This is a SetFit model that can be used for Text Classification. This SetFit model uses nomic-ai/nomic-embed-text-v1 as the Sentence Transformer embedding model. A LogisticRegression instance is used for classification.
The model has been trained using an efficient few-shot learning technique that involves:
IB Corp SB – Payroll Package Scheme for Salaried Class
'Does IB Corp SB offer zero balance accounts?'
'Are there special benefits for salaried employees?'
'Are there overdraft facilities in IB Corp SB?'
LOAN AGAINST LEASE RENTALS
'Lease Rent income validation process for Loan Against Lease Rentals?'
'What are the advantages of Loan Against Lease Rentals over other loan options?'
'What is the tenure for Loan Against Lease Rentals in banking?'
Savings Bank Account for Pensioners
'What is the procedure to activate online banking for SB Pension account?'
'What is the minimum balance required for SB Pension account?'
'How to reset the password for online banking of Savings Pensioners account?'
“IND Corp SB – Elite” Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI)
| <ul><li>'Can I get a credit card with the Corp SB – ELITE account?'</li><li>'Can I get a credit card with the Corp SB – ELITE account?'</li><li>'Free Personal Accidental Insurance cover benefits offered under Payroll package scheme ?'</li></ul> |
| Applications supported by Blocked Amount (ASBA) |
'Are Applications supported Blocked available for all types of investments?'
'What is the role of ASBA in Applications supported Blocked for ESOPs?'
'How do ASBA Supported Applications ensure secure transactions?'
|
| Ind Jet Remit (RTGS) |
'How do I initiate an RTGS transaction online?'
'Are RTGS Remittance services available for joint bank accounts?'
'Other Requirements in Real-Time Gross Settlement?'
|
| IND Krishi Vaahan |
'Does the bank offer doorstep service for agri Transportation loans?'
'Are there any specific documents required for krishi vaahan loan approvals?'
'What are the benefits of krishi motor financing from this bank?'
|
| Joint Liability Group (JLG) |
'Is a Collective Debt Obligation suitable for small business owners?'
'Can an Individual join a Group Financial Responsibility scheme?'
'Can I opt-out of a Joint and Several Liability agreement?'
|
| Whistle Blower Policy |
'What is the role of audit committees in the Whistle Blower Policy implementation?'
'How does the Whistle Blower Policy handle conflicting reports?'
'What is the process for escalating concerns under the Whistleblower Protection Policy?'
|
| Sukanya Samriddhi Account |
'Sukanya Samriddhi Yojana account can be opened for how many girls in a family?'
'When does the Sukanya Samriddhi Account mature?'
'Are there any penalties for not depositing the minimum amount in SSA?'
'Instalments of nre millionaire recurring deposit?'
|
| Aadhar enrolment / correction form(Hindi) |
'can I get an Aadhaar correction form in hindi?'
|
| Policy for Social Media |
'policy for social media in indian bank?'
|
| Profile Updation |
'How to update Aadhaar number in my account?'
'How to update Aadhaar number in my account?'
|
| Retail Loans_Pre Approved Personal Loan |
'How to apply for pre approved personal loan through online?'
|
| Aadhaar Seeding Online |
'What is the procedure of aadhaar seeding through online?'
|
Evaluation
Metrics
Label
Accuracy
all
0.7651
Uses
Direct Use for Inference
First install the SetFit library:
pip install setfit
Then you can load this model and run inference.
python
1from setfit import SetFitModel
23# Download from the 🤗 Hub4model = SetFitModel.from_pretrained("kneau007/my-classifier-6")5# Run inference6preds = model("What do E-learning Modules teach about online bill payments?")
Training Details
Training Set Metrics
Training set
Min
Median
Max
Word count
1
10.1722
23
Label
Training Sample Count
ATM / Debit Cards
30
ATM/Debit Cards
2
Aadhaar Seeding Online
1
Aadhar enrolment / correction form
2
Aadhar enrolment / correction form(Hindi)
1
Access Restricted
27
Account Balance
1
Account Opening Forms NRI
23
Account Statement By email
1
Add to your Financial Stability with IND Shakti 555 days
25
Add to your Financial Stability – with IND Shakti 555 days
1
Agri Clinic and Agri Business Centres
31
Agri Loans_Agri Jewel Loan(Fresh)
1
Agri Loans_KCC Renewal
1
Agricultural Godowns / Cold Storage
27
Agricultural Jewel Loan Scheme
30
Agriculture Loan
25
Amalgamation
28
Analyst Coverage
1
Analyst Coverage on Bank’s Share Price
25
Annual General Meeting
27
Annual General Meetings and Extraordinary General Meetings
21
Annual Reports
23
Another Option for Pension
27
Application Downloads
28
Applications supported by Blocked Amount (ASBA)
28
Audio/ Video Recording/Concall Transcripts
25
Awards & Accolades
25
Azadi Ka Amrit Mahotsav #TogetherforBiggerThings
26
Azadi Ka Amrit Mahotsav – #TogetherforBiggerThings
1
BCSBI - Code of Bank’s Commitment
to Customers
1
BE Safe in Your Cyber Behaviour
25
BHIM AADHAAR PAY
1
BHIM Aadhaar Pay
27
BSBDA AND SMALL ACCOUNT
28
BSBDA and Small Account
32
Banking Ombudsman 2021
1
Bank’s Profile
9
Bank’s Profile
30
Best Practices code of the Bank
30
Bharat Aadhaar Seeding Enabler
26
Block Lost ATM Card
24
Block Lost Credit Card
25
Block all channels
2
Board of Directors
29
Booklet on Digital Products & services
2
Business Responsibility and Sustainability Report
23
CA FOR STATE /CENTRAL GOVT & CONSULAR & IND PFMS
20
CA FOR STATE /CENTRAL GOVT & CONSULAR & IND PFMS
| 4 |
| CA FOR STATE/CENTRAL GOVT & CONSULAR & IND PFMS (Government Accounts) | 18 |
| CAMS-CRA_Registration | 2 |
| CAMS-CRA_Standing Instructions | 2 |
| CAMS-CRA_Subscription | 2 |
| CENTRAL BANK DIGITAL CURRENCY (CBDC) -Indian Bank Digital Rupee Application | 29 |
| CGRS | 1 |
| CITIZENS’ CHARTER | 1 |
| CONTACTS FOR QUERIES | 21 |
| CORPORATE LOAN | 25 |
| Capital Gains | 41 |
| Capital Gains SB account | 47 |
| Careers | 26 |
| Centralized Pension Processing Centre | 29 |
| Centralized Pension processing Centre | 1 |
| Chief General Managers | 24 |
| Chief Vigilance Officer | 22 |
| Choosing the Right Term Deposit: Fixed, Recurring or Money Multiplier Your Best Fit? | 29 |
| Choosing the Right Term Deposit: Fixed, Recurring or Money Multiplier – Your Best Fit? | 2 |
| Coin vending machines(CVMs) location in chennai | 2 |
| Colombo Branch | 28 |
| Common Account Opening Form-Non Individuals | 26 |
| Compressed Bio Gas plant financing under Sustainable alternative towards affordable Transportation | 29 |
| Corporate Blog | 25 |
| Corporate Credit | 17 |
| Corporate Governance | 30 |
| Corporate Governance Reports | 20 |
| Corporate Loan | 17 |
| Corporate Social Responsiblity | 26 |
| Corporate credit | 29 |
| Covering letter to be obtained from the customers currently holding lockers | 1 |
| Credit Cards | 34 |
| Credit Life Insurance Coverages in Association with M/s. Kotak Life | 28 |
