kneau007/my-classifier-3

SetFit with sentence-transformers/paraphrase-mpnet-base-v2

This is a SetFit model that can be used for Text Classification. This SetFit model uses sentence-transformers/paraphrase-mpnet-base-v2 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:

1. Fine-tuning a Sentence Transformer 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: sentence-transformers/paraphrase-mpnet-base-v2
• Classification head: a LogisticRegression instance
• Maximum Sequence Length: 512 tokens
• Number of Classes: 360 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
IB Golden Ager Term Deposit Product for Super Senior Citizens	"How does IB Bank's Golden Ager Deposit help Super Senior Citizens?" 'Can I get a higher interest rate for Jewel Ager Deposit?' 'Is Golden Ager Deposit available for HUF (Hindu Undivided Family) accounts?'
DEAF Transaction List	'Are Electronic Account File Transactions updated overnight?' 'How do I print my Electronic Account File Transaction list?' 'Are all transactions included in my Daily Electronic Account File?'
Unleash your Entrepreneurial Skills with Indian Bank’s MSME Loans	'Do Cottage Industries qualify for MSME loans from Indian Bank?' 'How do Women Entrepreneurs benefit from MSME loans offered by Indian Bank?' 'How can Small Scale Industries leverage MSME loans for growth?'
IB Home Improve	'How does a housing renovation loan affect my credit score?' 'What are the best loan options for villa improvement projects?' 'What are the benefits of home improvement loans for homeowners?'
Lab Grown Diamond Scheme	'How does the bank verify the authenticity of a lab-grown diamond?' 'What are the fees associated with a man-made diamond loan?' 'What is the minimum value of a lab-created diamond required for a loan?'
Reverse Mortgage	'Can I use a Home Equity Loan to pay for long-term care?' 'How does a Reverse Annuary Mortgage work with an existing mortgage?' 'What is the difference between a Home Reversion Scheme and a loan?'
Bank’s Profile	"Can I find a summary of the bank's deposit insurance coverage?" "What is the bank's bio, including its mission and vision?" "What is the bank's review of its performance over time?"
PMMY-MUDRA-Tarun Plus	'What are the features of PMMY Tarun Plus scheme?' 'Is Pradhan Mantri Tarun Plus scheme only for existing businesses?' 'How to check eligibility for Mudra Tarun Plus loan?'
Deposit Rates	'What is the average Deposit Rate offered by online banks?' 'Can I earn a higher Seeding Rate by setting up automatic transfers?' 'What is the impact of a Low Deposit Rate on my savings account?'
IB i-Freedom Current Account	'How do I close my i-Freedom Account if I move abroad?' 'How do I apply for a Freedom current account with IB?' 'What is the interest rate on an i-Freedom Current Account?'
Nodal Officers RBI Integrated Ombudsman Scheme, 2021	'Can a Jurisdictional Nodal Officer help with credit card issues?' 'How does a Zone-wise Customer Service Officer handle customer feedback?' 'How does a Regional Ombudsman Scheme handle banking complaints?'
SB for students under govt scholarship & SB for DBT	'What is the eligibility criteria for student government Scholarship SB accounts?' 'Can student saving accounts be converted to regular SB accounts?' 'Can students sb accounts be used for online transactions?'
Fixed Deposit	'How do I choose the right Deposit scheme for me?' 'What are the benefits of a Short-Term Deposit for businesses?' 'What is the interest rate for a Long-Term Deposit scheme?'
Privacy Policy IndOASIS	'How does Customer Information Protection Policy handle data leaks?' 'What are the penalties for violating Data Privacy Rules IndOASIS?' 'What is the purpose of IndOASIS Information Security Policy?'
Welcome aboard!	"What's included in our get started banking bundle?" 'What perks come with being on board our premium banking package?' "Onboarding made easy: what's the process like?"
Loan/OD/Credit Card against Deposit	'Can I get a credit card against my overdraft deposit?' 'Can I use my credit deposit as collateral for a personal loan?' 'What is the minimum income required for credit deposit eligibility?'
FCNR (B) DEPOSITS Rates	'Can I open an FCNR (B) Deposit account for my minor child?' 'What are the charges for maintaining an FCNR (B) Fixed Deposit account?' 'Can I deposit my entire savings in an FCNR (B) Deposit account?'
Lending rates	'How do loan rates change for subprime borrowers?' 'What are the advance rates for a business line of credit?' 'Do investment credit rates fluctuate with market conditions?'
Press Releases	'What is the importance of timely Issuing Statements in banking?' 'What is the significance of Issuing Statements in banking regulations?' 'How do banks utilize Communiqués to share financial results?'
Defending Against Rising Online Frauds: Stay Cyber-Safe!	'How do I Stay Safe from Frauds when using public Wi-Fi for banking?' 'What measures can I take to defend against rising frauds in mobile banking?' 'What is the role of customers in Fraud Protection in banking services?'
Weaver MUDRA	'How does Weaver MUDRA support the growth of handloom clusters?' 'What are the tax benefits for Weaver MUDRA loan borrowers?' 'What is the Handloom MUDRA loan scheme for weavers in India?'
Investor Grievances	'What is the role of banking ombudsman in addressing Investor Grievances?' "Can I seek Compensation for investment losses due to bank's negligence?" 'Can I file a Petition against a bank for investment-related issues?'
Vision and Mission	"What is the bank's Next steps for improving online banking security?" "Does the bank's Mandate prioritize customer service excellence?" "How does the bank's Mandate shape its branch network expansion?"
IND SAMPOORNA SALARY PACKAGE	'Can I expect a salary package hike during increments?' 'Are there any exceptions to the standard compensation package?' 'How is the Sampoorna package affected by location and cost of living?'
Disclosures	'Must banks provide customers with a Clear Disclosure of account terms?' 'Can Open Communication policies reduce customer complaints?' 'Can customers request a copy of their Account Summary Disclosure?'
IB Vidyarthi Suraksha (With PNB-Metlife)	'What is the eligibility criteria for IB Vidyarthi Suraksha policy?' 'Can I purchase Student Suraksha insurance online through PNB net banking?' 'How does Vidyarthi Suraksha policy benefit students pursuing higher education?'
Digital Banking Unit: Shaping the Financial Future of India	'What benefits do Cyber Banking services offer to Indian customers?' 'How does Financial Inclusion through Technology empower rural Indians?' 'Can Digital Financial Inclusion initiatives really make a difference?'
Wealth Management Services	'Can a Financial Independence service help me retire early?' 'How does a Financial Affluence service help with business succession planning?' 'What is the difference between Financial Security Planning and insurance?'
IND Millionaire Recurring Deposit Account NRE	'Is IND Millionaire Recurring Deposit Account NRE available for minors?' 'What are the benefits of IND Millionaire Recurring Deposit Account NRE?' 'How to close IND Millionaire Recurring Deposit Account NRE prematurely?'
Service Charges	'Can I avoid the Charges for account overdrafts?' 'How do I calculate the Tariffs for international transactions?' 'Can I avoid the Service Charges for low account balances?'
Audio/ Video Recording/Concall Transcripts	'Can clients request access to Recorded Conference Call Audio Files?' 'Are Audio Recordings of Client Conversations used for coaching purposes?' 'Are Telephone Call Transcripts used for customer feedback analysis?'
What’s New?	"What's the news on new banking features and services?" 'What recent developments have improved online banking security?' "What's the latest information on cardless ATM access?"
IB Plot Loan	'Can I get a land loan to buy a plot of land in a residential area?' 'Do you offer a terrain loan to non-resident Indians?' 'What is the eligibility criterion for availing a parcel loan from your bank?'
TERMS AND CONDITIONS-TERM DEPOSIT ACCOUNT	'Are Terms & Conditions Term Deposit accounts government-insured?' 'Can I withdraw from a Term Deposit if I violate rules?' 'What is the minimum balance for Terms & Conditions Term Deposit?'
IMAGE Email Id’s	'What is the importance of IMAGE Email Addresses in online banking security?' 'Can I use my IMAGE Contact Emails for receiving account statements?' 'What happens if I forget my IMAGE Email Contacts for password recovery?'
Service Charges / Forex Rates	'Are there any Service Charges for using my credit card abroad?' 'How do I calculate the Currency Exchange charges for my transaction?' 'Can you explain the Service Charges for ATM withdrawals abroad?'
Chief General Managers	'Can a Chief General Manager resolve customer disputes in a cooperative bank?' 'What are the goals of a Chief General Manager in a digital banking platform?' 'What role does a Chief General Manager play in launching new financial products?'
Bharat Aadhaar Seeding Enabler	'Can I use the Bharat Aadhaar Seeding Enabler for credit card accounts?' 'How do I initiate the Bharat Aadhaar Seeding Enabler process?' 'What documents are required for the Aadhaar Linking Enabler process?'
Customer On-Boarding using TAB	'What is the role of the Onboarding Tablet in customer authentication?' 'Onboarding Tab: What are the common pain points faced by customers?' 'How does the Onboarding Tab handle complex customer information?'
N R I / Foreign Exchange	'What are the risks associated with N R I Exchange transactions?' 'How do I monitor Foreign Exchange market fluctuations?' 'How do Foreign Exchange rates affect my international transactions?'
Financial Inclusion in India: Filling the Void	'Can Bridging Financial Gap initiatives improve healthcare outcomes?' 'Can Bridging Financial Gap initiatives increase access to insurance?' 'How does Economic Growth in India depend on financial literacy?'
IND EQUIPMENT & WHEELS (CE/CV) scheme	'Can I get a loan for Industrial Machinery under CV scheme for business expansion?' 'Can I get a loan for Industrial Wheels under IND EQUIPMENT & WHEELS scheme?' 'What are the interest rates for Industrial Equipment financing under CE/CV scheme?'
Indian Bank Debit Card Shopping Perks	'Are there any Birthday Shopping Offers for Indian Bank debit cardholders?' 'What are the Retail Benefits of using Indian Bank debit cards?' 'What Retail Therapy benefits do Indian Bank debit cards offer to customers?'
IND Krishi Vaahan	'Does the bank provide insurance for krishi vahan purchases?' 'Does the bank provide krishi vahan financing for small-scale farmers?' 'What are the benefits of krishi motor financing from this bank?'
What is a Credit Score and How it Shapes Financial Health	'How does Financial Health affect credit card application approvals?' 'What is the role of Financial Health in investment portfolio management?' 'What is the ideal Credit Score range for personal loan approvals?'
Designated Authority for Whistle Blower Complaints	'How does the Authorized Whistleblower Complaints Receiver ensure customer confidentiality?' 'How does the Designated Authority for Whistle Blower Complaints handle repeat complaints?' 'Is the Authorized Whistleblower Complaints Receiver responsible for reporting to regulatory bodies?'
IND Rupee Gain	'How does INR appreciation lead to Currency Gain?' 'What are the benefits of Rupee Gain for small business owners?' 'Are there any risks associated with Rupee Gain investments?'
F.A.Qs	'What are the Most Frequently Asked Questions about personal loans?' 'How do I access the Frequently Asked Questions section on my mobile device?' 'Are there any Recurring Enquiries about mobile banking apps?'
New Pension Scheme as an avenue for Tax Savings	'Can I take a loan against my New Pension Scheme account?' 'How does the Retirement scheme help in achieving long-term financial goals?' 'What are the Retirement Scheme benefits for salaried individuals in India?'
Termination Clause Mobile Banking (IndSmart)	'How does the Expiration Term affect my loan repayment schedule?' 'How does the Termination Clause impact my credit score?' 'Can I dispute the Termination Decision made by the bank?'
Current Account	'What is the daily withdrawal limit for a contemporary account?' 'What are the features of a real-time account?' 'Can I link my instantaneous account to mobile banking?'
CENTRAL BANK DIGITAL CURRENCY (CBDC) -Indian Bank Digital Rupee Application	'Can I use central virtual currency for online shopping?' 'Will Virtual Currency be used for government subsidies?' 'How does central virtual currency improve transaction transparency?'
NPS VATSALYA	'What is the minimum tenure to stay invested in National Pension VATSALYA?' 'Can I change my investment option in National Pension VATSALYA mid-term?' 'What are the documents required to open a National Pension VATSALYA account?'
IMAGE Computer Centre	'How does the Digital Facility handle customer online banking complaints?' 'What services does the IT Department offer to small business banking clients?' 'How does the Information Centre prevent phishing attacks on customers?'
Account Opening Forms NRI	'What is the deadline for submitting the NRI Account Opening Documents?' 'Can I use a representative to submit the Non-Resident Banking Application?' 'Can I get help with filling out the NRI Account Application Form?'
Doorstep Banking	'What is the process for doorstep banking password reset?' 'Do entranceway banking services offer personalized financial advice?' 'What is the role of doorstep banking in rural development?'
Digital Insurance Platform	'Can Virtual Insurance Services be used for retirement planning products?' 'How does Cyber Insurance Platform improve risk management for bankers?' 'What are the advantages of Online Insurance Solutions for banking customers?'
How to Save Tax 101: A Comprehensive Guide to Tax Saving Investment Options	'What are the tax implications of withdrawing from tax-saving investments before maturity?' 'How do exemption schemes aid in fiscal prudence for the average salaried individual?' 'What are the eligibility criteria for deductions under Section 80C of the Income Tax Act?'
