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--- |
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tags: |
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- setfit |
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- sentence-transformers |
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- text-classification |
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- generated_from_setfit_trainer |
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widget: |
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- text: '"MSME AUTO RENEWAL renewal criteria for defaults?"' |
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- text: '"HARIT current account NRI eligibility for overseas projects?"' |
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- text: '"Current account disaster relief funding?"' |
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- text: '"How to track Foreign Exchange transactions online?"' |
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- text: '"RERA Current account insurance for project risks?"' |
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metrics: |
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- accuracy |
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pipeline_tag: text-classification |
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library_name: setfit |
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inference: true |
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base_model: sentence-transformers/paraphrase-mpnet-base-v2 |
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model-index: |
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- name: SetFit with sentence-transformers/paraphrase-mpnet-base-v2 |
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results: |
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- task: |
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type: text-classification |
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name: Text Classification |
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dataset: |
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name: Unknown |
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type: unknown |
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split: test |
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metrics: |
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- type: accuracy |
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value: 0.9351851851851852 |
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name: Accuracy |
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--- |
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# SetFit with sentence-transformers/paraphrase-mpnet-base-v2 |
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This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [sentence-transformers/paraphrase-mpnet-base-v2](https://huggingface.co/sentence-transformers/paraphrase-mpnet-base-v2) as the Sentence Transformer embedding model. A [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance is used for classification. |
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The model has been trained using an efficient few-shot learning technique that involves: |
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1. Fine-tuning a [Sentence Transformer](https://www.sbert.net) with contrastive learning. |
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2. Training a classification head with features from the fine-tuned Sentence Transformer. |
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## Model Details |
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### Model Description |
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- **Model Type:** SetFit |
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- **Sentence Transformer body:** [sentence-transformers/paraphrase-mpnet-base-v2](https://huggingface.co/sentence-transformers/paraphrase-mpnet-base-v2) |
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- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance |
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- **Maximum Sequence Length:** 512 tokens |
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- **Number of Classes:** 135 classes |
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<!-- - **Training Dataset:** [Unknown](https://huggingface.co/datasets/unknown) --> |
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<!-- - **Language:** Unknown --> |
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<!-- - **License:** Unknown --> |
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### Model Sources |
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- **Repository:** [SetFit on GitHub](https://github.com/huggingface/setfit) |
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- **Paper:** [Efficient Few-Shot Learning Without Prompts](https://arxiv.org/abs/2209.11055) |
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- **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit) |
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### Model Labels |
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| Label | Examples | |
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|:-----------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| |
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| Remittance To India | <ul><li>'"International Remittance credit guarantee coverage?"'</li><li>'"Remittance loan eligibility?"'</li><li>'"Transfer Funds digital banking features?"'</li></ul> | |
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| Executive Director’s Profile | <ul><li>'"Executive Director’s role in digital transformation initiatives?"'</li><li>'"Profile of Executive Director accessibility features?"'</li><li>'"Executive Director’s strategic vision for the bank?"'</li></ul> | |
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| INDIAN BANK MUTUAL FUND | <ul><li>'"MUTUAL FUND digital banking features?"'</li><li>'"MUTUAL FUND customer support channels?"'</li><li>'"MUTUAL FUND disaster relief funding?"'</li></ul> | |