| Credit Life Insurance Coverages in association with M/s. Aditya Birla Sun Life Insurance | 25 |
| Current Account | 31 |
| Current Account – Minimum Balance Requirement | 15 |
| Customer Centric Services | 26 |
| Customer Complaint/Awareness | 1 |
| Customer Complaint/Awareness_Cyber Awareness Content | 2 |
| Customer Complaint/UEBT | 1 |
| Customer Complaints / Awareness | 27 |
| Customer On-Boarding using TAB | 63 |
| Customer care | 4 |
| Cyber Awareness Content | 27 |
| Cyber crime / Unauthorized transaction | 2 |
| DEAF Transaction List | 26 |
| DISPLAY OF INFORMATION SECURED ASSETS POSSESSED UNDER THE SARFAESI ACT 2002 | 26 |
| DRAT & DRT NODAL AND LIAISON Officers | 1 |
| Dairy Loan | 27 |
| Dealing Dishonour of cheques | 1 |
| Death Claim Settlement | 26 |
| Debenture Trustee | 25 |
| Debit Card | 2 |
| Debit Cards | 26 |
| Debit card | 2 |
| Debt Restructuring Mechanism for SMEs | 1 |
| Defending Against Rising Online Frauds: Stay Cyber-Safe! | 30 |
| Deposit Insurance & Credit Guarantee Corp.. | 1 |
| Deposit Interest Certificate | 1 |
| Deposit Rates | 29 |
| Derivatives | 44 |
| Designated Authority for Whistle Blower Complaints | 28 |
| Details of Outstanding Tier 1 and Tier 2 Bonds | 30 |
| Digital Banking Unit: Shaping the Financial Future of India | 23 |
| Digital Insurance Platform | 26 |
| Digital Personal Data Protection Policy
(Eng) | 1 |
| Digitizing the Indian Banking Experience | 28 |
| Disclaimer | 27 |
| Disclosures | 24 |
| Disclosures made to Stock Exchanges | 25 |
| Display of Information - Secured Assets Possessed Under The Sarfaesi ACT 2002 | 1 |
| Dividend Details | 25 |
| Don’t Be a Money Mule: Protect Yourself from Fraud | 27 |
| Doorstep Banking | 30 |
| Doorstep Banking: Your Convenience, Our Priority | 27 |
| E Confirmation of Bank Guarantee | 29 |
| E-ALLAHABAD BANK | 21 |
| E-Shopping | 2 |
| ECSNoticetoCustomers(Pdf) | 1 |
| ED's Profile | 1 |
| Education Loan Subsidy Schemes | 23 |
| Education Loan – Subsidy Schemes | 2 |
| Education loan | 4 |
| Electronic BG Benificiary video | 1 |
| Empanelments / Engagements | 32 |
| Event Updates/ Newspaper Advertisement | 24 |
| Executive Director’s Profile | 24 |
| External Sites | 29 |
| Extraordinary General Meetings | 22 |
| F.A.Qs | 29 |
| FCNR (B) Accounts | 27 |
| FCNR (B) DEPOSITS Rates | 24 |
| FIXED DEPOSIT | 17 |
| Fair Lending Practices Code | 1 |
| Featured Products / Services / Schemes | 22 |
| Financial Inclusion | 26 |
| Financial Inclusion in India: Filling the Void | 27 |
| Financial Results | 28 |
| Financing Agriculturists for Purchase of Tractors & Other Farm Machinery | 27 |
| Find the Best Avenues for Tax Savings with Indian Bank | 26 |
| First Quarter Financial Results 2024-25 | 25 |
| Fixed Deposit | 32 |
| Fixed ROI for Retail Loans | 26 |
| Food and Agro Processing | 27 |
| Foreign Branches | 27 |
| Forex Rates for Treasury | 22 |
| Forex Remittance Facility through Internet Banking- Retail | 24 |
| Frequently Asked Questions Internet Banking and Mobile Banking | 27 |
| General Managers | 27 |
| Government Deposit Schemes | 26 |
| Government Sponsored Jan Suraksha Schemes: Trio Pack for Your Financial Security | 24 |
| Head Office Departments | 30 |
| Helpline for Women in Distress - 7827170170 | 1 |
| Helpline for Women in Distress - 7827170172 | 1 |
| History | 1 |
| Home Loan | 7 |
| Home Loan Scheme for Economically Weaker Section (EWS), Low Income Group (LIG) and Middle Income Group (MIG) individuals: Urban Areas | 23 |
| Home Loan to Corporate Entity | 26 |
| Home Loans: A Strategic Move to Preserve Your Savings | 27 |
| 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 | 25 |
| IB Arogya Raksha – Portability Options for existing customers | 2 |
| IB COMFORT- DOMESTIC AND NRE | 23 |
| IB CONTRACTORS | 42 |
| IB CORP SB Payroll Package Scheme for Salaried Class | 28 |
| IB CORP SB – Payroll package scheme for salaried class | 4 |
| IB Corp SB – Payroll Package Scheme for Salaried Class | 18 |
| IB Doctor Plus | 45 |
| IB Education Loan (IBA | 1 |
| IB Education Loan (IBA) | 22 |
| IB Gen X For the Vibrant Youth | 26 |
| IB Gen X – For the Vibrant Youth | 35 |
| IB Golden Ager Term Deposit Product for Super Senior Citizens | 26 |
| IB Golden Ager – Term Deposit Product for Super Senior Citizens | 2 |
| IB HARIT | 56 |
| IB HOME ENRICH | 27 |
| IB Home ENRICH | 1 |
| IB Home Improve | 26 |
| IB Home Loan | 29 |
| IB Home Loan Flexi | 25 |
| IB Home Loan Plus | 28 |
| IB Kishore Savings Bank Account for Minors | 25 |
| IB Kishore – Savings Bank Account for Minors | 29 |
| IB Loan against Sovereign Gold Bond | 30 |
| IB MSME Jewel Loan | 44 |
| IB MY OWN SHOP | 40 |
| IB Mahila Shakti For Women | 46 |
| IB Mahila Shakti – For Women | 16 |
| IB PROFESSIONAL | 63 |
| IB Pension Loan | 35 |
| IB Plot Loan | 26 |
| IB Produce Marketing Loan Loan Against eNWRs | 29 |
| IB Produce Marketing Loan – Loan Against eNWRs | 1 |
| IB RERA CURRENT ACCOUNT | 16 |
| IB RERA Current Account | 28 |
| IB Salaam Special Account for Defence Personnel | 23 |
| IB Salaam – Special Account for Defence Personnel | 37 |
| IB Sammaan | 39 |
| IB Smart Kid | 48 |
| IB Star Agro Mills (Rice Mill, Dhal Mill, Oil Mill and Flour Mill) | 30 |
| IB TAX SAVER SCHEME | 14 |
| IB Tax Saver Scheme | 26 |
| IB Tradewell | 45 |
| IB Vehicle Loan | 26 |
| IB Vidyarthi Suraksha (With PNB-Metlife) | 28 |
| IB i-Freedom Current Account | 47 |
| IB – COMFORT - DOMESTIC AND NRE (Minimum Balance & Charges) | 17 |
| IB – Sammaan | 3 |
| IB –COMFORT- DOMESTIC AND NRE | 2 |
| IBEX GOLD CARD SCHEME (GCS) FOR EXPORTERS | 22 |
| IMAGE | 34 |
| IMAGE | 2 |
| IMAGE Computer Centre | 27 |
| IMAGE Contact Us | 20 |
| IMAGE Email Id’s | 23 |
| IMAGE Infrastructure | 26 |
| IMAGE Principal’s Message | 21 |
| IMAGE Training Philosophy | 22 |
| IMPORTANT TERMS AND CONDITIONS CA | 21 |
| IMPORTANT TERMS AND CONDITIONS SB | 24 |
| IMPORTANT TERMS AND CONDITIONS – CA | 4 |
| IMPORTANT TERMS AND CONDITIONS – CA (Account Transfer) | 15 |
| IMPORTANT TERMS AND CONDITIONS – CA (Current Account) | 15 |
| IMPORTANT TERMS AND CONDITIONS – SB | 2 |
| IND COURT | 29 |
| IND Corp SB Elite” Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) | 1 |
| IND Corp SB – Elite (Payroll Package Scheme) | 18 |
| IND EQUIPMENT & WHEELS (CE/CV) scheme | 26 |
| IND GST ADVANTAGE | 45 |
| IND GURUDEV | 27 |
| IND GURUDEV (Auto Sweep & SMS Alert) | 18 |
| IND HEALTH CARE | 28 |
| IND KISAN SAUR SHAKTHI (PM KUSUM) Additional Component (Component C- Feeder level Solarisation) | 24 |
| IND KISAN SAUR SHAKTHI (PM KUSUM) Additional Component (Component C- Feeder level Solarisation)
| 1 |
| IND Krishi Vaahan | 29 |
| IND MSME SAKHI | 42 |
| IND MSME VEHICLE | 46 |
| IND Micro Food Processing Enterprises- (PMFME) | 33 |
| IND Millionaire Recurring Deposit Account NRE | 28 |