Recurring Deposit	'Can I take a Regular Deposit loan against my account?' 'Can I open a Regular Savings Plan online?' 'How to check the balance of a Recurring Deposit account?'
IND MSME VEHICLE	'Is Small Business Auto loan available for startup owners?' 'What are the documents required for Small Enterprise Vahan loan?' 'Can I use MSME Vehicle loan for vehicle fuel expenses?'
“New SB Product for Pensioners” IND PENSION PRIME	'What are the fees associated with Senior Savings Deposit scheme?' 'Can I transfer funds from my Senior Deluxe Savings Account to another account?' 'Can I use my Pension Plus Debit Card for international transactions?'
IB CORP SB Payroll Package Scheme for Salaried Class	'What is the interest rate offered by Corp SB accounts?' 'Does the Payroll Package Scheme offer free debit cards?' 'What are the requirements for Corporate Savings Scheme eligibility?'
Block Lost ATM Card	'Can I Block Lost ATM using phone banking?' 'Is it necessary to Block ATM in case of theft?' 'Can I request Block Lost Debit Card if card is damaged?'
IB Sammaan	'Can I get travel insurance with the Esteem credit card?' 'Do Respect current accounts have checkbook facilities?' 'How do I apply for the Glory gold credit card?'
IB PROFESSIONAL	'What are the key Professional networks for IB professionals?' 'How do occupation experts collaborate with cross-functional teams in IB?' 'What are the key challenges faced by occupation experts in investment banking?'
Credit Life Insurance Coverages in association with M/s. Aditya Birla Sun Life Insurance	'What is the maximum sum assured for credit life insurance with Birla Sun Life?' 'What is the minimum sum assured for credit life insurance with Aditya Birla Sun Life?' 'How does credit life insurance with Birla Sun Life benefit my business?'
V-CIP	'What are the challenges of implementing Video Customer Identification?' 'Can Online Identity Verification reduce wait times for customers?' 'Can Virtual Customer Identification reduce operational costs?'
IND Micro Food Processing Enterprises- (PMFME)	'Can a food manufacture enterprise apply for a term loan for equipment purchase?' 'How does a food manufacture company benefit from invoice financing?' 'Is the PMFME scheme applicable to small Food Processing units in rural areas?'
Kisan Credit Card (KCC)	'Can I use my Kisan Credit Card for fertilizer purchases?' 'Farmer Credit Cards are available in which banks?' "What is the Rural Credit Facility scheme's eligibility criteria?"
SELF HELP GROUP (SHG) SHAKTI	'How does the Shakti Self-Help Model impact rural development?' 'How does the Collective Empowerment Initiative promote savings?' "What is the significance of Shakti in promoting women's empowerment?"
New SB Product for Salaried Customers IND SALARY SURAKSHA	'What are the eligibility criteria for Income Suraksha?' 'How does Salary Suraksha impact my loan eligibility?' 'What is the claim process for Salary Security?'
Another Option for Pension	'What are the Pension Alternative Strategies for risk-averse investors?' 'How do I choose the Right Pension Alternative for my age?' 'What are the Features of Pension Alternatives for high-net-worth individuals?'
NRI and Forex	'How do I transfer funds internationally using Overseas Currency Trading?' 'Can I get a Foreign Currency Exchange card for international transactions?' 'How do I open an International Currency Exchange account for my dependents?'
Investor / Analyst Presentation	'What is the main theme of the latest Investor Call?' "What is the Bank's Policy on Investor Disclosure?" 'How does the Investor Outreach Program work?'
Customer Centric Services	'How can Human-Centered Banking improve customer engagement?' 'How does Personalized Banking improve customer experience?' 'What is the importance of User-Centric Design in mobile banking apps?'
IMAGE Training Philosophy	"How does IMAGE's Educational Philosophy impact customer satisfaction?" "How does IMAGE's Educational Doctrine impact customer loyalty?" 'What Learning Methodology does IMAGE use for cross-selling strategies?'
NRI Home Loan	'What is the foreclosure procedure for a non-resident house loan?' 'What are the benefits of a non-resident apartment loan over a regular loan?' 'What are the benefits of NRI home loans for Indian citizens abroad?'
Interest Rates on Personal Segment Loan Products: Floating	'How does the Personal segment Floating interest rate compare to other loan products?' 'How does the Personal segment Floating interest rate impact my monthly installments?' 'What is the average interest rate on a Variable Personal segment loan?'
Annual General Meeting	'What are the procedures for the yearly general meeting of shareholders?' 'How are decisions made at the annual meeting of bank members?' 'How do I submit a proposal for the yearly bank meeting?'
Nomination: A Must Have in Your Accounts	'Who can be designated as a beneficiary in a fixed deposit account?' 'Who can appoint a beneficiary in a corporate bank account?' 'Does a joint account require a designation of successor?'
Media Speaks	'What are the benefits of Expert Interviews on banking topics?' 'What are the benefits of Media Appearances for banking brands?' 'How do Newspaper Articles on banking trends impact customer decisions?'
Debit Cards	'What is the cash withdrawal limit for a business bankcard?' 'Can I get a statement of my cashpoint transactions for tax purposes?' 'Can I use my bankcard to make a purchase in a foreign currency?'
The Convenience Revolution: Mobile Banking Explained	'How does the Wireless Banking Convenience Revolution impact financial literacy?' 'Can the Electronic Payment Convenience Shift reduce late payment fees?' 'What are the challenges facing the Online Banking Convenience Evolution?'
SB FOR CENTRAL / STATE GOVERNMENT / CONSULAR OFFICES & IND PFMS	'What are the requirements to open an SB PFMS account?' 'Can I apply for an SB PFMS account online?' 'Are SB State Govt accounts eligible for mobile banking?'
Education Loan Subsidy Schemes	'Can NRI students avail Educational compensation from Indian banks?' 'Is education compensation only for undergraduate degrees?' 'What are the eligibility criteria for student subsidy schemes in banks?'
IB MSME Jewel Loan	'What is the eligibility criteria for IB MSME Jewel Loan for women entrepreneurs?' 'What is the repayment tenure for IB MSME Jewelry Loan?' 'Is IB MSME Jewelery Loan available for new business ventures?'
IMAGE	'Can I take a photograph of my deposit slip to submit online?' 'Can I take a screenshot of my account activity to submit to customer support?' 'Picture this: I lost my debit card, can I still access my account?'
Foreign Branches	'What is the difference between an Overseas Branch and a representative office?' 'Can an International Branch provide foreign exchange hedging solutions?' 'How do Foreign Branches handle customer complaints?'
IB Home Loan Flexi	'Can I prepay my Home Flexi loan without incurring any penalties?' 'Can I use the Real Estate Flexi loan to purchase a commercial property?' 'How does the House Flexi loan interest rate compare to other banks?'
INDIAN BANK MUTUAL FUND	'Can I withdraw my Indian Bank Mutual Financial investment prematurely?' 'How to redeem my Indian Bank Mutual Fund units online?' 'What is the NAV of Indian Bank Mutual Fund today?'
MD & CEO Speeches / Media Interaction	"How will the CEO's speech impact the bank's provisioning for bad loans?" "What innovative solutions did the CEO's address promise to customers?" "Did the top executive's statement provide an update on the bank's capital adequacy ratio?"
Extraordinary General Meetings	'Can an Emergency General Meeting be convened by shareholders of a bank?' 'Can an Extraordinary General Meeting be held at a branch office of a bank?' 'What is the notice period for an Extraordinary General Assembly in banking?'
Loan for Purchase of “Van / Minibus / Bus / Ambulance” to Institutions / Firms / PSU / Company / Hospitals	'What documents are required for Minibus Institution loan applications?' 'Can an Institution purchase multiple Minibuses with a single loan?' 'How does the bank verify the business vintage of a Bus firm?'
IMPORTANT TERMS AND CONDITIONS SB	'What are the rules SB for account closures and terminations?' 'What are the consequences of not complying with the Saving T&C?' 'Can I opt-out of certain Terms Conditions Savings for my account?'
External Sites	'Can I use Site bookmarking for quick access to online banking?' 'How do I report suspicious activity on an RBI details page?' 'Can I access the Foreign banking institution site from my mobile device?'
PMSurya Ghar: Muft Bijli Yojana Roof Top Solar Loan Scheme	'What is the interest rate for senior citizens applying for Muft Bijli Yojna loan?' 'What are the documents required for Pradhan Mantri Solar loan application?' 'What is the interest rate for Pradhan Mantri Muft Bijali Yojana loan at my bank?'
Tab Banking	"Can I transfer funds using my tablet's banking application?" 'Is the tablet banking app available for both iOS and Android?' 'How does the slate banking app enable mobile banking for customers?'
Welfare of Minorities	'Can banks play a role in Empowering Minority Entrepreneurs through financing?' 'Do banks offer Minority-Focused Financial Education and Awareness programs?' 'Does the bank offer specialized services for Underrepresented Segment Financial Inclusion?'
MSME AUTO RENEWAL	'How does Micro Small Medium Enterprises RENEWAL impact credit scores in banking?' 'How long does it take for Micro Small Medium Enterprises auto RENEWAL to get approved?' 'Is MSME RENEWAL available for small-scale industries in the manufacturing sector?'
IND PASHUDHAN Mitra- Animal Husbandry Infrastructure Development Fund (AHIDF)	'How does the AHIDF impact the overall livestock industry?' 'How does the AHIDF support animal husbandry infrastructure development in rural areas?' 'How much funding can I get from the Animal Husbandry Infrastructure Fund for poultry farming?'
Customer Complaints / Awareness	'What are the key performance indicators for measuring Customer Feedback in banking?' 'What is the process for escalating Customer Complaints to the banking ombudsman?' 'What are the benefits of implementing a Customer Complaint Awareness program?'
MSME	'What is the process for availing of a Micro Enterprise business loan?' 'Can I get a business debit card for my Micro Enterprise?' 'Can I avail of digital banking services for my Small and Medium Enterprise?'
IB Tradewell	'What is the process for applying for a Commerce Facility loan?' 'How does Trade Facilitation reduce risks in international trade?' 'What are the interest rates for Supply Chain Financing?'
Don’t Be a Money Mule: Protect Yourself from Fraud	'What are the consequences of becoming an Accidental Fraudster?' 'How can I avoid being a Cash Courier for fraudsters?' 'What is a Financial Proxy and how can it harm my bank account?'
Digitizing the Indian Banking Experience	'What are the challenges of Implementing Digital Solutions in Indian banks?' 'Can Cybernetic Transformation lead to faster loan approvals in Indian banks?' 'What are the benefits of Digitalization in Improving Customer Service?'
Colombo Branch	'Can I request a credit limit increase at the Lankan Banking Institution?' 'What services does the National Metropolis Branch offer?' 'How do I update my account information at the Commercial Capital Branch?'
Say No to Queues and Yes to Fastag!!!!!	'Will No Delay Banking reduce waiting time?' 'Will Electronic Toll Collection simplify my banking transactions?' 'Is Express Lane available for mobile banking apps?'
Quick Contact	'Can I use the Contact Form for account-specific inquiries?' 'Contact Us page is not loading, what should I do?' 'How do I escalate an issue to the Expedited Support team?'
Dairy Loan	'Can I get a Curd Loan with a low credit score?' 'Do I need collateral for a Milk Loan from a bank?' 'How does a Dairy Farm Loan impact my credit score?'
NRI Plot Loan	'What is the maximum loan tenure for an NRI land purchase loan?' 'Can I get a loan for a plot purchase in a smart city?' 'Can I get a loan for a non-resident property without a co-applicant?'
Event Updates/ Newspaper Advertisement	'When will the bank announce its Year-End Event Schedule?' 'How do banks utilize Newspaper Inserts for targeted marketing?' 'What are the highlights of the recent Financial Inclusion Event Updates?'
IND-SURYA SHAKTI	'How does STARLIGHT POTENCY affect credit scores?' 'What are the benefits of using LUMINOUS POTENCY for business expansion?' 'What is the minimum income requirement for Celestial Force loans?'
Careers	'Can I build a profession in securities trading?' 'What are the job prospects in branch management?' 'What are the career advancement opportunities in wealth management?'
Tarun Plus Scheme	'What are the features of the Young Virtuoso Deposit?' 'Can I avail a personal loan facility with the Emerging Prodigy Account?' 'How does the Budding Prodigy Program help in financial literacy?'
Lending rates for RMD	'What is the typical loan term for a Retirement Account Distribution?' 'What is the maximum amount I can borrow against my Retirement Account Disbursement?' 'How do Retirement Income Withdrawals impact loan approval rates?'
How-to Videos Internet Banking	'How do Virtual Class Videos assist with online savings account management?' 'Can Web-based Guidance Videos assist with updating account information?' 'Can Web-based Learning Resources help with online card activation?'
Ind Mortgage	'Can I use a Home Equity Loan to fund my education expenses?' 'What is the maximum Loan-to-Value ratio for a Residential Mortgage?' 'How does a Private Mortgage Insurance affect my monthly payments?'
What and How of Phishing	'How do scammers use clickjacking to steal sensitive banking information online?' 'Can quid pro quo attacks be used to steal sensitive banking information?' 'What is the role of baiting in compromising customer banking security?'
Policies and Regulations	'What are the Norms for resolving customer disputes?' 'Can Guidelines for loan refinancing be negotiated?' 'What are the Regulations for opening a joint account?'