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| IND MSME VEHICLE | <ul><li>'"small business vehicle legal compliance certification?"'</li><li>'"MSME Vehicle tax benefits under Section 80C?"'</li><li>'"msme vaahan e-commerce integration support?"'</li></ul> | |
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| Awards & Accolades | <ul><li>'"Awards employee participation incentives?"'</li><li>'"Recognition program budget allocation?"'</li><li>'"Recognition program judging panel?"'</li></ul> | |
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| Supply Chain Finance | <ul><li>'"Trade Finance invoice verification process?"'</li><li>'"Supply Chain Financing Solutions for exporters?"'</li><li>'"Trade Finance eligibility for agricultural suppliers?"'</li></ul> | |
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| Merchant UPI QR Code | <ul><li>'"UPI QR Code Merchants transaction limits per day?"'</li><li>'"UPI Payment Code branding customization rules?"'</li><li>'"Merchant UPI QR Code failure troubleshooting?"'</li></ul> | |
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| Loan/OD against Deposit | <ul><li>'"OD Deposit renewal criteria for existing loans?"'</li><li>'"Overdraft Deposit repayment tenure options?"'</li><li>'"OD Deposit SMS alerts for EMI reminders?"'</li></ul> | |
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| Re-KYC: Periodic Update of KYC Details | <ul><li>'"Re-KYC Periodic KYC corporate account rules?"'</li><li>'"Periodic KYC digital submission process?"'</li><li>'"Re-KYC update confirmation process?"'</li></ul> | |
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| IND SUPER 400 DAYS | <ul><li>'"SUPER 400 DAYS deposit interest calculation method?"'</li><li>'"SUPER 400 DAYS corporate investment limits?"'</li><li>'"SUPER 400 DAYS minor account rules?"'</li></ul> | |
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| Centralized Pension Processing Centre | <ul><li>'Life certificate submission deadlines?'</li><li>'Tax deduction at source procedures?'</li><li>'Disaster recovery protocols at Management Centre?'</li></ul> | |
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| CA FOR STATE /CENTRAL GOVT & CONSULAR & IND PFMS | <ul><li>'"CA State Central Government digital application process?"'</li><li>'"CA central govt collateral-free limits for public works?"'</li><li>'"CA STATE CENTRAL GOVT CONSULAR PFMS grace period for delayed payments?"'</li></ul> | |
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| Indian Bank, IFSC Banking Unit, GIFT City | <ul><li>'"IFSC Unit GIFT City tax benefits under Section 80G?"'</li><li>'"IFSC Unit GIFT City legal compliance certification?"'</li><li>'"IFSC Unit GIFT City documentation requirements?"'</li></ul> | |
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| F.A.Qs | <ul><li>'"F.A.Qs accessibility features for disabled users?"'</li><li>'"Where to find updated F.A.Qs for internet banking?"'</li><li>'"SCF performance benchmarking tools?"'</li></ul> | |
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| IND GST ADVANTAGE | <ul><li>'"GST Advantage NRI eligibility for overseas businesses?"'</li><li>'"GST Advantage foreign currency loan options?"'</li><li>'"GST Advantage grace period for delayed refunds?"'</li></ul> | |
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| Digitizing the Indian Banking Experience | <ul><li>'"Digitizing experience corporate account integration?"'</li><li>'"Digitizing experience SMS alert customization?"'</li><li>'"Digitizing experience insurance policy management?"'</li></ul> | |
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| Terms and Conditions Indian Bank Digital Rupee | <ul><li>'"Digital Rupee Terms Conditions for NRI accounts?"'</li><li>'"Digital Rupee Terms Conditions for customer education?"'</li><li>'"Digital Rupee Terms Conditions for tax compliance?"'</li></ul> | |
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| National Common Mobility Card (NCMC) | <ul><li>'"NCMC integration with metro systems?"'</li><li>'"National Common Mobility Card insurance coverage?"'</li><li>'"National Common Mobility Card lost card reporting?"'</li></ul> | |
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| IMAGE | <ul><li>'"Tenders pre-bid meeting schedules?"'</li><li>'"Auctions bid security deposit amounts?"'</li><li>'"Auctions penalty clauses for delays?"'</li></ul> | |
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| IndSMART: Indian Bank’s Omni channel Mobile App | <ul><li>'"IndSMART Omni channel App investment tracking?"'</li><li>'"IndSMART Mobile app transaction limits?"'</li><li>'"Omni channel App insurance policy management?"'</li></ul> | |
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| Disclaimer | <ul><li>'Electronic acceptance validity period?'</li><li>'Terms of Use prohibited activities?'</li><li>'Disclaimer third-party content policies?'</li></ul> | |
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| Term Deposits | <ul><li>'"Term Deposits nomination update process?"'</li><li>'"Floating-rate Term Deposits criteria?"'</li><li>'"Interest calculation method for Term Deposits?"'</li></ul> | |
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| Interest Rates for Small Savings Schemes | <ul><li>'"Small Savings digital banking features?"'</li><li>'"Small Savings insurance coverage?"'</li><li>'"Small Savings Rates for short-term deposits?"'</li></ul> | |
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| NRI and Forex | <ul><li>'"NRI Forex tax implications for remittances?"'</li><li>'"NRI Forex Exchange joint holder norms?"'</li><li>'"NRI Forex insurance coverage options?"'</li></ul> | |
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| Azadi Ka Amrit Mahotsav #TogetherforBiggerThings | <ul><li>'"Azadi Ka Amrit Mahotsav financial literacy drives?"'</li><li>'"Azadi Ka Amrit Mahotsav disaster relief funding?"'</li><li>'"Azadi Ka Amrit Mahotsav digital transformation goals?"'</li></ul> | |
