 | 0.0041 | - | +| 0.5956 | 20800 | 0.0017 | - | +| 0.5970 | 20850 | 0.0058 | - | +| 0.5984 | 20900 | 0.0031 | - | +| 0.5999 | 20950 | 0.0063 | - | +| 0.6013 | 21000 | 0.0038 | - | +| 0.6027 | 21050 | 0.0038 | - | +| 0.6042 | 21100 | 0.0038 | - | +| 0.6056 | 21150 | 0.005 | - | +| 0.6070 | 21200 | 0.0025 | - | +| 0.6084 | 21250 | 0.0052 | - | +| 0.6099 | 21300 | 0.0035 | - | +| 0.6113 | 21350 | 0.0037 | - | +| 0.6127 | 21400 | 0.003 | - | +| 0.6142 | 21450 | 0.0042 | - | +| 0.6156 | 21500 | 0.0052 | - | +| 0.6170 | 21550 | 0.0057 | - | +| 0.6185 | 21600 | 0.0063 | - | +| 0.6199 | 21650 | 0.0051 | - | +| 0.6213 | 21700 | 0.0098 | - | +| 0.6228 | 21750 | 0.0043 | - | +| 0.6242 | 21800 | 0.0031 | - | +| 0.6256 | 21850 | 0.0057 | - | +| 0.6271 | 21900 | 0.0034 | - | +| 0.6285 | 21950 | 0.01 | - | +| 0.6299 | 22000 | 0.0074 | - | +| 0.6314 | 22050 | 0.0026 | - | +| 0.6328 | 22100 | 0.0067 | - | +| 0.6342 | 22150 | 0.0041 | - | +| 0.6356 | 22200 | 0.0061 | - | +| 0.6371 | 22250 | 0.0043 | - | +| 0.6385 | 22300 | 0.004 | - | +| 0.6399 | 22350 | 0.0056 | - | +| 0.6414 | 22400 | 0.008 | - | +| 0.6428 | 22450 | 0.0054 | - | +| 0.6442 | 22500 | 0.0029 | - | +| 0.6457 | 22550 | 0.0066 | - | +| 0.6471 | 22600 | 0.0046 | - | +| 0.6485 | 22650 | 0.0068 | - | +| 0.6500 | 22700 | 0.0049 | - | +| 0.6514 | 22750 | 0.0066 | - | +| 0.6528 | 22800 | 0.0019 | - | +| 0.6543 | 22850 | 0.0051 | - | +| 0.6557 | 22900 | 0.0041 | - | +| 0.6571 | 22950 | 0.0041 | - | +| 0.6586 | 23000 | 0.0053 | - | +| 0.6600 | 23050 | 0.0042 | - | +| 0.6614 | 23100 | 0.0047 | - | +| 0.6628 | 23150 | 0.0055 | - | +| 0.6643 | 23200 | 0.0094 | - | +| 0.6657 | 23250 | 0.0044 | - | +| 0.6671 | 23300 | 0.0059 | - | +| 0.6686 | 23350 | 0.0056 | - | +| 0.6700 | 23400 | 0.0068 | - | +| 0.6714 | 23450 | 0.0045 | - | +| 0.6729 | 23500 | 0.0054 | - | +| 0.6743 | 23550 | 0.0024 | - | +| 0.6757 | 23600 | 0.0069 | - | +| 0.6772 | 23650 | 0.0051 | - | +| 0.6786 | 23700 | 0.0047 | - | +| 0.6800 | 23750 | 0.0039 | - | +| 0.6815 | 23800 | 0.003 | - | +| 0.6829 | 23850 | 0.0062 | - | +| 0.6843 | 23900 | 0.0085 | - | +| 0.6858 | 23950 | 0.0046 | - | +| 0.6872 | 24000 | 0.0036 | - | +| 0.6886 | 24050 | 0.0021 | - | +| 0.6901 | 24100 | 0.0034 | - | +| 0.6915 | 24150 | 0.0038 | - | +| 0.6929 | 24200 | 0.0042 | - | +| 0.6943 | 24250 | 0.0052 | - | +| 0.6958 | 24300 | 0.0037 | - | +| 0.6972 | 24350 | 0.0033 | - | +| 0.6986 | 24400 | 0.0063 | - | +| 0.7001 | 24450 | 0.0039 | - | +| 0.7015 | 24500 | 0.0027 | - | +| 0.7029 | 24550 | 