SetFit with nomic-ai/nomic-embed-text-v1
This is a SetFit model that can be used for Text Classification. This SetFit model uses nomic-ai/nomic-embed-text-v1 as the Sentence Transformer embedding model. A LogisticRegression instance is used for classification.
The model has been trained using an efficient few-shot learning technique that involves:
- Fine-tuning a Sentence Transformer with contrastive learning.
- 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
- Classification head: a LogisticRegression instance
- Maximum Sequence Length: 8192 tokens
- Number of Classes: 560 classes
Model Sources
- Repository: SetFit on GitHub
- Paper: Efficient Few-Shot Learning Without Prompts
- Blogpost: SetFit: Efficient Few-Shot Learning Without Prompts
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 รขโฌลVan / Minibus / Bus / Ambulanceรขโฌ๏ 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 Bankโs 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 โ Savings Bank Platinum Account |
|
| Interest Rates for Small Savings Schemes |
|
| Terms and Conditions Indian Bank Digital Rupee |
|
| TERMS AND CONDITIONS-TERM DEPOSIT ACCOUNT |
|
| รขโฌลIND Corp SB Eliteรขโฌ๏ 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 Directorรขโฌโขs Profile |
|
| Savings Bank Accounts โ 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 โ 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 โ 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 Directorโs 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 โVan / Minibus / Bus / Ambulanceโ 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 Eliteโ 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 |
|
| Bankรขโฌโขs 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 โ 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 Bankโs Omni channel Mobile App |
|
| Home Loans: A Strategic Move to Preserve Your Savings |
|
| Unleash your Entrepreneurial Skills with Indian Bankโs 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 |
|
| Whatรขโฌโขs 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 โ Special Account for Defence Personnel |
|
| โIND Corp SB Eliteโ 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 Idโs |
|
| OVERDRAFT FACILITY IN SB SALARY A/CรขโฌลIB INSTA CASHรขโฌ๏ |
|
| FCNR (B) Accounts |
|
| Weaver MUDRA |
|
| Internet/Mobile/Tele Banking |
|
| Chief Vigilance Officer |
|
| IB Gen X โ 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 |
|
| Whatโs New? |
|
| IND โ PM Vishwakarma |
|
| Foreign Branches |
|
| Compressed Bio Gas plant financing under Sustainable alternative towards affordable Transportation |
|
| Bharat Aadhaar Seeding Enabler |
|
| Managing Director & CEOรขโฌโขs Profile |
|
| One Time Settlement for NPA Borrowers (eOTS) |
|
| New SB Product for Salaried Customers IND SALARY SURAKSHA |
|
| โNew SB Product for Pensionersโ 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 โ 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 โ 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 & CEOโs Profile |
|
| Designated Authority for Whistle Blower Complaints |
|
| OVERDRAFT FACILITY IN SB SALARY A/CโIB INSTA CASHโ |
|
| IMPORTANT TERMS AND CONDITIONS โ CA (Current Account) |
|
| IMPORTANT TERMS AND CONDITIONS โ 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 Principalโs 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 Bankรขโฌโขs Omni channel Mobile App |
|
| Service Charges on ATM Services |
|
| Donโt Be a Money Mule: Protect Yourself from Fraud |
|
| MACT SB |
|
| MSME AUTO RENEWAL |
|
| IMPORTANT TERMS AND CONDITIONS โ CA |
|
| Account Opening Forms NRI |
|
| Tamil Nadu Grama Bank |
|
| NRE SB ACCOUNTS |
|
| Shareholding Pattern |
|
| E-ALLAHABAD BANK |
|
| QIP WEBSITE DISCLAIMER |
|
| Bankโs Profile |
|
| Rajbhasha |
|
| Investors |
|
| ATM/Debit Cards |
|
| Unleash your Entrepreneurial Skills with Indian Bankรขโฌโขs MSME Loans |
|
| IB MY OWN SHOP |
|
| IND Corp SB โ Elite (Payroll Package Scheme) |
|
| IB โ COMFORT - DOMESTIC AND NRE (Minimum Balance & Charges) |
|
| IB Education Loan(IBA) |
|
| CGRS |
|
| Privacy Policy Mobile Banking (IndSmart) |
|
| IB Mahila Shakti โ For Women |
|
| รขโฌลNew SB Product for Pensionersรขโฌ๏ IND PENSION PRIME |
|
| IB RERA CURRENT ACCOUNT |
|
| Disclosures made to Stock Exchanges |
|
| Financial Results |
|
| IND Krishi Vaahan |
|
| Jaffna Branch |
|
| Profile Updation |
|
| IMAGE Email Idรขโฌโขs |
|
| 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 โ 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 โ Indian Bank Digital Rupee |
|
| Block all channels |
|
| Choosing the Right Term Deposit: Fixed, Recurring or Money Multiplier Your Best Fit? |
|
| IB Arogya Raksha โ 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 โ Payroll package scheme for salaried class |
|
| Add to your Financial Stability โ with IND Shakti 555 days |
|
| Ind QwikCollect |
|
| BHIM Aadhaar Pay |
|
| Term Loan |
|
| Indbank Merchant Banking - Online share trading |
|
| MCA Payment |
|
| โIND Corp SB โ Eliteโ Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) |
| <ul><li>'Free Personal Accidental Insurance cover benefits offered under Payroll package scheme ?'</li><li>'Can I get a credit card with the Corp SB โ ELITE account?'</li><li>'Can I get a credit card with the Corp SB โ ELITE account?'</li></ul> |
| Banking Ombudsman 2021 |
- 'What is banking ombudsman 2021?'