Capital Gains	'Do I need to pay tax on Appreciation of My Assets?' 'How to calculate Tax on Profit from Sale of Investments?' 'What is the tax rate on Investment Proceeds in a savings account?'
Subsidiaries and Joint Ventures	'How do Allied businesses in banking share market research?' "Can I invest in an Affiliate company's IPO as a bank customer?" 'How do Allied companies share customer data in banking?'
IMAGE Principal’s Message	'Can customers contact the Principal directly through the Message from IMAGE Principal?' 'Is the Message from IMAGE Principal visible on mobile banking apps?' 'What is the significance of the Message from IMAGE Principal in online banking?'
IND COURT	'Are judicial remedies available for online banking fraud?' 'Can a judicial order force a bank to waive fees?' 'What is the process for resolving disputes in the Tribunal?'
IB Tax Saver Scheme	'What are the Tax Relief benefits for salaried individuals?' 'Can I get Tax Savings on investments made through phone banking?' 'What are the features of the Tax Saver scheme for young investors?'
Services rendered free of charge	'Are on-us ATM transactions completely cost-free?' 'Can I get a complimentary overdraft protection plan?' 'Are charge-free international transactions available for premium cards?'
Ind Netbanking	'How to reset my Internet Banking password if I forget it?' 'How to generate an Online Banking user ID and password?' 'How to track my Online Banking transaction history?'
IND Non-Callable Deposit	'Can I open a Joint Non-Liquid Deposit account?' 'Is a Non-Redeemable Deposit a low-risk investment option?' 'Can I nominate a beneficiary for a Non-Redeemable Deposit?'
General Managers	'How do General Managers in banking prioritize tasks and responsibilities?' 'How do Senior Leaders in banking drive business growth?' 'How do Senior Banking Executives handle branch operations?'
Supply Chain Finance	'How does Supply Chain Finance reduce the risk of foreign exchange fluctuations?' 'What are the different types of Supplier Financing solutions offered by banks?' 'What are the eligibility criteria for Supplier Finance programs?'
Business Responsibility and Sustainability Report	'Can Corporate Citizenship reporting increase customer advocacy ratings?' 'What are the benefits of Socially Responsible Investing for retail customers?' 'How does Responsible Business Practices influence employee training programs?'
Privacy Policy IB Merchant App	'What kind of data does the Merchant App Privacy Policy collect from my device?' 'How often is the Privacy Policy Merchant App updated for banking apps?' 'How does the Privacy Policy of Merchant App protect my personal data?'
Financing Agriculturists for Purchase of Tractors & Other Farm Machinery	'How do banks evaluate the credit history of an agriculturist for financing?' 'Are there any special financing schemes for women agriculturists for Agri Machines?' 'What is the processing fee for an Agricultural Machinery loan?'
NRE FD/ MMD/ RD ACCOUNTS	'What is the minimum balance required for a Non-Resident External MMD account?' 'How to link my NRE Recurring Deposit account to my savings account?' 'Can I jointly hold a NRE Fixed Deposit account with my spouse?'
Corporate Governance Reports	'What is the significance of Executive Responsibility in banking risk management?' 'Does Management Oversight ensure customer data protection in banks?' 'Can Corporate Oversight enhance customer experience in online banking?'
Welcome to a New Year of Good Returns with Ind-Swagat	'Does Indian Reception come with dedicated customer support?' 'How do I enroll for Indian Respect Rewards?' 'How do I activate Indian Hospitality on my net banking?'
Best Practices code of the Bank	'Are there any Benchmarks for measuring customer satisfaction rates?' 'Can you explain the Accepted Principles for responsible investment advice?' 'What are the Industry Standards for customer onboarding processes?'
Savings Bank Account	'Can I close my Savings Bank account online?' 'Can I use my Saving account to pay bills online?' 'What are the benefits of converting a Savings account to a current account?'
Important Contacts	'Can I designate different emergency contacts for different accounts?' 'Do Customer Contacts receive priority service from the bank?' 'What is the process to authenticate Contact Information for new accounts?'
Chief Vigilance Officer	'How does Chief Vigilance Officer ensure transparency in customer transactions?' 'Can Chief Vigilance Officer initiate disciplinary action against banking officials?' 'How does CVO balance customer satisfaction with banking regulatory requirements?'
E Confirmation of Bank Guarantee	'What are the benefits of an E-confirmation Guarantee for exporters?' 'What are the eligibility criteria for an e-Confirm Guarantee?' 'Is an e-confirm bg valid for a specific period?'
Indian Bank One Co-Branded Credit Card	'Do I need to pay a late payment fee for the single-brand credit card?' 'How to reset my solo partnership credit card PIN online?' 'Joint partnership credit card: What are the eligibility criteria?'
Privacy Policy Digital Currency	'What is the process for reporting Online Rupee Privacy Policy violations?' 'Does Digital Currency Privacy Policy have a dispute resolution process?' 'How does Digital Rupee Privacy Policy handle anonymous data collection?'
Common Account Opening Form-Non Individuals	'What is the fee for a Non-Individual Customer Account Creation Application?' 'Do I need to provide a Certificate of Incorporation for a Corporate Account Opening?' 'What is the purpose of a Company Account Registration Document?'
Shareholding Pattern	"What is the Shareholding Distribution of ABC Bank's promoters?" 'How does Ownership Structure impact banking services?' "Can a bank's Equity Pattern impact its credit rating?"
Security	'What is the Defense against unauthorized access to my account?' 'How do I Prevent fraudulent activity on my credit card?' 'Is my money Secure in a fixed deposit account?'
IND SUPREME 300 DAYS	'Is the Ultimate 300 Day Savings Plan available for minors?' 'Can I convert my savings account to a Paramount 300-Day Fixed Deposit?' 'Can I get a loan against my Supreme 300-Day Deposit certificate?'
Find the Best Avenues for Tax Savings with Indian Bank	"How does Indian Bank's tax-saving calculator work?" "What are the tax-incentive benefits of Indian Bank's business loans?" 'Tax-reduction strategies: How can Indian Bank help me develop them?'
Interest Rates for Small Savings Schemes	'Can I close my Small Savings Scheme prematurely without penalty?' 'What are the benefits of investing in Small Investment Schemes?' 'How does the rate for Senior Citizen Savings Scheme compare to others?'
NRE and RFC SB interest Rates	'Can I transfer funds from my NRE account to a local savings account?' 'Is the interest rate on RFC accounts higher than NRO accounts?' 'What is the average interest rate on External Rupee savings accounts?'
Loyalty Program Delights: Unlocking Special Rewards for Your Loyalty	'Can Devotion Incentives programs be used in conjunction with credit card rewards?' 'How do Loyalty Delights programs recognize and reward customer milestones?' 'How do Devotion Surprises programs enhance overall banking satisfaction?'
Debenture Trustee	"How does a Debenture Trust protect investors' interests?" 'Can a Debt Trustee be appointed for a syndicated loan facility?' 'What are the fees associated with engaging a Debenture Trustee?'
IndSMART: Indian Bank’s Omni channel Mobile App	'How do I report a lost debit card on the Omni channel App?' 'How do I initiate a new FD using IndSMART Mobile app?' "What are the features of Indian Bank's IndSMART Omni channel App?"
SHG Bank Linkage Programme Direct Linkage to SHGs	'How does Community Based Financial Inclusion Programme improve credit score?' 'Can an SHG member use ATM card through SHG Bank Linkage?' 'How does Group Banking for Empowerment scheme benefit rural women?'
IB MY OWN SHOP	"How do I deposit cash into my department store's account?" 'How do I set up online banking for my hypermarket?' 'How do I set up automatic payments for my general store?'
Scheme on financing Manufacturers / Suppliers / Vendors of Solar panels and other ancillary products	'What financing options are available for Solar Panel Assembly Unit Owners?' 'Can Green Technology Component Suppliers avail financing for their capital expenditures?' 'Can Eco-Friendly Panel Suppliers get financing for their infrastructure development?'
IND PM Vishwakarma	"Is Head of the Government Vishwakarma's credit card suitable for frequent travelers?" "What are the benefits of Prime Minister Vishwakarma's pension scheme?" "How does Head of Government Vishwakarma's policy impact credit scores?"
OD against Gold Jewels	'Can I take an Overdraft Jewel loan against gold ETFs?' 'What are the benefits of taking an Overdraft Jewel from a bank?' 'Do I need to provide income proof for OD Gold application?'
Ind Jet Remit (RTGS)	"Can I modify a real time payment once it's initiated?" 'Is real time payment system available for all bank accounts?' 'How do I know if my RTGS transaction is successful?'
IND Professional Special	'How does a Skilled Practitioner like me benefit from priority banking services?' 'Do Expert Advisors like me receive a higher interest rate on savings accounts?' 'What perks do Seasoned Practitioners like me receive in our forex services?'
Positive Pay System (PPS)	'How does the Fraud Protection Service prevent check fraud in business accounts?' 'Can the Positive Pay System (PPS) be used for personal checking accounts?' 'Can the Positive Pay Fraud Prevention system detect altered check amounts?'
Corporate Governance	'Can Governance Practices enhance banking sector reputation?' 'How does Business Governance impact banking product development?' 'Can Company Governance frameworks ensure ethical lending practices?'
Financial Results	'What is the current trend in Allahabad Fund Results this year?' 'Does the bank provide personalized Financial Performance insights to customers?' 'Can I receive Financial Performance alerts for large transactions?'
Indian Bank, IFSC Banking Unit, GIFT City	'How do I check my IFSC Banking Unit account balance online?' 'What are the benefits of having an IFSC Banking Unit account for NRIs?' 'Are there any charges for using IFSC Banking Unit GIFT City services?'
Important Notices to Shareholders / Bondholders	'Can Capital Providers opt-out of receiving important notices electronically?' 'Can a notice to Bondholders be sent electronically or only by mail?' 'How do Security Owners contact the bank with questions about a notice?'
Indian Bank Financial Results	"What is the provision coverage ratio in Indian Bank's latest Financial Report?" "How do Indian Bank's Financial Results affect loan interest rates?" "Can I get a copy of Indian Bank's Financial Report at a branch?"
KCC Marine Gold Scheme	"Are there any processing fees for Sea Farmers' Credit Card?" "Are there any subsidies for Sea Farmers' Credit scheme holders?" 'What is the interest rate on Naval Agricultural Credit Card?'
Corporate Social Responsiblity	'Can Responsible Financing practices reduce banking sector criticism?' 'What is the importance of Philanthropy in banking corporate culture?' 'Can Responsible Lending practices reduce banking sector risks?'
IB Produce Marketing Loan Loan Against eNWRs	'What are the benefits of Commodity Marketing Finance Loan Against Negotiable Warehouse Receipts?' 'Can I use Commodity Marketing Loan Against eNWRs for export-oriented business?' 'What are the documents required for Agricultural Produce Loan Against eNWRs?'
Annual Reports	'How do I obtain a copy of my Annual Banking Statement?' 'Can I customize the format of my Annual Financial Disclosure?' 'What is included in the Annual Financial Review for banking customers?'
Tenders / Auction	'Can I negotiate the terms of a Bid Award for a credit card?' 'What is the role of a Tender Notice in a loan application?' 'What are the benefits of a Single-Stage Tender for a small business loan?'
IB Vehicle Loan	'Do you offer fixed or floating interest rates for Motor Loans?' 'What are the benefits of taking a Vaahan Loan from your bank?' 'Do you offer Car Loans for senior citizens?'
SOVA Android Trojan ALERT!!	'What are the signs of a SOVA Trojan Alert infection on my banking app?' 'How does the Android SOVA Trojan Warning impact online banking security?' 'How does the SOVA Trojan Alert use phishing attacks to steal banking credentials?'
MCA Payment	'What is the difference between Corporate Affairs Payment and wire transfer?' 'What are the benefits of using the Company Affairs Payment method?' 'Can I use the Ministry Corporate Affairs Payment service for investment payments?'
WORKING CAPITAL	'Can Cash flow management improve WORKING CAPITAL efficiency?' 'What is the relationship between operational capital and business profitability?' 'Can operating capital be used to finance long-term investments?'
Online Collection Products	'How does Online Collection handle payment disputes?' 'What is the minimum payment amount for Online Collect?' 'How does E-Collection handle payment failures?'
Application Downloads	'What is the Digital Content Retrieval process for customer support?' 'Are there any security risks associated with Form Downloads?' 'Can I use a Downloadable Platform for loan applications?'
WhatsApp Banking	'Is Whats App banking secure for online transactions?' 'How do I resolve issues with Whats App banking login?' 'Can I use WP banking to check my credit score?'
Specialist Officers Exam Result (SO)	'SO exam result: What is the role of a specialist officer in banking?' 'How to get a certified copy of my Specialist Officers Exam Result from bank?' 'What is the criteria for selecting candidates based on Specialist Officers Exam Marks?'
Interest Rates on Personal Segment Loan Products Fixed	'Can Retail Banking Products help me consolidate debt?' 'Do Personal Banking Services offer competitive interest rates?' 'How do Interest Rates on Personal Advances affect loan tenures?'