| IND Millionaire Recurring Deposit Account – NRE | 2 |
| IND NAVYA | 27 |
| IND Non-Callable Deposit | 30 |
| IND PASHUDHAN Mitra- Animal Husbandry Infrastructure Development Fund (AHIDF) | 29 |
| IND PM Vishwakarma | 26 |
| IND Professional Special | 20 |
| IND Rupee Gain | 23 |
| IND SAMPOORNA SALARY PACKAGE | 44 |
| IND SME Secure | 39 |
| IND SUPER 400 DAYS | 22 |
| IND SUPREME 300 DAYS | 27 |
| IND SWAGAT - Online Term Deposit Opening | 2 |
| IND – PM Vishwakarma | 21 |
| IND- KRISHI INFRA FUND (AGRICULTURE INFRA FUND) | 27 |
| IND-SME E-VAAHAN | 45 |
| IND-SME EASE | 37 |
| IND-SURYA SHAKTI | 47 |
| INDIAN BANK MUTUAL FUND | 28 |
| INDIAN BANK TRUST FOR RURAL DEVELOPMENT (IBTRD)
| 2 |
| Image | 1 |
| Important Communication regarding Amalgamation (Internet Banking / Mobile Banking) | 24 |
| Important Contacts | 28 |
| Important Notices to Shareholders / Bondholders | 26 |
| Ind Advantage (Reward Program) | 23 |
| Ind Jet Remit (RTGS) | 26 |
| Ind Lakhpati Didi Scheme | 25 |
| Ind Mortgage | 27 |
| Ind Netbanking | 24 |
| Ind QwikCollect | 1 |
| IndOASIS Checksum | 24 |
| IndOASIS Terms and Conditions | 20 |
| IndSMART | 24 |
| IndSMART Mobile Banking App Checksum | 21 |
| IndSMART: Indian Bank’s Omni channel Mobile App | 1 |
| IndSMART: Indian Bank’s Omni channel Mobile App | 26 |
| IndSmart | 2 |
| Indbank Merchant Banking - Online share trading | 1 |
| Indian Bank Annual Reports | 23 |
| Indian Bank Debit Card Shopping Perks | 26 |
| Indian Bank Financial Results | 24 |
| Indian Bank One Co-Branded Credit Card | 23 |
| Indian Bank Prepaid Card App Terms and Conditions | 24 |
| Indian Bank, IFSC Banking Unit, GIFT City | 26 |
| Indoasis | 1 |
| Interest Rate for Agri Products | 21 |
| Interest Rate for agri Products | 1 |
| Interest Rates for Small Savings Schemes | 31 |
| Interest Rates on Personal Segment Loan Products Fixed | 22 |
| Interest Rates on Personal Segment Loan Products: Floating | 26 |
| Interest Rates on SB / NRO / NRE Accounts | 27 |
| Internet Banking | 2 |
| Internet banking | 25 |
| Internet/Mobile/Tele Banking | 27 |
| Investor / Analyst Presentation | 24 |
| Investor Grievances | 25 |
| Investor Guide / FAQ | 26 |
| Investor Relations | 24 |
| Investors | 1 |
| Investors Services Center | 22 |
| Jaffna Branch | 28 |
| Jewel Loan | 26 |
| Jewel Loan appointment | 1 |
| Jewel Loan: Unlock the Value of Your Gold for Financial Flexibility | 24 |
| Joint Liability Group (JLG) | 28 |
| KCC Gold Plus | 27 |
| KCC Marine Gold Scheme | 26 |
| Kisan Credit Card (KCC) | 28 |
| Kisan Credit Card (KCC) Animal Husbandry and Fisheries | 27 |
| Kisan Credit Card (KCC) – Animal Husbandry and Fisheries | 2 |
| LOAN AGAINST LEASE RENTALS | 20 |
| LOAN AGAINST LEASE RENTALS(IB RENTAL) | 2 |
| Lab Grown Diamond Scheme | 57 |
| Lending Rates | 2 |
| Lending rates | 27 |
| Lending rates for Export Credit | 25 |
| Lending rates for RMD | 24 |
| Lending rates for Retail Assets | 23 |
| Life Certificate | 2 |
| Life Insurance | 27 |
| Life Insurance Corporation Of India | 1 |
| Loan / OD against NSC / KVP / Relief bonds of RBI / LIC policies | 27 |
| Loan for Purchase of “Van / Minibus / Bus / Ambulance†to Institutions / Firms / PSU / Company / Hospitals | 1 |
| Loan for Purchase of “Van / Minibus / Bus / Ambulance” to Institutions / Firms / PSU / Company / Hospitals | 25 |
| Loan/OD/Credit Card against Deposit | 24 |
| Login Procedure for Internet Banking | 18 |
| Login procedure for Mobile Banking | 23 |
| Loyalty Program Delights: Unlocking Special Rewards for Your Loyalty | 26 |
| MACT SB | 42 |
| MCA Payment | 27 |
| MD & CEO Speeches / Media Interaction | 26 |
| MD & CEO's Profile | 2 |
| MONEY MULTIPLIER DEPOSITS | 15 |
| MSME | 22 |
| MSME AUTO RENEWAL | 25 |
| MSME AUTO – RENEWAL | 19 |
| MSME DIGI Jewel Loan and Jewel Loan (Re-Pledge) | 50 |
| MSME LAP | 44 |
| MSME Loans_Download_Sanction terms/Condition | 1 |
| MSME Loans_MSME Loan Renewal | 1 |
| MSME Loans_Pre Approved Bussiness Loan | 1 |
| MSME Loans_Shishu Mudra Loan | 1 |
| Managing Director & CEO’s Profile | 1 |
| Managing Director & CEO’s Profile | 25 |
| Media Speaks | 26 |
| Merchant UPI QR Code | 32 |
| Mini Statement | 1 |
| Mobile Banking | 4 |
| Mobile Banking/Internet Banking | 2 |
| Model Revised safe deposit locker agreenment | 1 |
| Model Supplementary safe deposit locker agreenment | 1 |
| Money multiplier Deposits | 29 |
| Motor Accident Claim Tribunal Deposit(MACAD) Scheme | 27 |
| Mutual Funds, IPO, Demat & Trading | 2 |
| N R I / Foreign Exchange | 24 |
| NABARD | 1 |
| NEFT | 27 |
| NETC FASTag | 26 |
| NPS VATSALYA | 30 |
| NRE FD/ MMD/ RD ACCOUNTS | 26 |
| NRE SB ACCOUNTS | 27 |
| NRE and RFC SB interest Rates | 23 |
| NRI A/cs | 26 |
| NRI Home Loan | 28 |
| NRI INFO BEAM Monthly Newsletter | 26 |
| NRI Plot Loan | 30 |
| NRI and Forex | 26 |
| National Common Mobility Card (NCMC) | 27 |
| New Pension Scheme as an avenue for Tax Savings | 25 |
| New SB Product for Salaried Customers IND SALARY SURAKSHA | 21 |
| New SB Product for Salaried Customers IND SALARY SURAKSHA
| 4 |
| Nodal Officers - Cusomer service | 2 |
| Nodal Officers RBI Integrated Ombudsman Scheme, 2021 | 25 |
| Nodal Officers- Customer service | 28 |
| Nodal Officers_Ombudsman Scheme,2021 | 1 |
| Nodal Officers_Ombudsman Scheme,2022 | 25 |
| Nomination: A Must Have in Your Accounts | 27 |
| Non-Life Insurance | 25 |
| Non-Resident Ordinary Account | 26 |
| Notifications | 28 |
| OD against Gold Jewels | 27 |
| ONLINE SHISHU MUDRA LOAN | 49 |
| OVERDRAFT FACILITY IN SB SALARY A/C“IB INSTA CASH†| 1 |
| OVERDRAFT FACILITY IN SB SALARY A/C“IB INSTA CASH” | 24 |
| One Time Settlement for NPA Borrowers (eOTS) | 26 |
| Online Collection Products | 29 |
| Online Interest Certificate | 1 |
| Online Loans | 31 |
| Online Locker Facility | 1 |
| Online Services | 28 |
| Open Online Account with Video-Based Customer Identification Process (V- CIP) | 27 |
| PM Surya Ghar: Muft Bijli Yojna | 2 |
| PMMY-MUDRA-Tarun Plus | 22 |
| PMSurya Ghar: Muft Bijli Yojana Roof Top Solar Loan Scheme | 29 |
| PSB LOANS IN 59 MINUTES | 42 |
| Personal Loan | 25 |
| Personal loan | 2 |
| Point of Sale (PoS) | 28 |
| Policies and Regulations | 24 |
| Policy Guidelines on Empanelment of Valuers | 1 |
| Policy for Social Media | 1 |
| Policy on Co-Lending by Bank and NBFCs/HFCs
to priority sectors | 2 |
| Policy on Determination and disclosure of material events / information | 1 |
| Policy on Determining Material Subsidiary | 1 |
| Policy on Related Party Transactions | 1 |
| Policy on appointment of SABs -year 2023 -24 (Domestic & Overseas) | 1 |
| Positive Pay Syatem(PPS) | 2 |
| Positive Pay System | 1 |
| Positive Pay System (PPS) | 25 |
| Pre Approved Business Loan | 32 |
| Premium Current Account | 43 |
| Premium Services | 22 |
| Press Releases | 23 |