- 'What are the benefits of Cyber Financial Services for small businesses?'
- 'What benefits do Cyber Banking services offer to Indian customers?'
- 'Will Online Banking Platforms reduce the need for physical bank visits?'
- 'What are the prescribed Quarterly Average Balance requirements for PFMS or Other accounts in Metro/Urban and SU/Rural areas?'
- 'Are there any exclusive privileges provided for CA accounts of Central or State Government departments and consular offices?'
- 'IndOASIS Checksum: Is it unique for each online banking session?'
- 'How often should I update my IndOASIS Checksum for security purposes?'
- 'What is the purpose of IndOASIS Checksum in online banking transactions?'
- 'Can I get subscription of CRA CAMS '
- 'Steps to get cams subscription?'
- 'What are the benefits ofMSME Loan Renewal?'
- 'Provide information on can i get the account statement by email as mentioned in the brochure?'
- 'Can you tell me can i get the account statement by email?'
- "I'm curious about can i get the account statement by email as per policy?"
- 'Give me information about small farmers agri bussiness consortium?'
- 'What is the use & benefits of agri bussiness consortium?'
- 'How to apply for Industrial Machinery financing under IND EQUIPMENT & WHEELS scheme online?'
- 'Can I avail Equipment Loan for Industrial Wheels under CV scheme?'
- 'What is the repayment tenure for Vehicle Loan under CV scheme?'
- 'How to book an jewel loan appointment?'
- 'How does Online Banking facilitate fund transfers between accounts?'
- 'Can I link multiple accounts to my Internet Banking profile?'
- 'How to activate India Net Banking services for my new account?'
- 'How to download form 16 a?'
- 'Purpose of fair lending practices code?'
- 'Are short-term deposits taxable?'
- 'Can short-term deposits be renewed?'
- 'What is the penalty for early withdrawal?'
- 'Who is the current Executive Director of Indian Bank ?'
- 'When Shri Ashutosh Choudhury took the charge as Executive Director of Indian Bank ?'
- 'Shopping and Entertainment related Services in Ind Oasis Sceme?'
- 'How to apply for pre eligible bussiness loan through online?'
- 'Are there any collateral requirements for loans from the Animal Husbandry Infrastructure Fund?'
- 'What is subsidy in pashudhan mitra ?'
- 'What are the documents required to apply for the Animal Husbandry Infrastructure Development fund?'
- 'Are there any tax implications for NRIs using Foreign Currency Exchange services?'
- 'How do I report my International Currency Exchange transactions to the tax authorities?'
- 'What are the benefits of using a Foreign Currency Exchange broker?'
- 'purpose of the Indian Bank Trust for Rural Development (IBTRD)?'
- 'Who is eligible to receive support from IBTRD?'
- 'Want to know my account balance by fast communication?'
- 'Want to modify my existing Standing Instructions in CAMS-CRA?'
- 'Set up of Standing Instructions in CAMS-CRA?'
- 'What is Monthly Average minimum Balance for comfort NRE?'
- 'CHARGES FOR NON MAINTENANCE OF MIN BAL in IB Comfort domestic?'
- 'CHARGES FOR NON MAINTENANCE OF MIN BAL in IB Comfort domestic?'
- 'What is loan facility avaliable in Self Help Group Shakti ?'
- 'Can I get interest certificate online?'
- 'How to contact saptgiri grameena bank?'
- 'Give informaton about ATM Scam?'
- 'Unauthorized Electronic Banking Transaction?'
- 'Who is eligible for an insurance policy overdraft?'
- 'What is overdraft against insurance?'
- 'What is the Helpline number for Women Distress ?'
- 'What are the features of deposit insurance and credit guarantee corp?'
- 'What is required for a bank to enter into a Co-Lending agreement?'
- 'Available services regarding Wealth Management in indoasis?'
- 'What is subsidy in kisan saur shakthi ?'