Corporate credit	'How do Banks verify Corporate Creditworthiness?' 'How do Commercial Credit Cards affect cash flow management?' 'What are the eligibility criteria for Commercial Borrowing?'
Login Procedure for Internet Banking	'What is the signin protocol for corporate internet banking users?' 'What are the benefits of using the signin process for mobile banking apps?' 'What are the requirements for the login sequence for online banking?'
Forex Remittance Facility through Internet Banking- Retail	'How secure is the Retail Forex Remittance Service online platform?' 'Can I track my Retail Forex Remittance Service status online?' 'What is the minimum amount for a Forex Remittance via Internet Banking Retail transfer?'
Empanelments / Engagements	'Can I cancel a Syndication arrangement with the bank?' 'What are the fees associated with a Representation Agreement?' 'What are the terms and conditions of a Federation Partnership?'
IND-SME EASE	'How does Industry-Specific Made Easy banking solution aid in cash flow management?' 'Does Easy Solution for Small and Medium Enterprises support digital wallets?' 'What are the benefits of Small and Medium Enterprise Simplified Accounting Ease in invoicing?'
Awards & Accolades	'How do Accolades impact customer trust in banking institutions?' 'What Prestigious Awards has the bank won for its financial inclusion initiatives?' "How do Recognition and Accolades impact a bank's credibility?"
SB Platinum Savings Bank Platinum Account with Sweep facility	'Can I get a debit card with my SB Platinum Sweep account?' 'How does the Savings Platinum Sweep facility work?' 'How long does it take to open a Platinum Savings Sweep account online?'
Tap, Pay and Go: RuPay NCMC Card	'Can I use RuPay NCMC Card for fuel purchases?' 'Can I use Tap Pay RuPay NCMC card for education fees payment?' 'Can I use RuPay NCMC Card for credit transactions?'
BSBDA AND SMALL ACCOUNT	'What is the process for closing a Small Deposit Account?' 'Can I use my Simple Savings Account for online transactions?' 'How do I apply for a Moderate Savings Account online?'
NRI INFO BEAM Monthly Newsletter	'What is the frequency of special editions of the Monthly NRI INFO BEAM Update?' 'Is the NRI INFO BEAM Monthly Newsletter available in multiple languages?' 'Can I use the insights from the Monthly NRI INFO BEAM Update for trading?'
Re-KYC: Periodic Update of KYC Details	'Can I check the status of my Re-KYC submission online?' 'Does the bank provide guidance on the Re-KYC process to customers?' 'What is the deadline for completing the Re-KYC process?'
Indian Bank Annual Reports	"What are the benefits of reading Indian Bank's Financial Yearly Disclosure?" "Can I attend Indian Bank's Annual Financial Report presentation?" 'What does the Financial Year Report of Indian Bank reveal about its profitability?'
Units of IMAGE	'How do Visual Representations impact online banking accessibility?' 'Do Snapshot Documents require a signature upon receipt?' 'Do Visual Representations require encryption for security?'
Lending rates for Retail Assets	'Do Credit History affect Medical Loan lending rates?' 'What are the Auto Loan financing rates for used cars versus new cars?' 'What are the rates for Used Car Loans for first-time buyers?'
Loan / OD against NSC / KVP / Relief bonds of RBI / LIC policies	'What is the processing fee for Overdraft Secured by NSC/KVP/Relief Bonds/LIC?' 'What are the documents required for Collateral NSC KVP RBI Bonds application?' 'What are the benefits of taking Overdraft LIC Policies for business use?'
Azadi Ka Amrit Mahotsav #TogetherforBiggerThings	'How does the Golden Jubilee of Independence promote financial inclusion?' 'Are banks offering exclusive investment opportunities during the Independence Gala?' 'Are banks offering exclusive services during the Independence Gala to senior citizens?'
Forex Rates for Treasury	'What are the key components of a Currency Strategy in banking?' 'How do we manage Currency Risk in our trade finance services?' 'What is the significance of International Liquidity Management in treasury operations?'
Credit Cards	'Can I use my Rupay-Select Card for online transactions?' 'Can I use my platinum payment card for contactless payments?' 'How does a borrowing card affect my credit score?'
IB Pension Loan	'Can a Senior Citizen Loan be used for home renovations?' "Can a retiree's spouse be a co-applicant for a Pensioner Loan?" 'What is the maximum loan amount for a Golden Agers Loan?'
Managing Director & CEO’s Profile	"How does a CEO's Profile reflect on banking services quality?" "How does the Managing Director's Profile impact banking innovation?" "What does a CEO Profile reveal about a bank's values?"
Variable Recurring Deposit	'Can I open a Variable Recurring Deposit account online?' 'Can I open a Joint Adjustable Periodic Deposit account with my spouse?' 'Is a Fluctuating Recurring Deposit eligible for nomination facility?'
NETC FASTag	"Can I use my bank's ATM to recharge my FASTag?" 'Can I use my debit card to recharge my NETC Toll Tag?' 'Can I recharge my National Electronic Toll Collection FASTag using mobile banking?'
Merchant UPI QR Code	'What are the benefits of using UPI QR Code Merchants for small businesses?' 'Is UPI Payment Code secure for transactions?' 'What are the charges for using merchants qr code payments?'
Interest Rate for Agri Products	'How does the Agri Product rate impact my loan eligibility criteria?' 'How do Agri Product rates impact my farming business profitability?' 'What are the Agri Product rates for horticulture and floriculture farming?'
Regulatory Disclosures Section	'What Regulatory Details are required for online banking registration?' 'Can I customize the Regulatory Disclosures Section for my business account?' 'Where can I find the Regulatory Information about fees and charges?'
Ind Advantage (Reward Program)	"What is the Advantage program's points expiration policy?" 'Does the Advantage program offer personalized rewards offers?' "What is the Advantage program's rewards redemption process?"
Head Office Departments	'How does the Centralized Headquarters handle customer complaints?' 'Who is in charge of the Central Operations Office?' 'What banking services are available at the Home Office?'
One Time Settlement for NPA Borrowers (eOTS)	'What are the benefits of opting for a Single Settlement of Non-Performing Assets?' 'Can I negotiate the One Time Settlement amount with the bank?' 'Can I negotiate the terms of the One Time Settlement agreement?'
IB Mahila Shakti For Women	'What is the purpose of Women Empowerment initiative in Indian banking?' 'What are the features of Women Shakti savings account?' 'Can Women Power be used for international transactions?'
Remittance To India	'Do I need to show proof of identity for remitting funds to India?' 'Can I set up a recurring remittance to India for rent payments?' 'Can I schedule a recurring money transfer to India online?'
e Payment of Indirect Taxes	'Can I make Indirect Tax Payment online from multiple accounts?' 'How does Digital Indirect Tax Payment reduce errors?' 'Can I set up automatic Indirect Tax Payment online?'
Fixed ROI for Retail Loans	'Can I take a fixed-return loan for my wedding expenses?' 'Can I use a fixed-yield loan to consolidate my debt?' 'What is the difference between a fixed-return loan and a variable loan?'
Salary Loan IB Clean Loan to Salaried Class	'How long does it take to process a salary-based loan application?' 'What is the interest rate for a clean loan for salaried professionals?' 'What is the maximum loan amount for a clean loan for salaried class?'
Indian Bank Prepaid Card App Terms and Conditions	'Do the Terms & Conditions Prepaid Card App cover purchase protection?' 'Are the Prepaid Card App Terms & Conditions available in Hindi?' 'What is the arbitration process under the Terms & Conditions Prepaid Card App?'
IBEX GOLD CARD SCHEME (GCS) FOR EXPORTERS	'What is the collateral requirement for export financing under GCS?' 'Can IBEX Exporters obtain a gold debit card for business expenses?' 'Can IBEX Gold Exporters negotiate better exchange rates?'
Jewel Loan	'Do you offer Jewelery loans for business purposes?' 'How do I check my Gem loan application status?' 'What is the maximum loan amount for a Precious Stone?'
Life Insurance	"How does a bank's Level Premium Term Insurance policy work?" "What are the exclusions in a bank's Accidental Death Insurance policy?" 'Can I get a Personal Protection policy through my local bank branch?'
Cyber Awareness Content	'What role does Electronic Transaction security play in preventing account takeovers?' 'How can banks measure the effectiveness of Cyber Awareness Content?' 'How does Electronic Transaction security impact banking customer satisfaction?'
REPO Based Lending Rate for MSME	'How does Medium Enterprise Repo Based Lending Rate affect loan top-up?' 'What is the impact of Repo Rate on Micro Enterprise loan interest rates?' 'What is the current Repo Rate for Small and Medium Enterprises in India?'
e-OD Against Deposit	'What is the interest rate on an e-OD Deposit account?' 'Can I use my e-Overdraft Deposit for online transactions?' 'How do I check my e-Overdraft Deposit account balance online?'
How-to Videos Mobile Banking	'Can I find Mobile Coaching videos for setting up account alerts?' 'Can Handheld Demos show me how to reset my mobile banking password?' 'How can Cellular Lessons help me with mobile banking enrollment?'
IB Doctor Plus	'What is the purpose of Hospital Specialist Plus in budgeting?' "How does Doctor's Office Plus assist in account consolidation?" 'Can Hospital Care Plus be used for investment advice?'
Pre Approved Business Loan	'How do I qualify for a Pre-Approved Business Loan with my bank?' 'What are the interest rates for a Pre-approval Business Loan?' 'What are the fees associated with a Pre-Approved Business Loan?'
Government Deposit Schemes	'How do I track the interest on my Govt Deposit account online?' 'Can I premature withdraw from a Government Deposit scheme?' 'Can I invest in a Government Deposit scheme through a mobile app?'
Interest Rates on SB / NRO / NRE Accounts	'Can I earn interest on my Non-Resident Ordinary account in India?' 'How do I calculate interest on my Ordinary Non-Resident account?' 'Can I earn interest on my Foreign Currency Non-Resident account?'
Home Loans: A Strategic Move to Preserve Your Savings	'What are the key features of a domestic discerning investment in home loans?' 'What are the common mistakes to avoid in a residential strategic move?' 'What are the benefits of a domestic sharp investment for small business owners?'
Internet banking	'Can I apply for a loan through Digital Banking?' 'Can I link multiple accounts through Internet Banking?' 'What are the features of Internet Banking?'
IB Star Agro Mills (Rice Mill, Dhal Mill, Oil Mill and Flour Mill)	'Can Rice Mills use a business credit card for fuel expenses?' 'Can Dhal Mills use credit cards for business expenses?' 'Do Flour Mills need a business plan for a startup loan?'
Access Restricted	'Can I still transfer funds with Restricted Permissions on my account?' 'How do I regain Full Access to my blocked debit card?' 'Why is my online banking limited to View-Only Access mode?'
IndSMART Mobile Banking App Checksum	'How to resolve IndSMART Mobile App Checksum errors on my device?' 'What is the process to activate IndSMART App Checksum on my phone?' 'Mobile App Checksum is not working on my tablet, what to do?'
Kisan Credit Card (KCC) Animal Husbandry and Fisheries	'Can I use my Animal Husbandry Kisan Credit Card to purchase veterinary services?' 'What is the repayment tenure for a Kisan Credit Animal Husbandry loan?' 'What is the minimum credit limit for a KCC Fisheries Card?'
IB CONTRACTORS	'How do freelance constructors benefit from our online banking platform?' "Can a construction company use our bank's merchant services?" 'How do independent constructors with our bank manage their supply chain?'
Government Sponsored Jan Suraksha Schemes: Trio Pack for Your Financial Security	'Can I avail reg. suraksha service along with my existing life insurance policy?' 'What are the key features of Government Sponsored Jan Suraksha schemes?' 'How does the Trio Pack Security scheme provide protection against critical illnesses?'
Nodal Officers_Ombudsman Scheme,2022	'Can Key Response Officers resolve issues related to credit scores?' 'Are Centralized Help Officials responsible for resolving insurance-related issues?' 'How do Focal Point Authorities handle online banking transaction disputes?'
IND NAVYA	'How does Tidal Financial Technologies support online savings accounts?' 'Is Vessel Financial Technologies suitable for international banking transactions?' 'What is the role of Maritime Financial Solutions in online banking applications?'
ATM / Debit Cards	'What is the process for disputing a Debit Card transaction?' 'Can I use my Check Card to get a cash advance?' 'Can I use my Bank Debit Card for contactless payments?'
IND GURUDEV	'Does GuruDEV provide guidance on retirement planning?' "Indi GuruDEV's approach to creating a personalized budget?" "The lecturer's take on the importance of credit history?"
Investor Relations	'How can banks improve Investor Transparency?' "What is the Role of Investor Information in a bank's risk management?" 'What are the key components of Investor Communications for banks?'
IB COMFORT- DOMESTIC AND NRE	'What is the minimum balance requirement for Comfort Domestic account holders?' 'What is the interest rate on Comfort NRE fixed deposits?' 'What are the documents required for Comfort NRE account opening?'
IND HEALTH CARE	'Can I use my Sanitation Services card for online transactions?' "How does the bank's Medical Loan scheme work?" 'How do I track my Medical Expenses using online banking?'
Login procedure for Mobile Banking	'What are the requirements for Mobile Banking Login Credentials?' 'Can I customize my Mobile Banking Login Experience?' 'How does the Mobile Banking Automatic Logout feature work?'