| Privacy Policy Corporate Merchant App | 22 |
| Privacy Policy Digital Currency | 25 |
| Privacy Policy IB Merchant App | 27 |
| Privacy Policy IndOASIS | 27 |
| Privacy Policy Mobile Banking (IndSmart) | 23 |
| Privacy Policy for SoftPos | 1 |
| Process for claiming Unclaimed Deposit transferred to Depositor Education and Awareness (DEA) Fund | 2 |
| Profile Updation | 2 |
| Protean-CRA | 2 |
| Puduvai Bharathiar Grama Bank | 1 |
| QIP | 1 |
| QIP WEBSITE DISCLAIMER | 25 |
| Queries / Feedback | 1 |
| Quick Contact | 25 |
| Quick Contacts | 2 |
| RBI Monetory Museum Bank Notes and Security Features | 1 |
| RECURRING DEPOSIT | 15 |
| REPO Based Lending Rate for MSME | 25 |
| RFC TERM DEPOSIT Rates | 24 |
| Rajbhasha | 1 |
| Re-KYC (based on declaration) | 2 |
| Re-KYC: Periodic Update of KYC Details | 31 |
| Recovery Agents Empaneled / Engaged by bank(Eng) | 1 |
| Recurring Deposit | 33 |
| Regulatory Disclosures Section | 23 |
| Remittance To India | 28 |
| Request a Call Back | 1 |
| Reserve Bank Of India | 2 |
| Resident Foreign Currency account for Returning Indians | 28 |
| Retail Loans_Credit Card | 1 |
| Retail Loans_Home Loan | 2 |
| Retail Loans_OD/Term Loan/Credit Card Against Deposit | 1 |
| Retail Loans_Overdraft against Insurance | 1 |
| Retail Loans_Pre Approved Personal Loan | 1 |
| Retail Loans_Vehicle Loan | 2 |
| Reverse Mortgage | 29 |
| RuPay Key Chain | 2 |
| SB FOR CENTRAL / STATE GOVERNMENT / CONSULAR OFFICES & IND PFMS | 42 |
| SB Platinum Savings Bank Platinum Account with Sweep facility | 24 |
| SB Platinum – Savings Bank Platinum Account | 16 |
| SB Platinum – Savings Bank Platinum Account with Sweep facility | 4 |
| SB for IND PFMS & SB for Central/State Government/Consular Offices | 15 |
| SB for students under govt scholarship & SB for DBT | 32 |
| SELF HELP GROUP (SHG) SHAKTI | 26 |
| SELF HELP GROUP (SHG) – SHAKTI | 1 |
| SHG Bank Linkage Programme Direct Linkage to SHGs | 29 |
| SHG Bank Linkage Programme – Direct Linkage to SHGs | 2 |
| SHG GRIHALAKSHMI (Housing Loan to SHG Members) | 29 |
| SHG GRIHALAKSHMI (Housing loan to SHG Members) | 2 |
| SHORT TERM DEPOSITS | 8 |
| SMS Banking/ Missed Call Service | 26 |
| SOVA Android Trojan ALERT!! | 28 |
| Salary Loan IB Clean Loan to Salaried Class | 29 |
| Salary Loan – IB Clean Loan to Salaried Class | 1 |
| Saptagiri Grameena Bank | 2 |
| Savings Bank | 2 |
| Savings Bank Account | 29 |
| Savings Bank Account for Pensioners | 24 |
| Savings Bank Accounts – Terms & Conditions | 16 |
| Say No to Queues and Yes to Fastag!!!!! | 21 |
| Scheme for financing MSMEs for setting up Biomass Pellets manufacturing units | 45 |
| Scheme on financing Manufacturers / Suppliers / Vendors of Solar panels and other ancillary products | 17 |
| Security | 23 |
| Security Alert (Hindi) | 1 |
| Service Charges | 29 |
| Service Charges / Forex Rates | 24 |
| Service Charges on ATM Services | 26 |
| Services | 1 |
| Services rendered free of charge | 28 |
| Services rendered free of charge
| 1 |
| Shareholding Pattern | 23 |
| Short Term Deposits | 24 |
| Small Farmers' Agri-Business Consortium | 1 |
| Special Non-Resident Rupee Account (SNRR) | 29 |
| Specialist Officers Exam Result (SO) | 20 |
| Statement | 2 |
| Statutory Central Auditors | 29 |
| Statutory Central Auditors(SCAs) for the year 2023-24- valid up to 2024-25(English) | 1 |
| Stay Safe: Watch Out for Suspicious Files, APKs, and Links | 25 |
| Subsidiaries and Joint Ventures | 25 |
| Sukanya Samriddhi Account | 24 |
| Sukanya Samriddhi Account Scheme | 25 |
| Supply Chain Finance | 48 |
| TERM LOAN | 33 |
| TERMS AND CONDITIONS - TERM DEPOSIT ACCOUNT | 17 |
| TERMS AND CONDITIONS-TERM DEPOSIT ACCOUNT | 32 |
| Tab Banking | 31 |
| Tamil Nadu Grama Bank | 2 |
| Tap, Pay and Go: RuPay NCMC Card | 27 |
| Tarun Plus Scheme | 25 |
| Tenders / Auction | 26 |
| Term Deposit | 2 |
| Term Loan | 17 |
| Termination Clause Mobile Banking (IndSmart) | 23 |
| Terms and Conditions Indian Bank Digital Rupee | 25 |
| Terms and Conditions – Indian Bank Digital Rupee | 2 |
| The Convenience Revolution: Mobile Banking Explained | 26 |
| UPI through USSD(Eng) | 2 |
| UPI through USSD(Hin) | 2 |
| United India Insurance Company | 3 |
| Units of IMAGE | 25 |
| Unleash your Entrepreneurial Skills with Indian Bank’s MSME Loans | 27 |
| V-CIP | 24 |
| VARIABLE RECURRING DEPOSIT | 19 |
| Variable Recurring Deposit | 24 |
| Vehicle loan | 1 |
| Vision and Mission | 32 |
| WORKING CAPITAL | 30 |
| Wealth Management Services | 28 |
| Weaver MUDRA | 42 |
| Welcome aboard! | 28 |
| Welcome to a New Year of Good Returns with Ind-Swagat | 24 |
| Welfare of Minorities | 31 |
| What and How of Phishing | 26 |
| What is a Credit Score and How it Shapes Financial Health | 27 |
| WhatsApp Banking | 28 |
| What’s New? | 29 |
| Whistle Blower Policy | 34 |
| Working Capital | 14 |
| e Allahabad Bank Journey | 2 |
| e Payment of Direct Taxes | 28 |
| e Payment of Indirect Taxes | 24 |
| e-Allahabad Bank Journey | 41 |
| e-OD Against Deposit | 28 |
| e-OD Against Deposit
| 2 |
| “IND Corp SB Elite†Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) | 2 |
| “New SB Product for Pensioners†IND PENSION PRIME | 1 |
| “IND Corp SB Elite” Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) | 20 |
| “IND Corp SB – Elite” Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI)
| 4 |
| “New SB Product for Pensioners” IND PENSION PRIME | 45 |
Training Hyperparameters
batch_size: (16, 16)
num_epochs: (3, 3)
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
0.1752
-
0.0018
50
0.1656
-
0.0037
100
0.1649
-
0.0055
150
0.1638
-
0.0073
200
0.1593
-
0.0091
250
0.1621
-
0.0110
300
0.1538
-
0.0128
350
0.1561
-
0.0146
400
0.1549
-
0.0165
450
0.1419
-
0.0183
500
0.1388
-
0.0201
550
0.1294
-
0.0220
600
0.1287
-
0.0238
650
0.1227
-
0.0256
700
0.1138
-
0.0274
750
0.1074
-
0.0293
800
0.1074
-
0.0311
850
0.1009
-
0.0329
900
0.0993
-
0.0348
950
0.0928
-
0.0366
1000
0.1025
-
0.0384
1050
0.0909
-
0.0403
1100
0.0926
-
0.0421
1150
0.0972
-
0.0439
1200
0.0872
-
0.0457
1250
0.0911
-
0.0476
1300
0.078
-
0.0494
1350
0.0816
-
0.0512
1400
0.0764
-
0.0531
1450
0.0752
-
0.0549
1500
0.0772
-
0.0567
1550
0.0714
-
0.0586
1600
0.0717
-
0.0604
1650
0.0674
-
0.0622
1700
0.0687
-
0.0640
1750
0.0621
-
0.0659
1800
0.0667
-
0.0677
1850
0.0593
-
0.0695
1900
0.0636
-
0.0714
1950
0.0618
-
0.0732
2000
0.0558
-
0.0750
2050
0.0669
-
0.0769
2100
0.0553
-
0.0787
2150
0.0558
-
0.0805
2200
0.0479
-
0.0823
2250
0.0446
-
0.0842
2300
0.0592
-
0.0860
2350
0.0485
-
0.0878
2400
0.0552
-
0.0897
2450
0.0451
-
0.0915
2500
0.0492
-
0.0933
2550
0.0462
-
0.0952
2600
0.0468
-
0.0970
2650
0.044
-
0.0988
2700
0.0449
-
0.1006
2750
0.0445
-
0.1025
2800
0.0417
-
0.1043
2850
0.0484
-
0.1061
2900
0.0422
-
0.1080
2950
0.0373
-
0.1098
3000
0.0416
-
0.1116
3050
0.0366
-
0.1134