- "I'm curious about bank statement sent through mail as per policy?"
- 'I want to understand bank statement sent through mail specifically?'
- 'Kindly clarify bank statement sent through mail as per the latest update?'
- 'What is ombudsman scheme?'
- 'Available UPI services in Smart scheme?'
- 'When did the CSIS scheme come into effect, and which loans does it cover?'
- 'What is Security features in SHG bank linkage programme ?'
- 'What is repayment in direct linkage to shgs ?'
- 'What is investor feedback, and why is it important?'
- 'What is the timing of CVMs?'
- 'Where can I find coin vending machines in Chennai?'
- 'What is monetory museum ?'
- 'I want information about Policy on appointment of SABs -year 2023 -24 (Domestic & Overseas)'
- 'How to visit re kyc portal?'
- 'policy determination and disclosure of material?'
- 'What is a Qualified Institutional Placement (QIP) in finance?'
- 'Give information about National Bank For agricultural and rural development?'
- 'What NABARD stands for?'
- 'What happens if I donโt submit the covering letter?'
- 'Steps to go live with Bhim Aadhaar-Indian Bank ?'
- 'What are the Features in BHIM AADHAAR PAY?'
- 'What is the processing fees for clean loan to salaried class ?'
- 'Documents to be submitted for clean loan to salaried class ?'
- 'Quick contact for distress women'
- 'RuPay Card Variants in Debit cards ?'
- 'Contactless debit card?'
- 'What is base I -II Disclosures'
- 'Can I get Email Address of Admin CM department of Image ?'
- 'Can I get Email Address of Training CM department of Image ?'
- 'Explain about Digital Personal Data Protection Policy?'
- 'Role of analyst coverage?'
- "What is citizens' character in indian bank?"
- 'Can I get information about puduvai bharathiar grama bank?'
- 'Accidential insurance cover On Debit Card in Salary suraksha?'
- 'What is the maximum withdraw at other bank atm in salary suraksha?'
- 'Accidential insurance cover On Debit Card in Salary suraksha?'
- 'privacy policy for softPOS? '
- 'How can I set up security alerts for my bank account?'
- 'What IMAGE stands For ?'
- 'Are mobile number updates possible with the Aadhaar correction form?'
- 'Is there a fee for enrolling in Aadhaar?'
- 'What is UIIC?'
- 'What covers under UIIC?'
- 'Percentage of interest rates on Grihalakshmi loan to shg members?'
- 'Guide me to apply loan on shg grihalakshmi ?'
- 'How to check loan application status?'
- 'What are security features in kisan credit card on animal husbandry and fisheries ?'
- 'Repayment period in kisan credit card on animal husbandry and fisheries ?'
- 'Money Multiplier Deposits ?'
- 'Recurring Deposits ?'
- 'How much are the stamp charges for a locker agreement?'
- 'stamp charges for locker agreement?'
- 'What is Electronic BG Applicant?'
- 'How will I use the e-od against deposit scheme?'
- 'National Pension System?'
- 'Protean-CRA scheme ?'
- 'Eligibility criteria of Home enrich?'
- 'common reasons for a cheque to be dishonoured?'
- 'Who are the target group forIB Golden Ager ?'
- 'What is minimum and maximum Deposit for IB Golden Ager ?'
- 'How can I use lockers after opening?'
- 'Profile of MD & CEO ?'
- 'DEAF Transaction List?'
- 'Documents needed for personal customer?'
- 'Procedure to give my feedback to bank service?'
- 'What is Pre-Shipment Credit rate?'
- "What are the export credit products offered under ECGC's enhanced cover?"
- 'What is positive pay system?'
- 'Electronic BG Benificiary ?'
- 'When was United Industrial Bank Ltd merged with Allahabad Bank ?'
- 'Information about The Sarfaesi ACT 2002?'
- 'What needs to be done or avoid for bheem aadhar pay?'
- 'How does the bank select recovery agents for empanelment?'
- 'How many languages is the *99# service available in, and can you name a few?'
- 'purpose of the Digital Personal Data Protection Policy?'
- 'What is positive pay system?'
- 'What are the bulk facilities for corporates and other customers in PPS?'
- 'Interest Rate for agricultural Products'
- 'policy for social media in indian bank?'
- 'What is UEBT? (Unathorized Electronic Banking Transaction)'
- 'How to register a complaint regarding UEBT fraud?'
- 'What is an ECS notice to customers?'
- 'What are all types of services provided by Indian bank ?'
- 'Can I apply for home loan through online?'
- 'Processing charges for doctor plus in SME Products?'
- 'can I update my KYC details through the online Re-KYC portal?'
- 'What is E-shopping?'
- 'What is SMS Alert charges in IB sammaan?'