Jaffna Branch	'How do I check my account balance at the Jaffna Provincial Center?' 'How long does it take to process a transaction at the Northern Provincial Office?' 'Can I open a savings account at the Jaffna Provincial Hub?'
Privacy Policy Corporate Merchant App	"How does the App's Corporate Data Encryption Protocol work?" 'What is the purpose of the Merchant Services Data Retention Policy?' 'Can I request changes to the Merchant Services Data Collection Policy?'
Credit Life Insurance Coverages in Association with M/s. Kotak Life	"What is the premium for Kotak Assurance's credit life insurance?" 'Is Kotak Life Assurance mandatory for personal loans?' 'How does Kotak Life Insurance Company Ltd. define "outstanding debt"?'
IMAGE Contact Us	'How do I verify my account information with the Picture Support Team?' 'What is the email address for Picture Customer Complaints?' 'Where do I find the Iconic Contact Us details on the mobile app?'
IndOASIS Terms and Conditions	'How do I report unauthorized access under IndOASIS Terms Conditions?' 'Can I use IndOASIS for international transactions under these Terms & conditions IndOASIS?' 'Who is the authority responsible for enforcing IndOASIS Terms?'
Annual General Meetings and Extraordinary General Meetings	'How do I verify my shareholding for a Shareholder Assembly?' 'Can I raise a concern about corporate governance during a Shareholder Assembly?' 'What is the quorum required for a valid Shareholder Assembly in banking?'
IB Home Loan Plus	'What is the minimum loan amount for IB Villa Plus loan?' 'What is the processing fee for IB House Plus loan application?' 'What are the prepayment charges for IB Home Plus loan?'
Money multiplier Deposits	'Can I open a Money multiplier Deposit account online?' 'How does a Money multiplier Deposit affect my credit score?' 'How do Money multi Deposits contribute to economic growth?'
DISPLAY OF INFORMATION SECURED ASSETS POSSESSED UNDER THE SARFAESI ACT 2002	'Can a bank Reveal Details of Mortgaged Properties to borrowers?' 'How does the Display of Secured Assets help in Risk Management?' 'How does a bank Display Information on Pledged Assets to customers?'
Applications supported by Blocked Amount (ASBA)	'What is the process for ASBA Applications in public issue of debt securities?' 'Are ASBA Applications supported for all types of customers?' 'What are the benefits of using Applications supported Blocked for IPOs?'
National Common Mobility Card (NCMC)	'What is the process for resolving issues with my National Mobility Card?' 'How does a National Mobility Card eliminate the need for cash transactions?' 'What are the advantages of contactless payment methods for banking customers?'
Block Lost Credit Card	'What information do I need to provide to block credit card?' 'What are the consequences of Credit Blocking without notifying the bank?' 'Is it necessary to report credit card theft to the credit bureau?'
Doorstep Banking: Your Convenience, Our Priority	'How does doorstep banking facilitate bill payment and settlements?' 'Are doorstep banking services available for small business owners?' 'Do doorstep banking agents offer personalized financial planning advice?'
IndOASIS Checksum	'What is the advantage of using Ind OASIS Checksum in online banking?' 'What is the process for resetting my IndOASIS Checksum?' 'What happens if my IndOASIS Checksum fails during a transaction?'
Lending rates for Export Credit	'What is the maximum Overseas Lending Rate allowed by regulatory bodies?' 'How do Export Trade Facility rates impact profit margins for exporters?' 'What is the typical Export Credit Period for short-term loans?'
MSME LAP	'How to track the status of Medium Enterprises LAP application?' 'What are the benefits of Micro Small Medium Enterprises property loan?' 'How to calculate EMI for Medium Enterprises property loan?'
IB HARIT	'How does Instant Bank Account Information work for online transactions?' 'What is the role of Up-to-Date Account Information in budgeting?' 'Can Current Account Data be used for insurance purposes?'
Dividend Details	'What is the deadline for receiving Dividend Earnings Information?' 'How do I use my Dividend Details to track my investment performance?' 'How do I access historical Dividend Information statements?'
MACT SB	'How does the Tribunal for Motor Accident Compensation process claims?' 'Is the Motor Vehicle Accident Claims Tribunal a government agency?' "What is the Motor Vehicle Accident Compensation Tribunal's stance on fraud?"
ONLINE SHISHU MUDRA LOAN	'What documents are required for a Child Mudra loan online application?' 'What are the pre-closure charges for a Shishu Mudra loan online?' 'What is the minimum age requirement for a Child Mudra loan online application?'
Premium Services	'Do Luxury account holders receive special investment opportunities?' 'Is the High-Net-Worth investment strategy tailored to my goals?' 'What is the fee structure for High-End ATM withdrawals?'
Home Loan to Corporate Entity	'What are the prepayment charges for a home Corporate loan?' 'What are the tax benefits of a home loan for a house Corporate entity?' 'What is the repayment tenure for a real estate Corporate home loan?'
Agricultural Godowns / Cold Storage	'What are the risks associated with financing a Storage Unit for agricultural produce?' 'Can I secure a loan using my Cold Storage unit as collateral?' 'Can I finance a new agri warehouse construction through a bank loan?'
PSB LOANS IN 59 MINUTES	'Can I get a business loan through PSB 59minutes?' 'How can I track my Public Sector 59 Minute loan application status?' 'Can I apply for a PSB 59minute loan with a co-applicant?'
LOAN AGAINST LEASE RENTALS	'Can I get a Loan Against Lease Rentals for a new business venture?' 'How to calculate Loan Against Lease Rentals eligibility based on Lease Rent?' 'Can I avail Loan Against Lease Rentals for retail business expansion?'
E-ALLAHABAD BANK	"What are the features of the Allahabad Bank's online trading platform?" "Can I view my transaction history on the Sangam City's online platform?" "What are the benefits of using the City of Gods' online banking services?"
Special Non-Resident Rupee Account (SNRR)	'Can I transfer funds from my NR Rupee account to my resident account?' 'Can I open an SNRR account with a zero balance?' 'What are the interest rates offered on a non-resident Rupee account?'
“IND Corp SB Elite” Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI)	'How does the Corp SB Elite package define "accident" for insurance purposes?' 'What is the customer support process for Accidental Insurance queries in IND Corp SB Elite?' 'How does Corp SB Elite package benefit employees with bundled Accident Insurance?'
Sukanya Samriddhi Account Scheme	"What is the minimum age requirement to open a Daughter's Financial Welfare Account?" "What is the interest rate applicable on a Girl's Financial Freedom Account?" 'What is the Girl Child Prosperity Scheme offered by banks in India?'
Jewel Loan: Unlock the Value of Your Gold for Financial Flexibility	'Can I use my Treasure Trove Financial Flexibility to fund my education expenses?' 'Can I use my Family Heirloom Financial Freedom to purchase a new property?' 'What is the repayment tenure for Golden Financial Freedom loans?'
IB Smart Kid	'What is the eligibility criteria for a clever juvenile to apply?' 'What are the benefits of a whiz kid savings account?' 'Can a smart SHISHU account be used for mobile banking?'
CONTACTS FOR QUERIES	'What are the Customer Support Contacts for online banking password reset?' 'How do I reach Telephone Support Centers for Banking Queries about account closure?' 'Can I visit Customer Service Centers for Queries in person?'
Joint Liability Group (JLG)	'What is the minimum number of members required for a Joint Liability Circle?' 'What are the benefits of a Cooperative Debt Liability plan for entrepreneurs?' 'Is a Mutual Responsibility Circle account insured?'
TERM LOAN	'What is the interest rate for a short-term credit line?' 'What are the benefits of a temporary borrowing facility?' 'What are the repayment options for a fixed-period loan?'
KCC Gold Plus	'Can I get discounts on loan interest rates with my Prime Membership?' 'How do I apply for a High-Value Savings plan online?' 'How does a Premium Account affect my loan eligibility?'
NRE SB ACCOUNTS	'What is the customer support contact number for NRE Saving account holders?' 'Can I open an NRE Saving account for a minor?' 'What is the interest rate offered on an NRE SB account?'
e Payment of Direct Taxes	'How do I get a receipt for e Payment of Direct Taxes?' 'What is the process for correcting errors in eTax Payment?' 'Can I use a prepaid card for Direct Taxes Online Payment?'
Open Online Account with Video-Based Customer Identification Process (V- CIP)	'How does V-CIP ensure secure customer verification for online bank accounts?' 'Can I pause the V-CIP process and resume later for online account opening?' 'How does Video-Based Customer ID verify my address for online banking?'
BE Safe in Your Cyber Behaviour	'Are there any Secure Internet Practices for banking websites?' 'How can I develop a Culture of Cybersecurity in online banking?' 'Practicing Safe Online Banking: What are the key takeaways?'
IND GST ADVANTAGE	'What is the GST Concession rate for my business category?' 'How does the GST Perk impact my forex transactions?' 'Can the GST Boon be claimed on my credit limit?'
Resident Foreign Currency account for Returning Indians	'What is the validity period of a Resident Foreign Currency account debit card?' 'Can I receive foreign currency remittances in my Resident Foreign Currency account?' 'How do I surrender my Foreign Currency account upon returning to India?'
First Quarter Financial Results 2024-25	'Will Early Quarter Earnings influence personal finance management tools?' 'Do Opening Quarter Financials signal a change in credit card fees?' 'How will Initial Quarter Earnings impact customer savings account interest rates?'
FCNR (B) Accounts	'How do I renew my Foreign Currency Fixed Deposit?' 'Can I open a Joint Foreign Currency Account with my spouse?' 'How does a Non-Resident Foreign Currency account help me manage funds?'
Notifications	'What are the different types of Account Notifications for credit score changes?' 'Will I receive Email Notifications for changes to my account information?' 'Can I set up customized Banking Notifications for specific transactions?'
Capital Gains SB account	'Are there any tax benefits associated with a Capital Gains Savings account?' 'Can I access my sb gain account from any ATM?' 'Can I open a Capital Gains SB account online?'
Whistle Blower Policy	'Can customers report fraud anonymously under the Whistle Blower Policy?' 'What is the process for documenting whistleblower reports?' 'Whistleblower Protection Policy: Are reporters protected from retaliation?'
IB RERA Current Account	'What is the RERA Current account maintenance fee?' 'Can I convert my savings account to a RERA Current account?' 'What are the advantages of having an IB RERA Current account for developers?'
Investor Guide / FAQ	'Can I find investment market analysis in the Investor FAQ?' 'What does the Investor Information section provide for new customers?' 'Is the Investor Information section updated regularly?'
Financial Inclusion	'What are the challenges of Implementing Universal Banking in remote areas?' 'Can Increased Financial Accessibility reduce inequality in developing regions?' 'Can Broader Banking Access improve economic stability for marginalized groups?'
Corporate Blog	"How does an Official Blog contribute to a bank's thought leadership?" 'Can a Corporate Blog in banking increase customer loyalty?' 'How often should a Corporate Blog in banking be updated?'
Savings Bank Account for Pensioners	'What is the interest rate offered on SB Pension accounts?' 'What is the customer care number for Savings Pensioners account queries?' 'Can I link my Saving Pension account to a fixed deposit?'
Internet/Mobile/Tele Banking	'Can I check my account balance through mobile banking services?' 'Is it possible to update my phone number through online banking?' 'What is the maximum limit for transactions through tele-banking services?'
Frequently Asked Questions Internet Banking and Mobile Banking	'What are the Frequently Raised Concerns about Mobile Banking Fees?' 'What are the Commonly Raised Queries about Mobile Banking Account Balances?' 'What are the Most Asked Questions about Internet Banking Registration?'
Agriculture Loan	'How does a Krishi loan affect my credit history?' 'Do I need a co-applicant for an Agricultural loan?' 'What is the minimum amount I can borrow under Agri loan?'
IB Gen X For the Vibrant Youth	'Do older millennials prefer online banking services?' 'What are the financial values of the Sandwich Generation?' 'What are the banking needs of the Sandwich Generation?'
Death Claim Settlement	'Does my bank offer a Death Benefit Acceleration Rider option?' 'Is there a deadline for submitting a Life Insurance Claim after death?' 'Can I submit a Deceased Policyholder Settlement request online?'
MSME DIGI Jewel Loan and Jewel Loan (Re-Pledge)	'How does Micro Small Medium Enterprises jewel loan help in business growth?' 'How does MSME DIGI Jewel Loan help in meeting working capital requirements?' 'Can I use MSME DIGI Jewel Loan for business acquisition?'
Motor Accident Claim Tribunal Deposit(MACAD) Scheme	'Can I take a Motor Accident Claims Tribunal Deposit certificate online?' 'What is the process for claiming Motor Accident Claims Tribunal Deposit amount?' 'What is the Motor Accident Claims Tribunal Deposit scheme for?'
NRI A/cs	'Can a Foreign Citizen of Indian Origin invest in Indian real estate?' 'What is the process for opening a Overseas Indian account online?' 'What is the interest rate on Non-Resident Ordinary accounts for NRIs?'
Point of Sale (PoS)	'How do I know if a merchant uses a PoS terminal?' 'Can I use my debit card at a Point Sales terminal?' 'How does a PoS machine process customer transactions?'
Compressed Bio Gas plant financing under Sustainable alternative towards affordable Transportation	'What is the repayment tenure for a Bio Methane Enrichment Plant loan?' 'Can a Bio-CNG Generation Plant be used as collateral for a loan?' 'What are the benefits of Bio Gas Upgradation Plant financing for the environment?'