3100
0.0379
-
0.1153
3150
0.0375
-
0.1171
3200
0.0444
-
0.1189
3250
0.0351
-
0.1208
3300
0.0316
-
0.1226
3350
0.0328
-
0.1244
3400
0.031
-
0.1263
3450
0.0377
-
0.1281
3500
0.0388
-
0.1299
3550
0.0376
-
0.1317
3600
0.0337
-
0.1336
3650
0.032
-
0.1354
3700
0.0317
-
0.1372
3750
0.0329
-
0.1391
3800
0.0337
-
0.1409
3850
0.0373
-
0.1427
3900
0.0251
-
0.1446
3950
0.035
-
0.1464
4000
0.0253
-
0.1482
4050
0.0307
-
0.1500
4100
0.0261
-
0.1519
4150
0.0285
-
0.1537
4200
0.0267
-
0.1555
4250
0.0305
-
0.1574
4300
0.0285
-
0.1592
4350
0.0296
-
0.1610
4400
0.0296
-
0.1629
4450
0.0268
-
0.1647
4500
0.0243
-
0.1665
4550
0.0262
-
0.1683
4600
0.0251
-
0.1702
4650
0.0241
-
0.1720
4700
0.0251
-
0.1738
4750
0.0333
-
0.1757
4800
0.0304
-
0.1775
4850
0.0223
-
0.1793
4900
0.0288
-
0.1812
4950
0.0274
-
0.1830
5000
0.0203
-
0.1848
5050
0.0251
-
0.1866
5100
0.02
-
0.1885
5150
0.0259
-
0.1903
5200
0.0283
-
0.1921
5250
0.019
-
0.1940
5300
0.0204
-
0.1958
5350
0.0209
-
0.1976
5400
0.0247
-
0.1995
5450
0.0226
-
0.2013
5500
0.0194
-
0.2031
5550
0.0225
-
0.2049
5600
0.0244
-
0.2068
5650
0.0217
-
0.2086
5700
0.0145
-
0.2104
5750
0.0228
-
0.2123
5800
0.0209
-
0.2141
5850
0.0195
-
0.2159
5900
0.0236
-
0.2177
5950
0.0242
-
0.2196
6000
0.026
-
0.2214
6050
0.0186
-
0.2232
6100
0.0218
-
0.2251
6150
0.0184
-
0.2269
6200
0.0231
-
0.2287
6250
0.0141
-
0.2306
6300
0.0169
-
0.2324
6350
0.0193
-
0.2342
6400
0.0145
-
0.2360
6450
0.0222
-
0.2379
6500
0.016
-
0.2397
6550
0.0179
-
0.2415
6600
0.0213
-
0.2434
6650
0.0245
-
0.2452
6700
0.0179
-
0.2470
6750
0.0199
-
0.2489
6800
0.0221
-
0.2507
6850
0.0213
-
0.2525
6900
0.0153
-
0.2543
6950
0.0183
-
0.2562
7000
0.0173
-
0.2580
7050
0.021
-
0.2598
7100
0.0206
-
0.2617
7150
0.0221
-
0.2635
7200
0.0133
-
0.2653
7250
0.0215
-
0.2672
7300
0.0188
-
0.2690
7350
0.0153
-
0.2708
7400
0.0179
-
0.2726
7450
0.0151
-
0.2745
7500
0.0193
-
0.2763
7550
0.02
-
0.2781
7600
0.0147
-
0.2800
7650
0.0136
-
0.2818
7700
0.0237
-
0.2836
7750
0.0147
-
0.2855
7800
0.019
-
0.2873
7850
0.0178
-
0.2891
7900
0.0185
-
0.2909
7950
0.0151
-
0.2928
8000
0.0132
-
0.2946
8050
0.0193
-
0.2964
8100
0.0212
-
0.2983
8150
0.0187
-
0.3001
8200
0.0171
-
0.3019
8250
0.0168
-
0.3038
8300
0.014
-
0.3056
8350
0.0215
-
0.3074
8400
0.0205
-
0.3092
8450
0.0194
-
0.3111
8500
0.0159
-
0.3129
8550
0.0143
-
0.3147
8600
0.0194
-
0.3166
8650
0.0178
-
0.3184
8700
0.0188
-
0.3202
8750
0.0198
-
0.3220
8800
0.0181
-
0.3239
8850
0.0177
-
0.3257
8900
0.0118
-
0.3275
8950
0.0143
-
0.3294
9000
0.0134
-
0.3312
9050
0.0137
-
0.3330
9100
0.0115
-
0.3349
9150
0.0179
-
0.3367
9200
0.0128
-
0.3385
9250
0.0158
-
0.3403
9300
0.0101
-
0.3422
9350
0.0119
-
0.3440
9400
0.0103
-
0.3458
9450
0.013
-
0.3477
9500
0.0171
-
0.3495
9550
0.0151
-
0.3513
9600
0.0151
-
0.3532
9650
0.0155
-
0.3550
9700
0.0163
-
0.3568
9750
0.0147
-
0.3586
9800
0.0154
-
0.3605
9850
0.0122
-
0.3623
9900
0.0141
-
0.3641
9950
0.016
-
0.3660
10000
0.0145
-
0.3678
10050
0.0182
-
0.3696
10100
0.015
-
0.3715
10150
0.0128
-
0.3733
10200
0.0095
-
0.3751
10250
0.0174
-
0.3769
10300
0.0102
-
0.3788
10350
0.0117
-
0.3806
10400
0.0105
-
0.3824
10450
0.0159
-
0.3843
10500
0.0105
-
0.3861
10550
0.0137
-
0.3879
10600
0.0089
-
0.3898
10650
0.011
-
0.3916
10700
0.0066
-
0.3934
10750
0.0154
-
0.3952
10800
0.0128
-
0.3971
10850
0.0143
-
0.3989
10900
0.0119
-
0.4007
10950
0.0184
-
0.4026
11000
0.0152
-
0.4044
11050
0.0098
-
0.4062
11100
0.0116
-
0.4081
11150
0.0101
-
0.4099
11200
0.0118
-
0.4117
11250
0.0087
-
0.4135
11300
0.01
-
0.4154
11350
0.0103
-
0.4172
11400
0.0095
-
0.4190
11450
0.0138
-
0.4209
11500
0.0199
-
0.4227
11550
0.0111
-
0.4245
11600
0.0121
-
0.4263
11650
0.0104
-
0.4282
11700
0.0115
-
0.4300
11750
0.0122
-
0.4318
11800
0.0089
-
0.4337
11850
0.0113
-
0.4355
11900
0.0149
-
0.4373
11950
0.0121
-
0.4392
12000
0.0117
-
0.4410
12050
0.0128
-
0.4428
12100
0.0116
-
0.4446
12150
0.0117
-
0.4465
12200
0.012
-
0.4483
12250
0.0105
-
0.4501
12300
0.0115
-
0.4520
12350
0.0134
-
0.4538
12400
0.0088
-
0.4556
12450
0.0096
-
0.4575
12500
0.0128
-
0.4593
12550
0.015
-
0.4611
12600
0.0068
-
0.4629
12650
0.0116
-
0.4648
12700
0.0103
-
0.4666
12750
0.0122
-
0.4684
12800
0.0098
-
0.4703
12850
0.0112
-
0.4721
12900
0.0101
-
0.4739
12950
0.0082
-
0.4758
13000
0.0126
-
0.4776
13050
0.0099
-
0.4794
13100
0.0096
-
0.4812
13150
0.0126
-
0.4831
13200
0.0127
-
0.4849
13250
0.0103
-
0.4867
13300
0.0114
-
0.4886
13350
0.0099
-
0.4904
13400
0.0131
-
0.4922
13450
0.0101
-
0.4941
13500
0.0104
-
0.4959
13550
0.0092
-
0.4977
13600
0.0113
-
0.4995
13650
0.0119
-
0.5014
13700
0.0108
-
0.5032
13750
0.013
-
0.5050
13800
0.0105
-
0.5069
13850
0.0123
-
0.5087
13900
0.0093
-
0.5105
13950
0.0091
-
0.5124
14000
0.0084
-
0.5142
14050
0.0094
-
0.5160
14100
0.0117
-
0.5178
14150
0.0155
-
0.5197
14200
0.0106
-
0.5215
14250
0.0051
-
0.5233
14300
0.0059
-
0.5252
14350
0.0142
-
0.5270
14400
0.0156
-
0.5288
14450
0.0145
-
0.5306
14500
0.009
-
0.5325
14550
0.0089
-
0.5343
14600
0.0089
-
0.5361
14650
0.0114
-
0.5380
14700
0.0127
-
0.5398
14750
0.0141
-
0.5416
14800
0.0077
-
0.5435
14850
0.0112
-
0.5453
14900
0.0084
-
0.5471
14950
0.0085
-
0.5489
15000
0.0109
-
0.5508
15050
0.0111
-
0.5526
15100
0.0139
-
0.5544
15150
0.0064
-
0.5563
15200
0.006
-
0.5581
15250
0.0105
-
0.5599
15300
0.009
-
0.5618
15350
0.0066
-
0.5636
15400
0.009
-
0.5654
15450
0.0065
-
0.5672
15500
0.0094
-
0.5691
15550
0.0092
-
0.5709
15600
0.0115
-
0.5727
15650
0.012
-
0.5746
15700
0.0077
-
0.5764
15750
0.0078
-
0.5782
15800
0.0049
-
0.5801
15850
0.0066
-
0.5819
15900
0.0079
-
0.5837
15950
0.0103
-
0.5855
16000
0.003
-
0.5874
16050
0.0084
-
0.5892
16100
0.0074
-
0.5910
16150
0.0046
-
0.5929
16200
0.0102
-
0.5947
16250
0.0093
-
0.5965
16300
0.0075
-
0.5984
16350
0.01
-
0.6002
16400
0.0036
-
0.6020
16450
0.0097
-
0.6038
16500
0.0091
-
0.6057
16550
0.0068
-
0.6075
16600
0.0067
-
0.6093
16650
0.0081
-
0.6112
16700
0.0094
-
0.6130
16750
0.0083
-
0.6148
16800
0.0119
-
0.6167
16850
0.0044
-
0.6185
16900
0.0059
-
0.6203
16950
0.0105
-
0.6221
17000
0.0086
-
0.6240
17050
0.008
-
0.6258
17100
0.0106
-
0.6276
17150
0.0093
-
0.6295
17200
0.0135
-
0.6313
17250
0.0079
-
0.6331
17300
0.0042
-
0.6349
17350
0.0067
-
0.6368
17400
0.0066
-
0.6386
17450
0.007
-
0.6404
17500
0.0105
-
0.6423
17550
0.0114
-
0.6441
17600
0.0073
-
0.6459
17650
0.0096
-
0.6478
17700
0.005
-
0.6496
17750
0.0067
-
0.6514
17800
0.0071
-
0.6532
17850
0.0142
-
0.6551
17900
0.0074
-
0.6569
17950
0.0066
-
0.6587
18000
0.0077
-
0.6606
18050
0.009
-
0.6624
18100
0.0072
-
0.6642
18150
0.0109
-
0.6661
18200
0.0104
-
0.6679
18250
0.0094
-
0.6697
18300
0.0105
-
0.6715
18350
0.0108
-
0.6734
18400
0.0108
-
0.6752
18450
0.0094
-
0.6770
18500
0.0077
-
0.6789
18550
0.0072
-
0.6807
18600
0.0075
-
0.6825
18650
0.0091
-
0.6844
18700
0.0099
-
0.6862
18750
0.0084
-
0.6880
18800
0.0122
-
0.6898
18850
0.0108
-
0.6917
18900
0.0108
-
0.6935
18950
0.005
-
0.6953