- 'What is SMS Alert charges in IB sammaan?'
- 'What is the procedure of aadhaar seeding through online?'
- 'What is OD, term loan or credit card issued against a deposit?'
- 'What is the repayment period in loan against eNWRs?'
- 'purpose of the bankโs commitment code?'
- 'types of transactions covered under related party policy?'
- 'What indian bank offers in azadi ka amrit mahotsav?'
- 'Millionaire Recurring Deposit Account Instalments?'
- 'can I get an Aadhaar correction form in hindi?'
- 'processing charges for kisan credit card in agri term loans?'
- 'Steps for online vehicle financing?'
- 'purpose of the bankโs policy on green deposits?'
- 'Who is eligible for the GST Benefit Scheme?'
- 'Can you give me email id for nodal officers?'
- 'What and all covered under Policy on Appointment of Statutory Branch Auditors 2023-24 and Onwards in hindi? '
- 'What is loan amount sanctioned for loan against Lease Rentel?'
Evaluation
Metrics
| Label | Accuracy |
|---|---|
| all | 0.7624 |
Uses
Direct Use for Inference
First install the SetFit library:
pip install setfit
Then you can load this model and run inference.
from setfit import SetFitModel
# Download from the ๐ค 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 โ 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 Bankโs 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 โ #TogetherforBiggerThings | 1 |
| BCSBI - Code of Bankโs 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 |
| Bankรขโฌโขs Profile | 44 |
| Bankโs 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 | | CITIZENSโ 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 โ 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 โ 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 | | Donโt 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 โ 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 Directorรขโฌโขs Profile | 33 | | Executive Directorโs 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 โ 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 โ Payroll package scheme for salaried class | 3 | | IB Corp SB โ 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 โ For the Vibrant Youth | 37 | | IB Golden Ager Term Deposit Product for Super Senior Citizens | 62 | | IB Golden Ager โ 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 โ 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 โ 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 โ Loan Against eNWRs | 1 | | IB RERA CURRENT ACCOUNT | 15 | | IB RERA Current Account | 30 | | IB Salaam Special Account for Defence Personnel | 40 | | IB Salaam โ 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 โ COMFORT - DOMESTIC AND NRE (Minimum Balance & Charges) | 17 | | IB โ Sammaan | 2 | | IB โCOMFORT- 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 Idรขโฌโขs | 14 | | IMAGE Email Idโs | 26 | | IMAGE Infrastructure | 19 | | IMAGE Principalโs Message | 26 | | IMAGE Training Philosophy | 28 | | IMPORTANT TERMS AND CONDITIONS CA | 33 | | IMPORTANT TERMS AND CONDITIONS SB | 39 | | IMPORTANT TERMS AND CONDITIONS โ CA | 4 | | IMPORTANT TERMS AND CONDITIONS โ CA (Account Transfer) | 16 | | IMPORTANT TERMS AND CONDITIONS โ CA (Current Account) | 17 | | IMPORTANT TERMS AND CONDITIONS โ SB | 3 | | IND COURT | 28 | | IND Corp SB Eliteโ Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) | 8 | | IND Corp SB โ 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 โ 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 โ 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 Bankรขโฌโขs Omni channel Mobile App | 9 | | IndSMART: Indian Bankโs 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) โ 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 รขโฌลVan / Minibus / Bus / Ambulanceรขโฌ๏ to Institutions / Firms / PSU / Company / Hospitals | 33 | | Loan for Purchase of โVan / Minibus / Bus / Ambulanceโ 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 โ 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 & CEOรขโฌโขs Profile | 33 | | Managing Director & CEOโs 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/CรขโฌลIB INSTA CASHรขโฌ๏ | 25 | | OVERDRAFT FACILITY IN SB SALARY A/CโIB INSTA CASHโ | 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 โ Savings Bank Platinum Account | 18 | | SB Platinum โ 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) โ SHAKTI | 1 | | SHG Bank Linkage Programme Direct Linkage to SHGs | 21 | | SHG Bank Linkage Programme โ 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 โ 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 โ 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 โ 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 Bankรขโฌโขs MSME Loans | 7 | | Unleash your Entrepreneurial Skills with Indian Bankโs 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 | | Whatรขโฌโขs New? | 15 | | Whatโs 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 | | รขโฌลIND Corp SB Eliteรขโฌ๏ Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) | 42 | | รขโฌลNew SB Product for Pensionersรขโฌ๏ IND PENSION PRIME | 9 | | โIND Corp SB Eliteโ Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) | 24 | | โIND Corp SB โ Eliteโ Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) | 4 | | โNew SB Product for Pensionersโ 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
@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}
}
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Model tree for kneau007/few-shot-classification
Base model
nomic-ai/nomic-embed-text-v1