0.0032 | - | +| 0.7044 | 24600 | 0.0041 | - | +| 0.7058 | 24650 | 0.0039 | - | +| 0.7072 | 24700 | 0.0035 | - | +| 0.7087 | 24750 | 0.0053 | - | +| 0.7101 | 24800 | 0.0036 | - | +| 0.7115 | 24850 | 0.0037 | - | +| 0.7130 | 24900 | 0.0064 | - | +| 0.7144 | 24950 | 0.0054 | - | +| 0.7158 | 25000 | 0.0031 | - | +| 0.7173 | 25050 | 0.0045 | - | +| 0.7187 | 25100 | 0.0051 | - | +| 0.7201 | 25150 | 0.0009 | - | +| 0.7215 | 25200 | 0.0022 | - | +| 0.7230 | 25250 | 0.0019 | - | +| 0.7244 | 25300 | 0.0034 | - | +| 0.7258 | 25350 | 0.0025 | - | +| 0.7273 | 25400 | 0.0043 | - | +| 0.7287 | 25450 | 0.0053 | - | +| 0.7301 | 25500 | 0.0047 | - | +| 0.7316 | 25550 | 0.0068 | - | +| 0.7330 | 25600 | 0.0047 | - | +| 0.7344 | 25650 | 0.0061 | - | +| 0.7359 | 25700 | 0.0043 | - | +| 0.7373 | 25750 | 0.0046 | - | +| 0.7387 | 25800 | 0.0033 | - | +| 0.7402 | 25850 | 0.0047 | - | +| 0.7416 | 25900 | 0.0062 | - | +| 0.7430 | 25950 | 0.0057 | - | +| 0.7445 | 26000 | 0.0033 | - | +| 0.7459 | 26050 | 0.0015 | - | +| 0.7473 | 26100 | 0.0069 | - | +| 0.7487 | 26150 | 0.0044 | - | +| 0.7502 | 26200 | 0.0022 | - | +| 0.7516 | 26250 | 0.0045 | - | +| 0.7530 | 26300 | 0.0042 | - | +| 0.7545 | 26350 | 0.0041 | - | +| 0.7559 | 26400 | 0.0048 | - | +| 0.7573 | 26450 | 0.0068 | - | +| 0.7588 | 26500 | 0.002 | - | +| 0.7602 | 26550 | 0.0027 | - | +| 0.7616 | 26600 | 0.0029 | - | +| 0.7631 | 26650 | 0.0053 | - | +| 0.7645 | 26700 | 0.0067 | - | +| 0.7659 | 26750 | 0.0035 | - | +| 0.7674 | 26800 | 0.0023 | - | +| 0.7688 | 26850 | 0.0031 | - | +| 0.7702 | 26900 | 0.0056 | - | +| 0.7717 | 26950 | 0.0024 | - | +| 0.7731 | 27000 | 0.0062 | - | +| 0.7745 | 27050 | 0.0045 | - | +| 0.7759 | 27100 | 0.0059 | - | +| 0.7774 | 27150 | 0.0047 | - | +| 0.7788 | 27200 | 0.0017 | - | +| 0.7802 | 27250 | 0.0035 | - | +| 0.7817 | 27300 | 0.0053 | - | +| 0.7831 | 27350 | 0.0054 | - | +| 0.7845 | 27400 | 0.0021 | - | +| 0.7860 | 27450 | 0.0018 | - | +| 0.7874 | 27500 | 0.0026 | - | +| 0.7888 | 27550 | 0.005 | - | +| 0.7903 | 27600 | 0.0061 | - | +| 0.7917 | 27650 | 0.0039 | - | +| 0.7931 | 27700 | 0.0082 | - | +| 0.7946 | 27750 | 0.0039 | - | +| 0.7960 | 27800 | 0.0037 | - | +| 0.7974 | 27850 | 0.0023 | - | +| 0.7989 | 27900 | 0.0021 | - | +| 0.8003 | 27950 | 0.002 | - | +| 0.8017 | 28000 | 0.0071 | - | +| 0.8031 | 28050 | 0.0053 | - | +| 0.8046 | 28100 | 0.0035 | - | +| 0.8060 | 28150 | 0.0029 | - | +| 0.8074 | 28200 | 0.0011 | - | +| 0.8089 | 28250 | 0.0035 | - | +| 0.8103 | 28300 | 0.0042 | - | +| 0.8117 | 28350 | 0.0048 | - | +| 0.8132 | 28400 | 0.0029 | - | +| 0.8146 | 28450 | 0.0037 | - | +| 0.8160 | 28500 | 0.0022 | - | +| 0.8175 | 28550 | 0.0043 | - | +| 0.8189 | 28600 | 0.0084 | - | +| 0.8203 | 28650 | 0.003 | - | +| 0.8218 | 28700 | 0.002 | - | +| 0.8232 | 28750 | 0.0041 | - | +| 0.8246 | 28800 | 0.0049 | - | +| 0.8261 | 28850 | 0.0025 | - | +| 0.8275 | 28900 | 0.0037 | - | +| 0.8289 | 28950 | 0.0046 | - | +| 0.8304 | 29000 | 0.0014 | - | +| 0.8318 | 29050 | 0.0021 | - | +| 0.8332 | 29100 | 0.0038 | - | +| 0.8346 | 29150 | 0.0044 | - | +| 0.8361 | 29200 | 0.0029 | - | +| 0.8375 | 29250 | 0.0013 | - | +| 0.8389 | 29300 | 0.005 | - | +| 0.8404 | 29350 | 0.0041 | - | +| 0.8418 | 29400 | 0.0039 | - | +| 0.8432 | 29450 | 0.003 | - | +| 0.8447 | 29500 | 0.0054 | - | +| 0.8461 | 29550 | 0.0039 | - | +| 0.8475 | 29600 | 0.0045 | - | +| 0.8490 | 29650 | 0.0017 | - | +| 0.8504 | 29700 | 0.0038 | - | +| 0.8518 | 29750 | 0.0034 | - | +| 0.8533 | 29800 | 0.0043 | - | +| 0.8547 | 29850 | 0.0032 | - | +| 0.8561 | 29900 | 0.0088 | - | +| 0.8576 | 29950 | 0.0014 | - | +| 0.8590 | 30000 | 0.0026 | - | +| 0.8604 | 30050 | 0.0064 | - | +| 0.8618 | 30100 | 0.0014 | - | +| 0.8633 | 30150 | 0.0048 | - | +| 0.8647 | 30200 | 0.0027 | - | +| 0.8661 | 30250 | 0.0022 | - | +| 0.8676 | 30300 | 0.0064 | - | +| 0.8690 | 30350 | 0.0047 | - | +| 0.8704 | 30400 | 0.001 | - | +| 0.8719 | 30450 | 0.0041 | - | +| 0.8733 | 30500 | 0.0035 | - | +| 0.8747 | 30550 | 0.0028 | - | +| 0.8762 | 30600 | 0.0025 | - | +| 0.8776 | 30650 | 0.0087 | - | +| 0.8790 | 30700 | 0.004 | - | +| 0.8805 | 30750 | 0.0035 | - | +| 0.8819 | 30800 | 0.0057 | - | +| 0.8833 | 30850 | 0.0018 | - | +| 0.8848 | 30900 | 0.0013 | - | +| 0.8862 | 30950 | 0.004 | - | +| 0.8876 | 31000 | 0.005 | - | +| 0.8890 | 31050 | 0.0016 | - | +| 0.8905 | 31100 | 0.0022 | - | +| 0.8919 | 31150 | 0.0044 | - | +| 0.8933 | 31200 | 0.0038 | - | +| 0.8948 | 31250 | 0.0028 | - | +| 0.8962 | 31300 | 0.0041 | - | +| 0.8976 | 31350 | 0.0035 | - | +| 0.8991 | 31400 | 0.0026 | - | +| 0.9005 | 31450 | 0.0027 | - | +| 0.9019 | 31500 | 0.002 | - | +| 0.9034 | 31550 | 0.0025 | - | +| 0.9048 | 31600 | 0.0005 | - | +| 0.9062 | 31650 | 0.0042 | - | +| 0.9077 | 31700 | 0.0021 | - | +| 0.9091 | 31750 | 0.0031 | - | +| 0.9105 | 31800 | 0.0016 | - | +| 0.9120 | 31850 | 0.0019 | - | +| 0.9134 | 31900 | 0.0029 | - | +| 0.9148 | 31950 | 0.0045 | - | +| 0.9162 | 32000 | 0.0032 | - | +| 0.9177 | 32050 | 0.0023 | - | +| 0.9191 | 32100 | 0.0027 | - | +| 0.9205 | 32150 | 0.0017 | - | +| 