Non-Resident Ordinary Account	'How to check the balance of my nro sb account online?' 'How to update my address on my nro sb account?' 'What are the documents required to open a nr Ordinary sb account?'
Service Charges on ATM Services	'How to avoid debit Charges on ATM withdrawals?' 'Are ATM charge exemptions available for senior citizens?' 'ATM charge disputes can be filed online, true or false?'
Featured Products / Services / Schemes	'How do I cancel or modify a Highlighted Deal?' 'What are the fees associated with Headline Offers?' 'How do I stay updated on changes to Flagship Services?'
CORPORATE LOAN	'What are the common uses of a corporate loan for businesses?' "How does a business loan affect a company's credit score?" 'How do commercial loans support business growth strategies?'
IndSMART	'Is Intelligent Securities Risk Management and Tracking available for mobile banking apps?' 'Can Intelligent Decision Support and Risk Taking Analytics improve investment decisions?' 'Is Implementing Smart Risk and Trading Analytics used in private banking?'
IMPORTANT TERMS AND CONDITIONS CA	'Who is responsible for understanding Current Conditions of my loan?' 'Can I opt out of the TERMS CONDITIONS CA for my debit card?' 'How do I dispute a transaction under T & C CA?'
Details of Outstanding Tier 1 and Tier 2 Bonds	'What is the impact of inflation on Tier one and tier two investments?' 'What are the fees associated with Bond Issuance investments?' 'Can I gift my Outstanding Tier Bonds to a family member?'
Stay Safe: Watch Out for Suspicious Files, APKs, and Links	'How do I avoid falling prey to Deceptive Downloads from the internet?' 'Can I use Public Wi-Fi to access my online banking without risks?' "How do I report a Phishing Attempt to my bank's security team?"
IMAGE Infrastructure	'What is the structure of ATMs to ensure cash dispensing reliability?' 'What is the makeup of omnichannel banking for enhanced customer experience?' 'What is the design of self-service kiosks for improved customer convenience?'
Online Loans	'Can I use Digital Credit to finance my home renovation costs?' 'Do Online Lenders offer loans to borrowers with bad credit history?' 'Can I use Cyber Banking to apply for a loan from the comfort of my home?'
IND KISAN SAUR SHAKTHI (PM KUSUM) Additional Component (Component C- Feeder level Solarisation)	'Can I get a loan for Solar Feeder Level Component from a private bank?' 'What are the required documents for a KSS loan application?' 'Can I use Saur Shakthi funds for installing solar panels?'
BHIM Aadhaar Pay	'What are the charges for using Aadhaar Payment System?' 'How do I link my Aadhaar number to my bank account for AEPS?' 'How does Aadhaar Enabled Payment System benefit merchants?'
Non-Life Insurance	'What are the key features of Motor Insurance offered by banks?' "What is the purpose of Terrorism Insurance in a bank's product offerings?" "How does a bank's Home Insurance policy work?"
Short Term Deposits	'What are the charges for withdrawing from a Transient Deposit?' 'How is interest calculated on a Short-Term Savings Account?' 'What are the tax benefits of a Short-Term Investment Scheme?'
IND-SME E-VAAHAN	'Is SME VAahan available for all types of commercial vehicles?' 'Can I cancel my SME E-Transport transaction in case of errors?' 'Can I use SME Online Vaahan for bulk transactions?'
IB Home Loan	"How does IB's Housing Finance scheme cater to pensioners?" "What is the foreclosure process for IB's Housing Loans?" 'How does Flat Financing work in Islamic Banking?'
Sukanya Samriddhi Account	'Are there any restrictions on Sukanya Samriddhi Yojana account withdrawals?' "Can I deposit money online into my child's Sukanya Samriddhi account?" 'Sukanya Samriddhi Yojana account matures after how many years?'
Privacy Policy Mobile Banking (IndSmart)	"How does IndSmart's Data Protection Policy address data breaches?" "What personal data is collected under IndSmart's Confidentiality Agreement?" "What is IndSmart's process for updating its Data Protection Policy for mobile banking?"
Important Communication regarding Amalgamation (Internet Banking / Mobile Banking)	'How does Critical Internet Banking Consolidation Notification benefit me as a premium customer?' 'What does Critical Internet Amalgamation Notice entail for my account security?' 'How does Mobile Banking Consolidation Alert impact my recurring deposits?'
Disclaimer	"What is a bank's Legal Disclaimer Notice, and how does it work?" "Is a bank's Notice of Exclusion applicable to all account types?" "Is a bank's Notice of Disclaimer of Warranty applicable to all customers?"
Add to your Financial Stability with IND Shakti 555 days	'Can I use IND Shakti 555 days in banking for international transactions?' 'Can I withdraw my money anytime from IND Shakti 555 days in banking?' 'What is the significance of 555 days in banking for Financial Stability IND Shakti?'
IND- KRISHI INFRA FUND (AGRICULTURE INFRA FUND)	'What are the interest rates for Krishi Infrastructure Fund loans?' 'Is Krishi Infrastructure Fund available for rural development projects?' 'How does Agriculture Infrastructure Fund benefit the agricultural value chain?'
Analyst Coverage on Bank’s Share Price	"How does Stock Coverage influence a bank's customer acquisition strategy?" "What is the role of Stock Coverage in a bank's M&A decisions?" 'What is the role of Share Price Coverage in portfolio management?'
Ind Lakhpati Didi Scheme	'Can I apply for a Millionaire Didi credit card online?' 'What are the benefits of the Lakhpati Didi scheme for senior citizens?' 'What are the benefits of the Millionaire Didi scheme for working women?'
Amalgamation	'What happens to customer accounts during a Corporate Consolidation process?' 'Will a Financial Integration result in higher banking fees?' 'Will an Amalgamation of banks result in better customer support?'
Home Loan Scheme for Economically Weaker Section (EWS), Low Income Group (LIG) and Middle Income Group (MIG) individuals: Urban Areas	'Are there any special benefits for a Weaker Section woman availing of this scheme?' 'Can a person from the Underprivileged Segment get a top-up loan?' 'Can an individual from the Lower-Income Stratum use the loan for renovation?'
IND SME Secure	'What is the purpose of the Business Identity Shield program?' 'Can I use Business Security Solutions for international transactions?' 'What is the process for enrolling in Small Business Protection services?'
Personal Loan	'Can I take a second Individual Loan from the same bank?' 'Can I prepay my Consumer Loan without penalties?' 'Can I take a Joint Private Loan with my spouse?'
OVERDRAFT FACILITY IN SB SALARY A/C“IB INSTA CASH”	'How long does it take to process my OD Insta Cash application on my salary account?' 'OD Insta Cash is only available for which salary account holders?' 'Can I manage my OD Insta Cash account online through net banking?'
Agricultural Jewel Loan Scheme	'Can I use the Agri Jewelry loan for farm renovation?' 'Can I apply for Agri Gold loan online?' 'What is the interest rate on Krishi Jewel loan for short-term crops?'
Scheme for financing MSMEs for setting up Biomass Pellets manufacturing units	'What are the environmental benefits of biomass pellet manufacturing unit financing for MSMEs?' 'What is the interest rate for Medium, Small, and Micro Enterprises in biomass pellet financing?' 'What are the benefits of biomass pellet manufacturing unit financing for women entrepreneurs among MSMEs?'
IB Education Loan (IBA)	'What is the interest rate for Academic loan applications with IBA?' 'Can an Educational institution recommend IBA for student loans?' 'How does IBA handle default cases for Academic loans?'
IND SUPER 400 DAYS	'Is Top Rated 400 Days Deposit eligible for tax benefits?' 'Are there any penalties for breaking my Priority 400 Days Deposit?' 'How does Elite 400 Days Deposit account work in IND?'
Executive Director’s Profile	"Can I access the Executive Director Bio on the bank's website?" 'Can I contact the Executive Director Profile directly for investment advice?' 'How does the ED Profile drive business growth and expansion?'
Choosing the Right Term Deposit: Fixed, Recurring or Money Multiplier Your Best Fit?	'Can I close my Money Multiplier Deposits prematurely without penalty?' 'How do Money Multiplier Deposits work in tandem with existing investments?' 'Are Recurring Deposit interest rates higher for longer tenures?'
NEFT	'Can I initiate an Online Money Transfer to an account in another country?' 'What is the process for Online Money Transfer to NRE accounts?' 'Can I receive a refund for a failed Online Money Transfer?'
IND MSME SAKHI	'How does MSME SAKHI support startups founded by women?' 'Can MSME SAKHI be used for business restructuring?' 'How does the IND MSME SAKHI scheme support small business owners?'
Investors Services Center	'How do I contact the Investor Assistance Platform for queries?' 'What are the benefits of using the Investor Support Portal?' 'How does the Investor Solutions Office handle account disputes?'
Terms and Conditions Indian Bank Digital Rupee	'Do Digital Rupee Terms Conditions vary for different bank branches?' 'Are Digital Currency Conditions the same for all account types?' 'Do the Rules Digital Currency apply to ATM withdrawals?'
e-Allahabad Bank Journey	'Has the Allahabad Journey improved your banking relationships?' 'What are the primary goals of the e-Allahabad Experience?' 'What are the most popular features of the e-Allahabad Journey?'
Food and Agro Processing	'Do banks offer customized loans for food manufacturing startups?' 'Can I get a loan to set up a food processing and packaging unit?' 'Can I get a loan to upgrade my food packaging and processing machinery?'
Premium Current Account	'How do I request a debit card replacement for my Deluxe Banking Account?' 'How do I transfer funds between accounts with my Platinum Checking Account?' 'Are there any special privileges for long-term Deluxe Banking Account holders?'
IB Loan against Sovereign Gold Bond	'Can I use my Sovereign jewel Bond as collateral for a business loan?' "Can I get a loan against my Sovereign jewelry Bonds if I'm self-employed?" 'What is the loan-to-value ratio for Sovereign jewelry Bond?'
CA FOR STATE /CENTRAL GOVT & CONSULAR & IND PFMS	'What is the process for claiming CA Current State govt refund?' 'Can I link my CA Current central govt account to a debit card?' 'How do I check my CA Current PMFS account balance?'
IB Kishore Savings Bank Account for Minors	'How to update the nominee details of a Minor sb account?' 'What is the interest rate offered on a Kishore sb account?' 'How to apply for a Minors Savings account online?'
Centralized Pension Processing Centre	'How does the Centralized Pension Process Centre handle pension payment delays?' 'How long does it take for the Pension Centre to process pension applications?' 'Can I update my pension account information at the Pension Processing Hub?'
IB HOME ENRICH	'Can I use Home Enrich to pay my property taxes?' 'Can I use Villa Enrich to purchase a new property?' 'What are the benefits of using Home Enrich for property management?'
QIP WEBSITE DISCLAIMER	'Does the Placement Disclaimer affect my investment returns?' 'Can customers file claims against banks for QIP Disclaimer breaches?' 'How does the Qualified Institutional Placement Disclaimer relate to risk management?'
Disclosures made to Stock Exchanges	'What is the significance of Market Disclosure in banking risk assessment?' 'What information is exempt from Public Financial Disclosure requirements?' 'What triggers mandatory Market Filings for banks undergoing significant restructuring?'
Statutory Central Auditors	'Are Central Auditors involved in auditing bank IT infrastructure?' 'What role do Official Auditors play in ensuring banking transparency?' 'What are the qualifications required to become a Central Auditor?'
Board of Directors	'What are the responsibilities of Directors in risk management?' "Can a bank's customers attend Board memebers' meetings?" "Can Nomine Members influence bank's lending decisions?"
RFC TERM DEPOSIT Rates	'Do all banks offer the same Fixed Rate CD rates for customers?' 'How does a Fixed Rate Term Deposit impact my financial goals?' 'Can I get a Fixed Return Investment with a debit card?'
Derivatives	'How do I calculate the value of a Credit Derivative?' 'How do Total Return Swaps work in investment portfolios?' 'How do I use Swap Agreements to hedge against interest rate risks?'
Agri Clinic and Agri Business Centres	'How does Agriculture Business Centre support agro-processing businesses?' 'How does Farm Business Centre support agricultural entrepreneurship?' 'How does Farmer Clinic facilitate partnerships between farmers and suppliers?'
SMS Banking/ Missed Call Service	'What is the process to deactivate Telephone Alert Service for my account?' 'What are the types of alerts available through Mobile Information Service?' 'What is the process to update mobile numbers for Telephone Alert Service?'
Nodal Officers- Customer service	'Who is the designated point of contact for Customer Feedback Management?' 'Can a Customer Advocate Officer assist with branch-related issues?' 'What is the process for resolving customer complaints with Escalation Handling officers?'
SHG GRIHALAKSHMI (Housing Loan to SHG Members)	'What is the role of Self Help Group Shakti GRIHALAKSHMI in housing finance?' 'How do SHG Members benefit from Grihalakshmi housing loan scheme?' 'What is the maximum loan amount for SHG Grihalakshmi housing loan?'
IB Salaam Special Account for Defence Personnel	'Do Defence Personnel need to maintain a minimum account balance for Salaam?' "How does the Salaam Defence Account support Defence Personnel's long-term goals?" 'What are the features of the Salaam Defence Account debit card?'
Online Services	'How do I view my account balance using E Banking?' 'How do I reset my Virtual Banking password?' 'Can I apply for a loan using Digital Lending services?'