19000
0.0106
-
0.6972
19050
0.0092
-
0.6990
19100
0.0052
-
0.7008
19150
0.0102
-
0.7027
19200
0.0094
-
0.7045
19250
0.0101
-
0.7063
19300
0.0075
-
0.7081
19350
0.01
-
0.7100
19400
0.007
-
0.7118
19450
0.0061
-
0.7136
19500
0.0046
-
0.7155
19550
0.0067
-
0.7173
19600
0.0089
-
0.7191
19650
0.0068
-
0.7210
19700
0.0148
-
0.7228
19750
0.009
-
0.7246
19800
0.0089
-
0.7264
19850
0.0022
-
0.7283
19900
0.0069
-
0.7301
19950
0.0085
-
0.7319
20000
0.0077
-
0.7338
20050
0.0074
-
0.7356
20100
0.0062
-
0.7374
20150
0.0102
-
0.7392
20200
0.0052
-
0.7411
20250
0.0091
-
0.7429
20300
0.0124
-
0.7447
20350
0.0083
-
0.7466
20400
0.0068
-
0.7484
20450
0.0042
-
0.7502
20500
0.0058
-
0.7521
20550
0.0094
-
0.7539
20600
0.0073
-
0.7557
20650
0.0086
-
0.7575
20700
0.0105
-
0.7594
20750
0.0063
-
0.7612
20800
0.0105
-
0.7630
20850
0.0089
-
0.7649
20900
0.0086
-
0.7667
20950
0.0065
-
0.7685
21000
0.0075
-
0.7704
21050
0.0127
-
0.7722
21100
0.0085
-
0.7740
21150
0.0059
-
0.7758
21200
0.0085
-
0.7777
21250
0.003
-
0.7795
21300
0.0032
-
0.7813
21350
0.009
-
0.7832
21400
0.0056
-
0.7850
21450
0.0066
-
0.7868
21500
0.0074
-
0.7887
21550
0.0079
-
0.7905
21600
0.0082
-
0.7923
21650
0.0071
-
0.7941
21700
0.0087
-
0.7960
21750
0.0051
-
0.7978
21800
0.0084
-
0.7996
21850
0.0039
-
0.8015
21900
0.0057
-
0.8033
21950
0.0066
-
0.8051
22000
0.005
-
0.8070
22050
0.0123
-
0.8088
22100
0.008
-
0.8106
22150
0.0058
-
0.8124
22200
0.005
-
0.8143
22250
0.0055
-
0.8161
22300
0.0072
-
0.8179
22350
0.0073
-
0.8198
22400
0.0056
-
0.8216
22450
0.0059
-
0.8234
22500
0.0028
-
0.8253
22550
0.0049
-
0.8271
22600
0.0084
-
0.8289
22650
0.0072
-
0.8307
22700
0.0028
-
0.8326
22750
0.0039
-
0.8344
22800
0.0031
-
0.8362
22850
0.004
-
0.8381
22900
0.0061
-
0.8399
22950
0.0042
-
0.8417
23000
0.0034
-
0.8435
23050
0.0058
-
0.8454
23100
0.0037
-
0.8472
23150
0.0069
-
0.8490
23200
0.005
-
0.8509
23250
0.0029
-
0.8527
23300
0.0066
-
0.8545
23350
0.0043
-
0.8564
23400
0.0041
-
0.8582
23450
0.0061
-
0.8600
23500
0.0069
-
0.8618
23550
0.0079
-
0.8637
23600
0.0064
-
0.8655
23650
0.0056
-
0.8673
23700
0.0068
-
0.8692
23750
0.0052
-
0.8710
23800
0.0066
-
0.8728
23850
0.007
-
0.8747
23900
0.0055
-
0.8765
23950
0.0066
-
0.8783
24000
0.0042
-
0.8801
24050
0.0031
-
0.8820
24100
0.0059
-
0.8838
24150
0.0035
-
0.8856
24200
0.0042
-
0.8875
24250
0.0088
-
0.8893
24300
0.0057
-
0.8911
24350
0.0063
-
0.8930
24400
0.002
-
0.8948
24450
0.0027
-
0.8966
24500
0.0028
-
0.8984
24550
0.0029
-
0.9003
24600
0.0027
-
0.9021
24650
0.006
-
0.9039
24700
0.0038
-
0.9058
24750
0.0049
-
0.9076
24800
0.0053
-
0.9094
24850
0.0055
-
0.9113
24900
0.0072
-
0.9131
24950
0.0076
-
0.9149
25000
0.0072
-
0.9167
25050
0.0053
-
0.9186
25100
0.0124
-
0.9204
25150
0.0067
-
0.9222
25200
0.0085
-
0.9241
25250
0.006
-
0.9259
25300
0.005
-
0.9277
25350
0.0088
-
0.9296
25400
0.0061
-
0.9314
25450
0.0074
-
0.9332
25500
0.003
-
0.9350
25550
0.0065
-
0.9369
25600
0.0033
-
0.9387
25650
0.0052
-
0.9405
25700
0.0058
-
0.9424
25750
0.0057
-
0.9442
25800
0.0066
-
0.9460
25850
0.0048
-
0.9478
25900
0.0058
-
0.9497
25950
0.004
-
0.9515
26000
0.0077
-
0.9533
26050
0.0082
-
0.9552
26100
0.0055
-
0.9570
26150
0.0065
-
0.9588
26200
0.0074
-
0.9607
26250
0.007
-
0.9625
26300
0.0068
-
0.9643
26350
0.0058
-
0.9661
26400
0.0096
-
0.9680
26450
0.0059
-
0.9698
26500
0.0117
-
0.9716
26550
0.0049
-
0.9735
26600
0.0052
-
0.9753
26650
0.0078
-
0.9771
26700
0.0047
-
0.9790
26750
0.0051
-
0.9808
26800
0.0056
-
0.9826
26850
0.0051
-
0.9844
26900
0.0093
-
0.9863
26950
0.0037
-
0.9881
27000
0.0059
-
0.9899
27050
0.0036
-
0.9918
27100
0.0068
-
0.9936
27150
0.0069
-
0.9954
27200
0.002
-
0.9973
27250
0.0026
-
0.9991
27300
0.0074
-
1.0009
27350
0.0063
-
1.0027
27400
0.0044
-
1.0046
27450
0.0079
-
1.0064
27500
0.0045
-
1.0082
27550
0.0051
-
1.0101
27600
0.0068
-
1.0119
27650
0.0049
-
1.0137
27700
0.0047
-
1.0156
27750
0.0046
-
1.0174
27800
0.0058
-
1.0192
27850
0.0056
-
1.0210
27900
0.0074
-
1.0229
27950
0.0052
-
1.0247
28000
0.0045
-
1.0265
28050
0.004
-
1.0284
28100
0.0042
-
1.0302
28150
0.0049
-
1.0320
28200
0.0064
-
1.0339
28250
0.0067
-
1.0357
28300
0.0029
-
1.0375
28350
0.003
-
1.0393
28400
0.0039
-
1.0412
28450
0.0061
-
1.0430
28500
0.003
-
1.0448
28550
0.0038
-
1.0467
28600
0.0084
-
1.0485
28650
0.0039
-
1.0503
28700
0.0067
-
1.0522
28750
0.009
-
1.0540
28800
0.0044
-
1.0558
28850
0.0037
-
1.0576
28900
0.0057
-
1.0595
28950
0.0045
-
1.0613
29000
0.0067
-
1.0631
29050
0.0077
-
1.0650
29100
0.0063
-
1.0668
29150
0.0046
-
1.0686
29200
0.0042
-
1.0704
29250
0.0065
-
1.0723
29300
0.008
-
1.0741
29350
0.0086
-
1.0759
29400
0.0029
-
1.0778
29450
0.005
-
1.0796
29500
0.0052
-
1.0814
29550
0.0038
-
1.0833
29600
0.0022
-
1.0851
29650
0.002
-
1.0869
29700
0.0044
-
1.0887
29750
0.0049
-
1.0906
29800
0.0061
-
1.0924
29850
0.0056
-
1.0942
29900
0.0037
-
1.0961
29950
0.0024
-
1.0979
30000
0.0065
-
1.0997
30050
0.0089
-
1.1016
30100
0.0081
-
1.1034
30150
0.0068
-
1.1052
30200
0.0066
-
1.1070
30250
0.0073
-
1.1089
30300
0.0013
-
1.1107
30350
0.0046
-
1.1125
30400
0.0072
-
1.1144
30450
0.0051
-
1.1162
30500
0.006
-
1.1180
30550
0.0056
-
1.1199
30600
0.0084
-
1.1217
30650
0.0024
-
1.1235
30700
0.0061
-
1.1253
30750
0.0046
-
1.1272
30800
0.0045
-
1.1290
30850
0.0024
-
1.1308
30900
0.0079
-
1.1327
30950
0.0035
-
1.1345
31000
0.0052
-
1.1363
31050
0.004
-
1.1382
31100
0.0039
-
1.1400
31150
0.0052
-
1.1418
31200
0.0041
-
1.1436
31250
0.0035
-
1.1455
31300
0.0034
-
1.1473
31350
0.0047
-
1.1491
31400
0.0081
-
1.1510
31450
0.0028
-
1.1528
31500
0.0076
-
1.1546
31550
0.0038
-
1.1565
31600
0.0053
-
1.1583
31650
0.0045
-
1.1601
31700
0.0035
-
1.1619
31750
0.0078
-
1.1638
31800
0.0055
-
1.1656
31850
0.0058
-
1.1674
31900
0.0047
-
1.1693
31950
0.0053
-
1.1711
32000
0.003
-
1.1729
32050
0.0037
-
1.1747
32100
0.0035
-
1.1766
32150
0.0035
-
1.1784
32200
0.0068
-
1.1802
32250
0.0025
-
1.1821
32300
0.0048
-
1.1839
32350
0.0065
-
1.1857
32400
0.0032
-
1.1876
32450
0.0053
-
1.1894
32500
0.0049
-
1.1912
32550
0.0032
-
1.1930
32600
0.0057
-
1.1949
32650
0.0052
-
1.1967
32700
0.0042
-
1.1985
32750
0.004
-
1.2004
32800
0.0039
-
1.2022
32850
0.0017
-
1.2040
32900
0.0037
-
1.2059
32950
0.0029
-
1.2077
33000
0.0054
-
1.2095
33050
0.0061
-
1.2113
33100
0.0048
-
1.2132
33150
0.0039
-
1.2150
33200
0.0053
-
1.2168
33250
0.0039
-
1.2187
33300
0.0025
-
1.2205
33350
0.003
-
1.2223
33400
0.0025
-
1.2242
33450
0.0053
-
1.2260
33500
0.0033
-
1.2278
33550
0.0026
-
1.2296
33600
0.0075
-
1.2315
33650
0.0036
-
1.2333
33700
0.0048
-
1.2351
33750
0.0039
-
1.2370
33800
0.0083
-
1.2388
33850
0.0011
-
1.2406
33900
0.0076
-
1.2425
33950
0.0054
-
1.2443
34000
0.0043
-
1.2461
34050
0.0027
-
1.2479
34100
0.0041
-
1.2498
34150
0.0063
-
1.2516
34200
0.0041
-
1.2534
34250
0.0067
-
1.2553
34300
0.0076
-
1.2571
34350
0.0073
-
1.2589
34400
0.0074
-
1.2608
34450
0.0039
-
1.2626
34500
0.0025
-
1.2644
34550