0.9220 | 32200 | 0.0042 | - | +| 0.9234 | 32250 | 0.0052 | - | +| 0.9248 | 32300 | 0.0021 | - | +| 0.9263 | 32350 | 0.0063 | - | +| 0.9277 | 32400 | 0.0017 | - | +| 0.9291 | 32450 | 0.0052 | - | +| 0.9306 | 32500 | 0.0047 | - | +| 0.9320 | 32550 | 0.0029 | - | +| 0.9334 | 32600 | 0.0037 | - | +| 0.9349 | 32650 | 0.0008 | - | +| 0.9363 | 32700 | 0.002 | - | +| 0.9377 | 32750 | 0.0018 | - | +| 0.9392 | 32800 | 0.0023 | - | +| 0.9406 | 32850 | 0.0018 | - | +| 0.9420 | 32900 | 0.0037 | - | +| 0.9435 | 32950 | 0.003 | - | +| 0.9449 | 33000 | 0.0028 | - | +| 0.9463 | 33050 | 0.0028 | - | +| 0.9477 | 33100 | 0.0069 | - | +| 0.9492 | 33150 | 0.0028 | - | +| 0.9506 | 33200 | 0.0036 | - | +| 0.9520 | 33250 | 0.0037 | - | +| 0.9535 | 33300 | 0.0053 | - | +| 0.9549 | 33350 | 0.0046 | - | +| 0.9563 | 33400 | 0.0069 | - | +| 0.9578 | 33450 | 0.0059 | - | +| 0.9592 | 33500 | 0.0041 | - | +| 0.9606 | 33550 | 0.0047 | - | +| 0.9621 | 33600 | 0.0029 | - | +| 0.9635 | 33650 | 0.0009 | - | +| 0.9649 | 33700 | 0.0039 | - | +| 0.9664 | 33750 | 0.0049 | - | +| 0.9678 | 33800 | 0.0025 | - | +| 0.9692 | 33850 | 0.0036 | - | +| 0.9707 | 33900 | 0.0059 | - | +| 0.9721 | 33950 | 0.0027 | - | +| 0.9735 | 34000 | 0.0023 | - | +| 0.9749 | 34050 | 0.0034 | - | +| 0.9764 | 34100 | 0.0026 | - | +| 0.9778 | 34150 | 0.001 | - | +| 0.9792 | 34200 | 0.0056 | - | +| 0.9807 | 34250 | 0.0027 | - | +| 0.9821 | 34300 | 0.0025 | - | +| 0.9835 | 34350 | 0.0025 | - | +| 0.9850 | 34400 | 0.0015 | - | +| 0.9864 | 34450 | 0.0039 | - | +| 0.9878 | 34500 | 0.003 | - | +| 0.9893 | 34550 | 0.0044 | - | +| 0.9907 | 34600 | 0.0036 | - | +| 0.9921 | 34650 | 0.0027 | - | +| 0.9936 | 34700 | 0.0021 | - | +| 0.9950 | 34750 | 0.0029 | - | +| 0.9964 | 34800 | 0.0021 | - | +| 0.9979 | 34850 | 0.0024 | - | +| 0.9993 | 34900 | 0.0056 | - | + +### Framework Versions +- Python: 3.11.11 +- SetFit: 1.1.1 +- Sentence Transformers: 3.4.1 +- Transformers: 4.50.0 +- PyTorch: 2.6.0+cu124 +- Datasets: 3.4.1 +- Tokenizers: 0.21.1 + +## Citation + +### BibTeX +```bibtex +@article{https://doi.org/10.48550/arxiv.2209.11055, + doi = {10.48550/ARXIV.2209.11055}, + url = {https://arxiv.org/abs/2209.11055}, + author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren}, + keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences}, + title = {Efficient Few-Shot Learning Without Prompts}, + publisher = {arXiv}, + year = {2022}, + copyright = {Creative Commons Attribution 4.0 International} +} +``` + + + + + + \ No newline at end of file