Evaluation

Metrics

Label	Accuracy
all	0.8848

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 🤗 Hub
model = SetFitModel.from_pretrained("kneau007/my-classifier-3")
# Run inference
preds = model("What is the function of the Centralized Support Office?")

Training Details

Training Set Metrics

Training set	Min	Median	Max
Word count	5	10.4925	17

Label	Training Sample Count
ATM / Debit Cards	26
Access Restricted	26
Account Opening Forms NRI	24
Add to your Financial Stability with IND Shakti 555 days	22
Agri Clinic and Agri Business Centres	26
Agricultural Godowns / Cold Storage	22
Agricultural Jewel Loan Scheme	25
Agriculture Loan	22
Amalgamation	29
Analyst Coverage on Bank’s Share Price	22
Annual General Meeting	24
Annual General Meetings and Extraordinary General Meetings	24
Annual Reports	26
Another Option for Pension	24
Application Downloads	26
Applications supported by Blocked Amount (ASBA)	24
Audio/ Video Recording/Concall Transcripts	27
Awards & Accolades	24
Azadi Ka Amrit Mahotsav #TogetherforBiggerThings	22
BE Safe in Your Cyber Behaviour	27
BHIM Aadhaar Pay	26
BSBDA AND SMALL ACCOUNT	25
Bank’s Profile	23
Best Practices code of the Bank	25
Bharat Aadhaar Seeding Enabler	25
Block Lost ATM Card	25
Block Lost Credit Card	27
Board of Directors	23
Business Responsibility and Sustainability Report	21
CA FOR STATE /CENTRAL GOVT & CONSULAR & IND PFMS	28
CENTRAL BANK DIGITAL CURRENCY (CBDC) -Indian Bank Digital Rupee Application	25
CONTACTS FOR QUERIES	26
CORPORATE LOAN	22
Capital Gains	22
Capital Gains SB account	27
Careers	20
Centralized Pension Processing Centre	26
Chief General Managers	26
Chief Vigilance Officer	26
Choosing the Right Term Deposit: Fixed, Recurring or Money Multiplier Your Best Fit?	23
Colombo Branch	23
Common Account Opening Form-Non Individuals	22
Compressed Bio Gas plant financing under Sustainable alternative towards affordable Transportation	25
Corporate Blog	23
Corporate Governance	23
Corporate Governance Reports	25
Corporate Social Responsiblity	26
Corporate credit	22
Credit Cards	26
Credit Life Insurance Coverages in Association with M/s. Kotak Life	25
Credit Life Insurance Coverages in association with M/s. Aditya Birla Sun Life Insurance	23
Current Account	26
Customer Centric Services	24
Customer Complaints / Awareness	25
Customer On-Boarding using TAB	24
Cyber Awareness Content	24
DEAF Transaction List	21
DISPLAY OF INFORMATION SECURED ASSETS POSSESSED UNDER THE SARFAESI ACT 2002	21
Dairy Loan	26
Death Claim Settlement	28
Debenture Trustee	23
Debit Cards	27
Defending Against Rising Online Frauds: Stay Cyber-Safe!	23
Deposit Rates	27
Derivatives	27
Designated Authority for Whistle Blower Complaints	24
Details of Outstanding Tier 1 and Tier 2 Bonds	24
Digital Banking Unit: Shaping the Financial Future of India	24
Digital Insurance Platform	25
Digitizing the Indian Banking Experience	15
Disclaimer	20
Disclosures	25
Disclosures made to Stock Exchanges	26
Dividend Details	25
Don’t Be a Money Mule: Protect Yourself from Fraud	26
Doorstep Banking	27
Doorstep Banking: Your Convenience, Our Priority	22
E Confirmation of Bank Guarantee	26
E-ALLAHABAD BANK	24
Education Loan Subsidy Schemes	23
Empanelments / Engagements	23
Event Updates/ Newspaper Advertisement	20
Executive Director’s Profile	23
External Sites	23
Extraordinary General Meetings	25
F.A.Qs	25
FCNR (B) Accounts	24
FCNR (B) DEPOSITS Rates	27
Featured Products / Services / Schemes	27
Financial Inclusion	25
Financial Inclusion in India: Filling the Void	21
Financial Results	23
Financing Agriculturists for Purchase of Tractors & Other Farm Machinery	26
Find the Best Avenues for Tax Savings with Indian Bank	26
First Quarter Financial Results 2024-25	29
Fixed Deposit	24
Fixed ROI for Retail Loans	24
Food and Agro Processing	26
Foreign Branches	30
Forex Rates for Treasury	28
Forex Remittance Facility through Internet Banking- Retail	23
Frequently Asked Questions Internet Banking and Mobile Banking	23
General Managers	24
Government Deposit Schemes	20
Government Sponsored Jan Suraksha Schemes: Trio Pack for Your Financial Security	21
Head Office Departments	23
Home Loan Scheme for Economically Weaker Section (EWS), Low Income Group (LIG) and Middle Income Group (MIG) individuals: Urban Areas	24
Home Loan to Corporate Entity	25
Home Loans: A Strategic Move to Preserve Your Savings	25
How to Save Tax 101: A Comprehensive Guide to Tax Saving Investment Options	23
How-to Videos Internet Banking	24
How-to Videos Mobile Banking	23
IB Sammaan	23
IB COMFORT- DOMESTIC AND NRE	26
IB CONTRACTORS	26
IB CORP SB Payroll Package Scheme for Salaried Class	23
IB Doctor Plus	26
IB Education Loan (IBA)	22
IB Gen X For the Vibrant Youth	24
IB Golden Ager Term Deposit Product for Super Senior Citizens	22
IB HARIT	28
IB HOME ENRICH	24
IB Home Improve	23
IB Home Loan	21
IB Home Loan Flexi	24
IB Home Loan Plus	26
IB Kishore Savings Bank Account for Minors	28
IB Loan against Sovereign Gold Bond	22
IB MSME Jewel Loan	25
IB MY OWN SHOP	21
IB Mahila Shakti For Women	21
IB PROFESSIONAL	25
IB Pension Loan	24
IB Plot Loan	27
IB Produce Marketing Loan Loan Against eNWRs	25
IB RERA Current Account	24
IB Salaam Special Account for Defence Personnel	24
IB Smart Kid	23
IB Star Agro Mills (Rice Mill, Dhal Mill, Oil Mill and Flour Mill)	19
IB Tax Saver Scheme	26
IB Tradewell	23
IB Vehicle Loan	21
IB Vidyarthi Suraksha (With PNB-Metlife)	21
IB i-Freedom Current Account	27
IBEX GOLD CARD SCHEME (GCS) FOR EXPORTERS	23
IMAGE	25
IMAGE Computer Centre	23
IMAGE Contact Us	19
IMAGE Email Id’s	21
IMAGE Infrastructure	25
IMAGE Principal’s Message	24
IMAGE Training Philosophy	22
IMPORTANT TERMS AND CONDITIONS CA	27
IMPORTANT TERMS AND CONDITIONS SB	25
IND PM Vishwakarma	25
IND COURT	22
IND EQUIPMENT & WHEELS (CE/CV) scheme	25
IND GST ADVANTAGE	25
IND GURUDEV	21
IND HEALTH CARE	27
IND KISAN SAUR SHAKTHI (PM KUSUM) Additional Component (Component C- Feeder level Solarisation)	25
IND Krishi Vaahan	25
IND MSME SAKHI	21
IND MSME VEHICLE	22
IND Micro Food Processing Enterprises- (PMFME)	23
IND Millionaire Recurring Deposit Account NRE	22
IND NAVYA	27
IND Non-Callable Deposit	23
IND PASHUDHAN Mitra- Animal Husbandry Infrastructure Development Fund (AHIDF)	26
IND Professional Special	23
IND Rupee Gain	24
IND SAMPOORNA SALARY PACKAGE	28
IND SME Secure	23
IND SUPER 400 DAYS	26
IND SUPREME 300 DAYS	23
IND- KRISHI INFRA FUND (AGRICULTURE INFRA FUND)	25
IND-SME E-VAAHAN	24
IND-SME EASE	27
IND-SURYA SHAKTI	23
INDIAN BANK MUTUAL FUND	23
Important Communication regarding Amalgamation (Internet Banking / Mobile Banking)	24
Important Contacts	24
Important Notices to Shareholders / Bondholders	26
Ind Advantage (Reward Program)	23
Ind Jet Remit (RTGS)	22
Ind Lakhpati Didi Scheme	24
Ind Mortgage	23
Ind Netbanking	25
IndOASIS Terms and Conditions	18
IndOASIS Checksum	26
IndSMART	24
IndSMART Mobile Banking App Checksum	25
IndSMART: Indian Bank’s Omni channel Mobile App	24
Indian Bank Annual Reports	19
Indian Bank Debit Card Shopping Perks	26
Indian Bank Financial Results	18
Indian Bank One Co-Branded Credit Card	24
Indian Bank Prepaid Card App Terms and Conditions	26
Indian Bank, IFSC Banking Unit, GIFT City	28
Interest Rate for Agri Products	23
Interest Rates for Small Savings Schemes	26
Interest Rates on Personal Segment Loan Products Fixed	25
Interest Rates on Personal Segment Loan Products: Floating	23
Interest Rates on SB / NRO / NRE Accounts	26
Internet banking	21
Internet/Mobile/Tele Banking	23
Investor / Analyst Presentation	28
Investor Grievances	23
Investor Guide / FAQ	23
Investor Relations	24
Investors Services Center	24
Jaffna Branch	23
Jewel Loan	26
Jewel Loan: Unlock the Value of Your Gold for Financial Flexibility	24
Joint Liability Group (JLG)	22
KCC Gold Plus	22
KCC Marine Gold Scheme	28
Kisan Credit Card (KCC)	23
Kisan Credit Card (KCC) Animal Husbandry and Fisheries	23
LOAN AGAINST LEASE RENTALS	24
Lab Grown Diamond Scheme	26
Lending rates	23
Lending rates for Export Credit	24
Lending rates for RMD	21
Lending rates for Retail Assets	28
Life Insurance	25
Loan / OD against NSC / KVP / Relief bonds of RBI / LIC policies	22
Loan for Purchase of “Van / Minibus / Bus / Ambulance” to Institutions / Firms / PSU / Company / Hospitals	23
Loan/OD/Credit Card against Deposit	23
Login Procedure for Internet Banking	24
Login procedure for Mobile Banking	25
Loyalty Program Delights: Unlocking Special Rewards for Your Loyalty	27
MACT SB	20
MCA Payment	21
MD & CEO Speeches / Media Interaction	21
MSME	24
MSME AUTO RENEWAL	26
MSME DIGI Jewel Loan and Jewel Loan (Re-Pledge)	21
MSME LAP	22
Managing Director & CEO’s Profile	21
Media Speaks	23
Merchant UPI QR Code	22
Money multiplier Deposits	26
Motor Accident Claim Tribunal Deposit(MACAD) Scheme	26
N R I / Foreign Exchange	23
NEFT	21
NETC FASTag	21
NPS VATSALYA	25
NRE FD/ MMD/ RD ACCOUNTS	23
NRE SB ACCOUNTS	23
NRE and RFC SB interest Rates	26
NRI A/cs	22
NRI Home Loan	28
NRI INFO BEAM Monthly Newsletter	21
NRI Plot Loan	25
NRI and Forex	21
National Common Mobility Card (NCMC)	25
New Pension Scheme as an avenue for Tax Savings	26
New SB Product for Salaried Customers IND SALARY SURAKSHA	24
Nodal Officers RBI Integrated Ombudsman Scheme, 2021	26
Nodal Officers- Customer service	25
Nodal Officers_Ombudsman Scheme,2022	26
Nomination: A Must Have in Your Accounts	24
Non-Life Insurance	28
Non-Resident Ordinary Account	26
Notifications	22
OD against Gold Jewels	22
ONLINE SHISHU MUDRA LOAN	27
OVERDRAFT FACILITY IN SB SALARY A/C“IB INSTA CASH”	23
One Time Settlement for NPA Borrowers (eOTS)	27
Online Collection Products	25
Online Loans	22
Online Services	24
Open Online Account with Video-Based Customer Identification Process (V- CIP)	24
PMMY-MUDRA-Tarun Plus	23
PMSurya Ghar: Muft Bijli Yojana Roof Top Solar Loan Scheme	28
PSB LOANS IN 59 MINUTES	26
Personal Loan	21
Point of Sale (PoS)	26
Policies and Regulations	22
Positive Pay System (PPS)	26
Pre Approved Business Loan	26
Premium Current Account	22
Premium Services	26
Press Releases	21
Privacy Policy Corporate Merchant App	20
Privacy Policy Digital Currency	25
Privacy Policy IB Merchant App	24
Privacy Policy IndOASIS	25
Privacy Policy Mobile Banking (IndSmart)	22
QIP WEBSITE DISCLAIMER	24
Quick Contact	23
REPO Based Lending Rate for MSME	26
RFC TERM DEPOSIT Rates	20
Re-KYC: Periodic Update of KYC Details	25
Recurring Deposit	23
Regulatory Disclosures Section	26
Remittance To India	20
Resident Foreign Currency account for Returning Indians	22
Reverse Mortgage	25
SB FOR CENTRAL / STATE GOVERNMENT / CONSULAR OFFICES & IND PFMS	20
SB Platinum Savings Bank Platinum Account with Sweep facility	24
SB for students under govt scholarship & SB for DBT	28
SELF HELP GROUP (SHG) SHAKTI	26
SHG Bank Linkage Programme Direct Linkage to SHGs	28
SHG GRIHALAKSHMI (Housing Loan to SHG Members)	25
SMS Banking/ Missed Call Service	20
SOVA Android Trojan ALERT!!	26
Salary Loan IB Clean Loan to Salaried Class	25
Savings Bank Account	25
Savings Bank Account for Pensioners	25
Say No to Queues and Yes to Fastag!!!!!	21
Scheme for financing MSMEs for setting up Biomass Pellets manufacturing units	24
Scheme on financing Manufacturers / Suppliers / Vendors of Solar panels and other ancillary products	22
Security	22
Service Charges	25
Service Charges / Forex Rates	23
Service Charges on ATM Services	27
Services rendered free of charge	25
Shareholding Pattern	25
Short Term Deposits	25
Special Non-Resident Rupee Account (SNRR)	25
Specialist Officers Exam Result (SO)	23
Statutory Central Auditors	25
Stay Safe: Watch Out for Suspicious Files, APKs, and Links	21
Subsidiaries and Joint Ventures	24
Sukanya Samriddhi Account	23
Sukanya Samriddhi Account Scheme	24
Supply Chain Finance	23
TERM LOAN	24
TERMS AND CONDITIONS-TERM DEPOSIT ACCOUNT	24
Tab Banking	24
Tap, Pay and Go: RuPay NCMC Card	24
Tarun Plus Scheme	21
Tenders / Auction	26
Termination Clause Mobile Banking (IndSmart)	21
Terms and Conditions Indian Bank Digital Rupee	22
The Convenience Revolution: Mobile Banking Explained	24
Units of IMAGE	23
Unleash your Entrepreneurial Skills with Indian Bank’s MSME Loans	25
V-CIP	24
Variable Recurring Deposit	23
Vision and Mission	25
WORKING CAPITAL	23
Wealth Management Services	26
Weaver MUDRA	23
Welcome aboard!	22
Welcome to a New Year of Good Returns with Ind-Swagat	26
Welfare of Minorities	23
What and How of Phishing	27
What is a Credit Score and How it Shapes Financial Health	20
WhatsApp Banking	23
What’s New?	21
Whistle Blower Policy	25
e Payment of Direct Taxes	25
e Payment of Indirect Taxes	21
e-Allahabad Bank Journey	22
e-OD Against Deposit	23
“IND Corp SB Elite” Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI)	25
“New SB Product for Pensioners” IND PENSION PRIME	27