0.0047
-
1.2662
34600
0.0025
-
1.2681
34650
0.0035
-
1.2699
34700
0.0025
-
1.2717
34750
0.0037
-
1.2736
34800
0.0019
-
1.2754
34850
0.0038
-
1.2772
34900
0.006
-
1.2790
34950
0.0056
-
1.2809
35000
0.0038
-
1.2827
35050
0.0034
-
1.2845
35100
0.0066
-
1.2864
35150
0.0045
-
1.2882
35200
0.0032
-
1.2900
35250
0.008
-
1.2919
35300
0.0013
-
1.2937
35350
0.005
-
1.2955
35400
0.0069
-
1.2973
35450
0.004
-
1.2992
35500
0.0059
-
1.3010
35550
0.0037
-
1.3028
35600
0.0021
-
1.3047
35650
0.0032
-
1.3065
35700
0.003
-
1.3083
35750
0.0055
-
1.3102
35800
0.0072
-
1.3120
35850
0.0089
-
1.3138
35900
0.0047
-
1.3156
35950
0.004
-
1.3175
36000
0.004
-
1.3193
36050
0.0053
-
1.3211
36100
0.0016
-
1.3230
36150
0.0028
-
1.3248
36200
0.003
-
1.3266
36250
0.0035
-
1.3285
36300
0.005
-
1.3303
36350
0.0029
-
1.3321
36400
0.0077
-
1.3339
36450
0.0016
-
1.3358
36500
0.0031
-
1.3376
36550
0.0039
-
1.3394
36600
0.0023
-
1.3413
36650
0.0047
-
1.3431
36700
0.0062
-
1.3449
36750
0.0024
-
1.3468
36800
0.0033
-
1.3486
36850
0.0008
-
1.3504
36900
0.0048
-
1.3522
36950
0.007
-
1.3541
37000
0.0013
-
1.3559
37050
0.0047
-
1.3577
37100
0.0029
-
1.3596
37150
0.003
-
1.3614
37200
0.0052
-
1.3632
37250
0.0017
-
1.3651
37300
0.0051
-
1.3669
37350
0.001
-
1.3687
37400
0.0022
-
1.3705
37450
0.0074
-
1.3724
37500
0.0071
-
1.3742
37550
0.0031
-
1.3760
37600
0.0055
-
1.3779
37650
0.0052
-
1.3797
37700
0.0058
-
1.3815
37750
0.0056
-
1.3833
37800
0.0032
-
1.3852
37850
0.0028
-
1.3870
37900
0.005
-
1.3888
37950
0.0028
-
1.3907
38000
0.0034
-
1.3925
38050
0.0041
-
1.3943
38100
0.0073
-
1.3962
38150
0.0053
-
1.3980
38200
0.0019
-
1.3998
38250
0.0063
-
1.4016
38300
0.005
-
1.4035
38350
0.0074
-
1.4053
38400
0.0031
-
1.4071
38450
0.0044
-
1.4090
38500
0.0034
-
1.4108
38550
0.0028
-
1.4126
38600
0.0032
-
1.4145
38650
0.0028
-
1.4163
38700
0.0035
-
1.4181
38750
0.0048
-
1.4199
38800
0.0036
-
1.4218
38850
0.0034
-
1.4236
38900
0.0088
-
1.4254
38950
0.006
-
1.4273
39000
0.0022
-
1.4291
39050
0.0036
-
1.4309
39100
0.0039
-
1.4328
39150
0.0038
-
1.4346
39200
0.0046
-
1.4364
39250
0.0059
-
1.4382
39300
0.0042
-
1.4401
39350
0.0063
-
1.4419
39400
0.0045
-
1.4437
39450
0.0025
-
1.4456
39500
0.0021
-
1.4474
39550
0.0025
-
1.4492
39600
0.0032
-
1.4511
39650
0.0022
-
1.4529
39700
0.0022
-
1.4547
39750
0.005
-
1.4565
39800
0.003
-
1.4584
39850
0.0039
-
1.4602
39900
0.0037
-
1.4620
39950
0.0053
-
1.4639
40000
0.0052
-
1.4657
40050
0.0067
-
1.4675
40100
0.0048
-
1.4694
40150
0.001
-
1.4712
40200
0.0083
-
1.4730
40250
0.004
-
1.4748
40300
0.004
-
1.4767
40350
0.0044
-
1.4785
40400
0.0038
-
1.4803
40450
0.0009
-
1.4822
40500
0.0031
-
1.4840
40550
0.0037
-
1.4858
40600
0.0018
-
1.4876
40650
0.0058
-
1.4895
40700
0.0045
-
1.4913
40750
0.004
-
1.4931
40800
0.0019
-
1.4950
40850
0.0038
-
1.4968
40900
0.005
-
1.4986
40950
0.0032
-
1.5005
41000
0.0023
-
1.5023
41050
0.0045
-
1.5041
41100
0.0073
-
1.5059
41150
0.0035
-
1.5078
41200
0.0036
-
1.5096
41250
0.0026
-
1.5114
41300
0.0013
-
1.5133
41350
0.0025
-
1.5151
41400
0.0047
-
1.5169
41450
0.0047
-
1.5188
41500
0.0023
-
1.5206
41550
0.0028
-
1.5224
41600
0.0021
-
1.5242
41650
0.0073
-
1.5261
41700
0.0047
-
1.5279
41750
0.0019
-
1.5297
41800
0.0032
-
1.5316
41850
0.0049
-
1.5334
41900
0.0045
-
1.5352
41950
0.0013
-
1.5371
42000
0.0033
-
1.5389
42050
0.0032
-
1.5407
42100
0.0045
-
1.5425
42150
0.0025
-
1.5444
42200
0.0012
-
1.5462
42250
0.0027
-
1.5480
42300
0.0029
-
1.5499
42350
0.0028
-
1.5517
42400
0.0044
-
1.5535
42450
0.0059
-
1.5554
42500
0.0033
-
1.5572
42550
0.0046
-
1.5590
42600
0.0044
-
1.5608
42650
0.0023
-
1.5627
42700
0.0007
-
1.5645
42750
0.0045
-
1.5663
42800
0.0042
-
1.5682
42850
0.0035
-
1.5700
42900
0.0027
-
1.5718
42950
0.0031
-
1.5737
43000
0.0031
-
1.5755
43050
0.0036
-
1.5773
43100
0.0024
-
1.5791
43150
0.0025
-
1.5810
43200
0.0049
-
1.5828
43250
0.0027
-
1.5846
43300
0.0007
-
1.5865
43350
0.0037
-
1.5883
43400
0.0055
-
1.5901
43450
0.0019
-
1.5919
43500
0.0038
-
1.5938
43550
0.0031
-
1.5956
43600
0.0033
-
1.5974
43650
0.001
-
1.5993
43700
0.0044
-
1.6011
43750
0.0012
-
1.6029
43800
0.0016
-
1.6048
43850
0.0007
-
1.6066
43900
0.0049
-
1.6084
43950
0.0042
-
1.6102
44000
0.0055
-
1.6121
44050
0.0008
-
1.6139
44100
0.003
-
1.6157
44150
0.001
-
1.6176
44200
0.0024
-
1.6194
44250
0.003
-
1.6212
44300
0.0037
-
1.6231
44350
0.0021
-
1.6249
44400
0.0031
-
1.6267
44450
0.002
-
1.6285
44500
0.002
-
1.6304
44550
0.0021
-
1.6322
44600
0.0035
-
1.6340
44650
0.004
-
1.6359
44700
0.0045
-
1.6377
44750
0.0025
-
1.6395
44800
0.0041
-
1.6414
44850
0.0042
-
1.6432
44900
0.005
-
1.6450
44950
0.0057
-
1.6468
45000
0.0019
-
1.6487
45050
0.0039
-
1.6505
45100
0.0026
-
1.6523
45150
0.0034
-
1.6542
45200
0.0035
-
1.6560
45250
0.0036
-
1.6578
45300
0.0061
-
1.6597
45350
0.0014
-
1.6615
45400
0.0027
-
1.6633
45450
0.0025
-
1.6651
45500
0.0051
-
1.6670
45550
0.0017
-
1.6688
45600
0.0017
-
1.6706
45650
0.0029
-
1.6725
45700
0.0008
-
1.6743
45750
0.0008
-
1.6761
45800
0.0044
-
1.6780
45850
0.0032
-
1.6798
45900
0.0035
-
1.6816
45950
0.0017
-
1.6834
46000
0.0028
-
1.6853
46050
0.0024
-
1.6871
46100
0.0031
-
1.6889
46150
0.0021
-
1.6908
46200
0.0033
-
1.6926
46250
0.0031
-
1.6944
46300
0.0037
-
1.6962
46350
0.0018
-
1.6981
46400
0.0042
-
1.6999
46450
0.001
-
1.7017
46500
0.0023
-
1.7036
46550
0.0024
-
1.7054
46600
0.0021
-
1.7072
46650
0.0059
-
1.7091
46700
0.0017
-
1.7109
46750
0.0023
-
1.7127
46800
0.0059
-
1.7145
46850
0.0072
-
1.7164
46900
0.004
-
1.7182
46950
0.0048
-
1.7200
47000
0.0024
-
1.7219
47050
0.0028
-
1.7237
47100
0.0055
-
1.7255
47150
0.0031
-
1.7274
47200
0.0015
-
1.7292
47250
0.0043
-
1.7310
47300
0.0015
-
1.7328
47350
0.0036
-
1.7347
47400
0.0031
-
1.7365
47450
0.0021
-
1.7383
47500
0.0035
-
1.7402
47550
0.0037
-
1.7420
47600
0.0014
-
1.7438
47650
0.0049
-
1.7457
47700
0.0035
-
1.7475
47750
0.0022
-
1.7493
47800
0.0043
-
1.7511
47850
0.0036
-
1.7530
47900
0.0034
-
1.7548
47950
0.0048
-
1.7566
48000
0.0013
-
1.7585
48050
0.004
-
1.7603
48100
0.0026
-
1.7621
48150
0.005
-
1.7640
48200
0.0033
-
1.7658
48250
0.0024
-
1.7676
48300
0.0034
-
1.7694
48350
0.0041
-
1.7713
48400
0.0031
-
1.7731
48450
0.0018
-
1.7749
48500
0.006
-
1.7768
48550
0.0037
-
1.7786
48600
0.0055
-
1.7804
48650
0.0027
-
1.7823
48700
0.0049
-
1.7841
48750
0.0028
-
1.7859
48800
0.0032
-
1.7877
48850
0.0028
-
1.7896
48900
0.0012
-
1.7914
48950
0.0039
-
1.7932
49000
0.0009
-
1.7951
49050
0.0046
-
1.7969
49100
0.0033
-
1.7987
49150
0.0039
-
1.8005
49200
0.005
-
1.8024
49250
0.0023
-
1.8042
49300
0.0011
-
1.8060
49350
0.0021
-
1.8079
49400
0.0063
-
1.8097
49450
0.0055
-
1.8115
49500
0.0034
-
1.8134
49550
0.002
-
1.8152
49600
0.0024
-
1.8170
49650
0.0063
-
1.8188
49700
0.0053
-
1.8207
49750
0.002
-
1.8225
49800
0.0041
-
1.8243
49850
0.0012
-
1.8262
49900
0.003
-
1.8280
49950
0.0026
-
1.8298
50000
0.0025
-
1.8317
50050
0.0013
-
1.8335
50100
0.0036
-
1.8353
50150