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	0.1742	-
0.0023	50	0.1432	-
0.0046	100	0.1385	-
0.0069	150	0.1431	-
0.0093	200	0.1246	-
0.0116	250	0.1228	-
0.0139	300	0.1167	-
0.0162	350	0.1117	-
0.0185	400	0.1115	-
0.0208	450	0.0999	-
0.0231	500	0.0942	-
0.0255	550	0.0907	-
0.0278	600	0.0846	-
0.0301	650	0.0824	-
0.0324	700	0.0832	-
0.0347	750	0.0802	-
0.0370	800	0.0829	-
0.0393	850	0.076	-
0.0417	900	0.0691	-
0.0440	950	0.0745	-
0.0463	1000	0.0708	-
0.0486	1050	0.0663	-
0.0509	1100	0.0643	-
0.0532	1150	0.065	-
0.0555	1200	0.0599	-
0.0579	1250	0.0569	-
0.0602	1300	0.0581	-
0.0625	1350	0.0604	-
0.0648	1400	0.0574	-
0.0671	1450	0.0531	-
0.0694	1500	0.0543	-
0.0717	1550	0.0484	-
0.0741	1600	0.0417	-
0.0764	1650	0.0438	-
0.0787	1700	0.0432	-
0.0810	1750	0.043	-
0.0833	1800	0.0436	-
0.0856	1850	0.0457	-
0.0880	1900	0.0405	-
0.0903	1950	0.0401	-
0.0926	2000	0.0381	-
0.0949	2050	0.0414	-
0.0972	2100	0.0352	-
0.0995	2150	0.0389	-
0.1018	2200	0.0399	-
0.1042	2250	0.033	-
0.1065	2300	0.0319	-
0.1088	2350	0.0331	-
0.1111	2400	0.03	-
0.1134	2450	0.0292	-
0.1157	2500	0.0343	-
0.1180	2550	0.0301	-
0.1204	2600	0.0334	-
0.1227	2650	0.0257	-
0.1250	2700	0.0326	-
0.1273	2750	0.0303	-
0.1296	2800	0.028	-
0.1319	2850	0.0236	-
0.1342	2900	0.0234	-
0.1366	2950	0.0238	-
0.1389	3000	0.0255	-
0.1412	3050	0.0258	-
0.1435	3100	0.0225	-
0.1458	3150	0.0175	-
0.1481	3200	0.0254	-
0.1504	3250	0.0258	-
0.1528	3300	0.022	-
0.1551	3350	0.0268	-
0.1574	3400	0.0222	-
0.1597	3450	0.0186	-
0.1620	3500	0.0217	-
0.1643	3550	0.0187	-
0.1666	3600	0.019	-
0.1690	3650	0.0197	-
0.1713	3700	0.022	-
0.1736	3750	0.0195	-
0.1759	3800	0.0204	-
0.1782	3850	0.0196	-
0.1805	3900	0.016	-
0.1828	3950	0.0239	-
0.1852	4000	0.019	-
0.1875	4050	0.0174	-
0.1898	4100	0.019	-
0.1921	4150	0.0214	-
0.1944	4200	0.0162	-
0.1967	4250	0.0203	-
0.1990	4300	0.0165	-
0.2014	4350	0.0201	-
0.2037	4400	0.0115	-
0.2060	4450	0.018	-
0.2083	4500	0.0175	-
0.2106	4550	0.0186	-
0.2129	4600	0.0165	-
0.2152	4650	0.0151	-
0.2176	4700	0.0165	-
0.2199	4750	0.0145	-
0.2222	4800	0.0155	-
0.2245	4850	0.0141	-
0.2268	4900	0.02	-
0.2291	4950	0.014	-
0.2314	5000	0.0141	-
0.2338	5050	0.0163	-
0.2361	5100	0.0161	-
0.2384	5150	0.0123	-
0.2407	5200	0.0164	-
0.2430	5250	0.0161	-
0.2453	5300	0.0152	-
0.2477	5350	0.0174	-
0.2500	5400	0.0123	-
0.2523	5450	0.0157	-
0.2546	5500	0.0201	-
0.2569	5550	0.0139	-
0.2592	5600	0.0137	-
0.2615	5650	0.0153	-
0.2639	5700	0.0167	-
0.2662	5750	0.0099	-
0.2685	5800	0.0075	-
0.2708	5850	0.0117	-
0.2731	5900	0.0106	-
0.2754	5950	0.0176	-
0.2777	6000	0.0154	-
0.2801	6050	0.0091	-
0.2824	6100	0.0133	-
0.2847	6150	0.0138	-
0.2870	6200	0.0142	-
0.2893	6250	0.0181	-
0.2916	6300	0.0102	-
0.2939	6350	0.0145	-
0.2963	6400	0.0115	-
0.2986	6450	0.0128	-
0.3009	6500	0.0117	-
0.3032	6550	0.015	-
0.3055	6600	0.0119	-
0.3078	6650	0.0076	-
0.3101	6700	0.0103	-
0.3125	6750	0.008	-
0.3148	6800	0.01	-
0.3171	6850	0.0103	-
0.3194	6900	0.0102	-
0.3217	6950	0.0115	-
0.3240	7000	0.011	-
0.3263	7050	0.0112	-
0.3287	7100	0.01	-
0.3310	7150	0.0123	-
0.3333	7200	0.0085	-
0.3356	7250	0.0085	-
0.3379	7300	0.011	-
0.3402	7350	0.0126	-
0.3425	7400	0.0078	-
0.3449	7450	0.0097	-
0.3472	7500	0.007	-
0.3495	7550	0.0152	-
0.3518	7600	0.0098	-
0.3541	7650	0.0095	-
0.3564	7700	0.0095	-
0.3587	7750	0.0105	-
0.3611	7800	0.0122	-
0.3634	7850	0.0101	-
0.3657	7900	0.0127	-
0.3680	7950	0.0114	-
0.3703	8000	0.0111	-
0.3726	8050	0.0092	-
0.3749	8100	0.0092	-
0.3773	8150	0.0111	-
0.3796	8200	0.0084	-
0.3819	8250	0.0064	-
0.3842	8300	0.0101	-
0.3865	8350	0.0125	-
0.3888	8400	0.0139	-
0.3911	8450	0.0083	-
0.3935	8500	0.0071	-
0.3958	8550	0.0061	-
0.3981	8600	0.0062	-
0.4004	8650	0.0084	-
0.4027	8700	0.0097	-
0.4050	8750	0.0089	-
0.4074	8800	0.0078	-
0.4097	8850	0.012	-
0.4120	8900	0.0047	-
0.4143	8950	0.0085	-
0.4166	9000	0.0112	-
0.4189	9050	0.01	-
0.4212	9100	0.0101	-
0.4236	9150	0.0093	-
0.4259	9200	0.0143	-
0.4282	9250	0.0111	-
0.4305	9300	0.0079	-
0.4328	9350	0.009	-
0.4351	9400	0.0103	-
0.4374	9450	0.0098	-
0.4398	9500	0.0123	-
0.4421	9550	0.011	-
0.4444	9600	0.0034	-
0.4467	9650	0.0027	-
0.4490	9700	0.005	-
0.4513	9750	0.0053	-
0.4536	9800	0.0084	-
0.4560	9850	0.0074	-
0.4583	9900	0.0078	-
0.4606	9950	0.0096	-
0.4629	10000	0.0125	-
0.4652	10050	0.0095	-
0.4675	10100	0.0045	-
0.4698	10150	0.0054	-
0.4722	10200	0.0084	-
0.4745	10250	0.009	-
0.4768	10300	0.0089	-
0.4791	10350	0.0069	-
0.4814	10400	0.0092	-
0.4837	10450	0.0067	-
0.4860	10500	0.0073	-
0.4884	10550	0.008	-
0.4907	10600	0.0073	-
0.4930	10650	0.007	-
0.4953	10700	0.0088	-
0.4976	10750	0.0096	-
0.4999	10800	0.008	-
0.5022	10850	0.0101	-
0.5046	10900	0.0099	-
0.5069	10950	0.0102	-
0.5092	11000	0.0051	-
0.5115	11050	0.0079	-
0.5138	11100	0.0077	-
0.5161	11150	0.0078	-
0.5184	11200	0.0055	-
0.5208	11250	0.0056	-
0.5231	11300	0.0108	-
0.5254	11350	0.0078	-
0.5277	11400	0.0061	-
0.5300	11450	0.009	-
0.5323	11500	0.0046	-
0.5346	11550	0.0038	-
0.5370	11600	0.005	-
0.5393	11650	0.0085	-
0.5416	11700	0.0067	-
0.5439	11750	0.0087	-
0.5462	11800	0.0078	-
0.5485	11850	0.0113	-
0.5508	11900	0.01	-
0.5532	11950	0.0102	-
0.5555	12000	0.0085	-
0.5578	12050	0.0096	-
0.5601	12100	0.0055	-
0.5624	12150	0.0065	-
0.5647	12200	0.009	-
0.5671	12250	0.0081	-
0.5694	12300	0.0103	-
0.5717	12350	0.0058	-
0.5740	12400	0.0084	-
0.5763	12450	0.0077	-
0.5786	12500	0.0073	-
0.5809	12550	0.004	-
0.5833	12600	0.0081	-
0.5856	12650	0.0067	-
0.5879	12700	0.0077	-
0.5902	12750	0.0084	-
0.5925	12800	0.0051	-
0.5948	12850	0.0063	-
0.5971	12900	0.0075	-
0.5995	12950	0.0035	-
0.6018	13000	0.006	-
0.6041	13050	0.0062	-
0.6064	13100	0.0072	-
0.6087	13150	0.0042	-
0.6110	13200	0.0089	-
0.6133	13250	0.0077	-
0.6157	13300	0.0054	-
0.6180	13350	0.005	-
0.6203	13400	0.0052	-
0.6226	13450	0.0064	-
0.6249	13500	0.004	-
0.6272	13550	0.0055	-
0.6295	13600	0.0061	-
0.6319	13650	0.0032	-
0.6342	13700	0.0068	-
0.6365	13750	0.0069	-
0.6388	13800	0.0034	-
0.6411	13850	0.0044	-
0.6434	13900	0.007	-
0.6457	13950	0.0047	-
0.6481	14000	0.0036	-
0.6504	14050	0.0052	-
0.6527	14100	0.0054	-
0.6550	14150	0.0032	-
0.6573	14200	0.006	-
0.6596	14250	0.0061	-
0.6619	14300	0.0085	-
0.6643	14350	0.0046	-
0.6666	14400	0.009	-
0.6689	14450	0.0101	-
0.6712	14500	0.0072	-
0.6735	14550	0.0024	-
0.6758	14600	0.0109	-
0.6781	14650	0.0042	-
0.6805	14700	0.0084	-
0.6828	14750	0.0097	-
0.6851	14800	0.0064	-
0.6874	14850	0.0074	-
0.6897	14900	0.0038	-
0.6920	14950	0.0051	-
0.6943	15000	0.0078	-
0.6967	15050	0.0037	-
0.6990	15100	0.0084	-
0.7013	15150	0.0077	-
0.7036	15200	0.0072	-
0.7059	15250	0.0108	-
0.7082	15300	0.0022	-
0.7105	15350	0.0065	-
0.7129	15400	0.0049	-
0.7152	15450	0.0078	-
0.7175	15500	0.0035	-
0.7198	15550	0.0023	-
0.7221	15600	0.0063	-
0.7244	15650	0.0045	-
0.7268	15700	0.0031	-
0.7291	15750	0.0032	-
0.7314	15800	0.0072	-
0.7337	15850	0.0061	-
0.7360	15900	0.0048	-
0.7383	15950	0.0062	-
0.7406	16000	0.006	-
0.7430	16050	0.0055	-
0.7453	16100	0.0041	-
0.7476	16150	0.005	-
0.7499	16200	0.0093	-
0.7522	16250	0.0043	-
0.7545	16300	0.0082	-
0.7568	16350	0.0017	-
0.7592	16400	0.003	-
0.7615	16450	0.0061	-
0.7638	16500	0.0051	-
0.7661	16550	0.0089	-
0.7684	16600	0.0041	-
0.7707	16650	0.0068	-
0.7730	16700	0.0057	-
0.7754	16750	0.0047	-
0.7777	16800	0.0049	-
0.7800	16850	0.0039	-
0.7823	16900	0.0075	-
0.7846	16950	0.0067	-
0.7869	17000	0.0063	-
0.7892	17050	0.002	-
0.7916	17100	0.0081	-
0.7939	17150	0.0043	-
0.7962	17200	0.004	-
0.7985	17250	0.0048	-
0.8008	17300	0.006	-
0.8031	17350	0.0044	-
0.8054	17400	0.0062	-
0.8078	17450	0.0049	-
0.8101	17500	0.0066	-
0.8124	17550	0.007	-
0.8147	17600	0.004	-
0.8170	17650	0.0037	-
0.8193	17700	0.0085	-
0.8216	17750	0.0047	-
0.8240	17800	0.0033	-
0.8263	17850	0.0047	-
0.8286	17900	0.0049	-
0.8309	17950	0.0049	-
0.8332	18000	0.0064	-
0.8355	18050	0.0016	-
0.8378	18100	0.0083	-
0.8402	18150	0.0062	-
0.8425	18200	0.0028	-
0.8448	18250	0.0054	-
0.8471	18300	0.0036	-
0.8494	18350	0.0014	-
0.8517	18400	0.0042	-
0.8540	18450	0.0042	-
0.8564	18500	0.0057	-
0.8587	18550	0.006	-
0.8610	18600	0.0059	-
0.8633	18650	0.0025	-
0.8656	18700	0.005	-
0.8679	18750	0.0084	-
0.8702	18800	0.0078	-
0.8726	18850	0.0048	-
0.8749	18900	0.0073	-
0.8772	18950	0.0049	-
0.8795	19000	0.005	-
0.8818	19050	0.0075	-
0.8841	19100	0.0078	-
0.8865	19150	0.0037	-
0.8888	19200	0.0042	-
0.8911	19250	0.005	-
0.8934	19300	0.0084	-
0.8957	19350	0.0034	-
0.8980	19400	0.0033	-
0.9003	19450	0.0036	-
0.9027	19500	0.0089	-
0.9050	19550	0.0026	-
0.9073	19600	0.0017	-
0.9096	19650	0.0028	-
0.9119	19700	0.0052	-
0.9142	19750	0.0092	-
0.9165	19800	0.0063	-
0.9189	19850	0.0057	-
0.9212	19900	0.0042	-
0.9235	19950	0.0064	-
0.9258	20000	0.0023	-
0.9281	20050	0.0043	-
0.9304	20100	0.008	-
0.9327	20150	0.0045	-
0.9351	20200	0.0014	-
0.9374	20250	0.0069	-
0.9397	20300	0.0056	-
0.9420	20350	0.0065	-
0.9443	20400	0.0055	-
0.9466	20450	0.0025	-
0.9489	20500	0.0071	-
0.9513	20550	0.0038	-
0.9536	20600	0.002	-
0.9559	20650	0.0038	-
0.9582	20700	0.0044	-
0.9605	20750	0.0022	-
0.9628	20800	0.0014	-
0.9651	20850	0.0075	-
0.9675	20900	0.0042	-
0.9698	20950	0.0065	-
0.9721	21000	0.007	-
0.9744	21050	0.0053	-
0.9767	21100	0.0071	-
0.9790	21150	0.0068	-
0.9813	21200	0.0059	-
0.9837	21250	0.0057	-
0.9860	21300	0.0092	-
0.9883	21350	0.0046	-
0.9906	21400	0.0043	-
0.9929	21450	0.0075	-
0.9952	21500	0.0041	-
0.9975	21550	0.0051	-
0.9999	21600	0.0045	-

Framework Versions

• Python: 3.11.11
• SetFit: 1.1.1
• Sentence Transformers: 3.4.1
• Transformers: 4.48.3
• PyTorch: 2.6.0+cu124
• Datasets: 3.4.0
• Tokenizers: 0.21.0

Citation

BibTeX

@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}
}