0.0017
-
1.8371
50200
0.0036
-
1.8390
50250
0.0017
-
1.8408
50300
0.0018
-
1.8426
50350
0.0022
-
1.8445
50400
0.0004
-
1.8463
50450
0.0014
-
1.8481
50500
0.0034
-
1.8500
50550
0.0058
-
1.8518
50600
0.0032
-
1.8536
50650
0.0014
-
1.8554
50700
0.0033
-
1.8573
50750
0.0004
-
1.8591
50800
0.003
-
1.8609
50850
0.0027
-
1.8628
50900
0.0022
-
1.8646
50950
0.0017
-
1.8664
51000
0.0043
-
1.8683
51050
0.0025
-
1.8701
51100
0.0078
-
1.8719
51150
0.0035
-
1.8737
51200
0.0028
-
1.8756
51250
0.0054
-
1.8774
51300
0.007
-
1.8792
51350
0.0032
-
1.8811
51400
0.0045
-
1.8829
51450
0.0032
-
1.8847
51500
0.0027
-
1.8866
51550
0.0017
-
1.8884
51600
0.0034
-
1.8902
51650
0.0019
-
1.8920
51700
0.0043
-
1.8939
51750
0.0022
-
1.8957
51800
0.0013
-
1.8975
51850
0.0042
-
1.8994
51900
0.0018
-
1.9012
51950
0.0007
-
1.9030
52000
0.0019
-
1.9048
52050
0.0007
-
1.9067
52100
0.0042
-
1.9085
52150
0.0048
-
1.9103
52200
0.0016
-
1.9122
52250
0.0024
-
1.9140
52300
0.0013
-
1.9158
52350
0.0039
-
1.9177
52400
0.004
-
1.9195
52450
0.0046
-
1.9213
52500
0.0006
-
1.9231
52550
0.0048
-
1.9250
52600
0.0045
-
1.9268
52650
0.0031
-
1.9286
52700
0.0035
-
1.9305
52750
0.0029
-
1.9323
52800
0.0022
-
1.9341
52850
0.0037
-
1.9360
52900
0.0039
-
1.9378
52950
0.0026
-
1.9396
53000
0.0032
-
1.9414
53050
0.0039
-
1.9433
53100
0.0005
-
1.9451
53150
0.0051
-
1.9469
53200
0.0032
-
1.9488
53250
0.0051
-
1.9506
53300
0.0012
-
1.9524
53350
0.0055
-
1.9543
53400
0.0018
-
1.9561
53450
0.0019
-
1.9579
53500
0.002
-
1.9597
53550
0.0032
-
1.9616
53600
0.0008
-
1.9634
53650
0.0037
-
1.9652
53700
0.0038
-
1.9671
53750
0.0017
-
1.9689
53800
0.0027
-
1.9707
53850
0.0017
-
1.9726
53900
0.0009
-
1.9744
53950
0.0016
-
1.9762
54000
0.0028
-
1.9780
54050
0.001
-
1.9799
54100
0.0028
-
1.9817
54150
0.0052
-
1.9835
54200
0.0024
-
1.9854
54250
0.0022
-
1.9872
54300
0.0031
-
1.9890
54350
0.0042
-
1.9909
54400
0.0015
-
1.9927
54450
0.0008
-
1.9945
54500
0.0044
-
1.9963
54550
0.0035
-
1.9982
54600
0.004
-
2.0
54650
0.0032
-
2.0018
54700
0.0004
-
2.0037
54750
0.0006
-
2.0055
54800
0.0023
-
2.0073
54850
0.0045
-
2.0091
54900
0.0023
-
2.0110
54950
0.0014
-
2.0128
55000
0.0016
-
2.0146
55050
0.0014
-
2.0165
55100
0.0028
-
2.0183
55150
0.0015
-
2.0201
55200
0.0024
-
2.0220
55250
0.0017
-
2.0238
55300
0.0019
-
2.0256
55350
0.0035
-
2.0274
55400
0.0017
-
2.0293
55450
0.0027
-
2.0311
55500
0.0015
-
2.0329
55550
0.0046
-
2.0348
55600
0.0028
-
2.0366
55650
0.002
-
2.0384
55700
0.0026
-
2.0403
55750
0.002
-
2.0421
55800
0.0005
-
2.0439
55850
0.0025
-
2.0457
55900
0.0033
-
2.0476
55950
0.0036
-
2.0494
56000
0.0025
-
2.0512
56050
0.0058
-
2.0531
56100
0.0055
-
2.0549
56150
0.0029
-
2.0567
56200
0.0073
-
2.0586
56250
0.0013
-
2.0604
56300
0.004
-
2.0622
56350
0.0016
-
2.0640
56400
0.0024
-
2.0659
56450
0.0028
-
2.0677
56500
0.0049
-
2.0695
56550
0.0006
-
2.0714
56600
0.0025
-
2.0732
56650
0.0011
-
2.0750
56700
0.0018
-
2.0769
56750
0.0044
-
2.0787
56800
0.0037
-
2.0805
56850
0.004
-
2.0823
56900
0.0016
-
2.0842
56950
0.0029
-
2.0860
57000
0.0021
-
2.0878
57050
0.0039
-
2.0897
57100
0.0025
-
2.0915
57150
0.0031
-
2.0933
57200
0.001
-
2.0952
57250
0.0027
-
2.0970
57300
0.004
-
2.0988
57350
0.003
-
2.1006
57400
0.0054
-
2.1025
57450
0.0021
-
2.1043
57500
0.001
-
2.1061
57550
0.0039
-
2.1080
57600
0.0021
-
2.1098
57650
0.0045
-
2.1116
57700
0.0054
-
2.1134
57750
0.0006
-
2.1153
57800
0.0044
-
2.1171
57850
0.0017
-
2.1189
57900
0.0013
-
2.1208
57950
0.0018
-
2.1226
58000
0.0007
-
2.1244
58050
0.0022
-
2.1263
58100
0.002
-
2.1281
58150
0.0021
-
2.1299
58200
0.0037
-
2.1317
58250
0.0014
-
2.1336
58300
0.0023
-
2.1354
58350
0.0024
-
2.1372
58400
0.001
-
2.1391
58450
0.0007
-
2.1409
58500
0.0019
-
2.1427
58550
0.0025
-
2.1446
58600
0.0007
-
2.1464
58650
0.0031
-
2.1482
58700
0.0009
-
2.1500
58750
0.003
-
2.1519
58800
0.0005
-
2.1537
58850
0.0034
-
2.1555
58900
0.0026
-
2.1574
58950
0.0012
-
2.1592
59000
0.0015
-
2.1610
59050
0.0017
-
2.1629
59100
0.0023
-
2.1647
59150
0.002
-
2.1665
59200
0.0033
-
2.1683
59250
0.002
-
2.1702
59300
0.0007
-
2.1720
59350
0.001
-
2.1738
59400
0.0035
-
2.1757
59450
0.003
-
2.1775
59500
0.0048
-
2.1793
59550
0.0035
-
2.1812
59600
0.0017
-
2.1830
59650
0.0006
-
2.1848
59700
0.002
-
2.1866
59750
0.0044
-
2.1885
59800
0.0026
-
2.1903
59850
0.0016
-
2.1921
59900
0.0028
-
2.1940
59950
0.0014
-
2.1958
60000
0.0024
-
2.1976
60050
0.0007
-
2.1995
60100
0.0027
-
2.2013
60150
0.0003
-
2.2031
60200
0.0017
-
2.2049
60250
0.0004
-
2.2068
60300
0.0005
-
2.2086
60350
0.0009
-
2.2104
60400
0.0023
-
2.2123
60450
0.0018
-
2.2141
60500
0.0022
-
2.2159
60550
0.0005
-
2.2177
60600
0.0008
-
2.2196
60650
0.0049
-
2.2214
60700
0.0028
-
2.2232
60750
0.0014
-
2.2251
60800
0.0022
-
2.2269
60850
0.0015
-
2.2287
60900
0.0017
-
2.2306
60950
0.0032
-
2.2324
61000
0.001
-
2.2342
61050
0.0039
-
2.2360
61100
0.0023
-
2.2379
61150
0.0005
-
2.2397
61200
0.0012
-
2.2415
61250
0.0037
-
2.2434
61300
0.0005
-
2.2452
61350
0.0004
-
2.2470
61400
0.0016
-
2.2489
61450
0.0004
-
2.2507
61500
0.0016
-
2.2525
61550
0.0025
-
2.2543
61600
0.0015
-
2.2562
61650
0.0008
-
2.2580
61700
0.0004
-
2.2598
61750
0.0039
-
2.2617
61800
0.0028
-
2.2635
61850
0.0018
-
2.2653
61900
0.0033
-
2.2672
61950
0.0038
-
2.2690
62000
0.001
-
2.2708
62050
0.0034
-
2.2726
62100
0.0028
-
2.2745
62150
0.0013
-
2.2763
62200
0.0004
-
2.2781
62250
0.0022
-
2.2800
62300
0.0016
-
2.2818
62350
0.0027
-
2.2836
62400
0.0012
-
2.2855
62450
0.0017
-
2.2873
62500
0.0005
-
2.2891
62550
0.0025
-
2.2909
62600
0.0027
-
2.2928
62650
0.0005
-
2.2946
62700
0.0021
-
2.2964
62750
0.0036
-
2.2983
62800
0.002
-
2.3001
62850
0.0024
-
2.3019
62900
0.0024
-
2.3038
62950
0.002
-
2.3056
63000
0.0017
-
2.3074
63050
0.0019
-
2.3092
63100
0.0013
-
2.3111
63150
0.0027
-
2.3129
63200
0.0027
-
2.3147
63250
0.0004
-
2.3166
63300
0.002
-
2.3184
63350
0.0051
-
2.3202
63400
0.0007
-
2.3220
63450
0.0036
-
2.3239
63500
0.0024
-
2.3257
63550
0.0039
-
2.3275
63600
0.0015
-
2.3294
63650
0.0052
-
2.3312
63700
0.0009
-
2.3330
63750
0.0016
-
2.3349
63800
0.0023
-
2.3367
63850
0.0016
-
2.3385
63900
0.0017
-
2.3403
63950
0.0015
-
2.3422
64000
0.0012
-
2.3440
64050
0.0027
-
2.3458
64100
0.0003
-
2.3477
64150
0.003
-
2.3495
64200
0.0039
-
2.3513
64250
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Framework Versions
Python: 3.11.11
SetFit: 1.1.1
Sentence Transformers: 3.4.1
Transformers: 4.49.0
PyTorch: 2.6.0+cu124
Datasets: 3.4.1
Tokenizers: 0.21.1
Citation
BibTeX
bibtex
1@article{https://doi.org/10.48550/arxiv.2209.11055,
2 doi = {10.48550/ARXIV.2209.11055},
3 url = {https://arxiv.org/abs/2209.11055},
4 author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
5 keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
6 title = {Efficient Few-Shot Learning Without Prompts},
7 publisher = {arXiv},
8 year = {2022},
9 copyright = {Creative Commons Attribution 4.0 International}
10}