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| IB MSME Jewel Loan | <ul><li>'"msme jewelry loan digital application steps?"'</li><li>'"MSME Jewel Loan disaster relief provisions?"'</li><li>'"msme gold loan SMS alerts setup?"'</li></ul> | |
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| IB Golden Ager Term Deposit Product for Super Senior Citizens | <ul><li>'"Golden Ager Deposit Super Seniors survivor benefits?"'</li><li>'"Term Deposit Senior Citizens interest payout modes?"'</li><li>'"Golden Ager Term Deposit Product dementia patient provisions?"'</li></ul> | |
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| What is a Credit Score and How it Shapes Financial Health | <ul><li>'"Credit Score NRI-specific considerations?"'</li><li>'"Credit Score tracking frequency?"'</li><li>'"Credit Score Financial Health impact on credit cards?"'</li></ul> | |
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| IMPORTANT TERMS AND CONDITIONS CA | <ul><li>'"current Account conditions for overdraft facilities?"'</li><li>'"current Account conditions for mentorship programs?"'</li><li>'"TERMS CONDITIONS CA for disaster relief funding?"'</li></ul> | |
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| Credit Cards | <ul><li>'"Credit card spend analytics tools?"'</li><li>'"Credit card application eligibility criteria?"'</li><li>'"Credit card billing cycle customization?"'</li></ul> | |
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| Managing Director & CEO’s Profile | <ul><li>'"CEO Profile international engagements list?"'</li><li>'"Managing Director’s industry awards list?"'</li><li>'"Managing Director’s branch visit calendar?"'</li></ul> | |
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| Jewel Loan | <ul><li>'"Gold Loan locker linkage benefits?"'</li><li>'"Gold purity certification requirements for loans?"'</li><li>'"Gold Loan joint holder nomination rules?"'</li></ul> | |
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| Corporate Social Responsibility | <ul><li>'"CSR disaster relief protocols for flood-affected areas?"'</li><li>'"CSR transparency in fund utilization audits?"'</li><li>'"Employee participation process in CSR volunteer programs?"'</li></ul> | |
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| Scheme on financing Manufacturers / Suppliers / Vendors of Solar panels and other ancillary products | <ul><li>'"Solar Panel loan mentorship programs?"'</li><li>'"Solar Panel loan interest rate concessions?"'</li><li>'"Financing Scheme Solar Panel Suppliers tax benefits?"'</li></ul> | |
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| Board of Directors | <ul><li>'"Directors digital transformation strategies?"'</li><li>'"Directors policy implementation guidelines?"'</li><li>'"Board Directors legal compliance certifications?"'</li></ul> | |
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| Quick Contact | <ul><li>'"Quick Contact feedback submission process?"'</li><li>'"Instant Contact response timelines?"'</li><li>'"contact details for corporate accounts?"'</li></ul> | |
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| Vision and Mission | <ul><li>'"Vision customer-centric policy changes?"'</li><li>'"Mission employee training modules?"'</li><li>'"Vision-driven product development strategies?"'</li></ul> | |
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| Corporate | <ul><li>'"Corporate Banking loan application workflow?"'</li><li>'"Business Banking payroll integration?"'</li><li>'"Corporate trade finance credit lines?"'</li></ul> | |
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| Service Charges / Forex Rates | <ul><li>'"Currency Exchange Charges for bulk remittances?"'</li><li>'"Currency Exchange Rates holiday adjustments?"'</li><li>'"Currency Exchange Charges GST applicability?"'</li></ul> | |
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| Welfare of Minorities | <ul><li>'"Welfare Minorities loan subsidy schemes?"'</li><li>'"Welfare Minorities microfinance interest rates?"'</li><li>'"Welfare Minorities agricultural subsidy schemes?"'</li></ul> | |
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| Bancassurance | <ul><li>'"Bancassurance legal heir claims process?"'</li><li>'"insurance Solutions for digital transactions?"'</li><li>'"insurance Solutions for health coverage?"'</li></ul> | |
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| IND PM Vishwakarma | <ul><li>'"PM Vishwakarma NRI eligibility for overseas businesses?"'</li><li>'"PM Vishwakarma tax benefits under Section 80G?"'</li><li>'"PM Vishwakarma grievance escalation matrix?"'</li></ul> | |
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| IB Tax Saver Scheme | <ul><li>'"Tax Saver insurance coverage details?"'</li><li>'"IB Tax Saver Scheme lock-in period options?"'</li><li>'"Tax Saver senior citizen benefits?"'</li></ul> | |
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| Weaver MUDRA | <ul><li>'"Weaver MUDRA credit guarantee coverage?"'</li><li>'"Weaver MUDRA application documentation checklist?"'</li><li>'"Weaver MUDRA raw material purchase support?"'</li></ul> | |
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| Chief Vigilance Officer | <ul><li>'"Chief Vigilance Officer policy exception approvals?"'</li><li>'"CVO investigation timelines for corruption cases?"'</li><li>'"CVO anonymous tip reward system?"'</li></ul> | |
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| Careers | <ul><li>'"Career Opportunities relocation policies?"'</li><li>'"Career Opportunities remote work?"'</li><li>'"Career Opportunities sabbatical policies?"'</li></ul> | |
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| Press Releases | <ul><li>'"Announcements sustainability targets?"'</li><li>'"Press Releases accessibility for visually impaired?"'</li><li>'"Press Releases archive accessibility on the website?"'</li></ul> | |
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| Online Collection Products | <ul><li>'"Online Payment Collection webhook configurations?"'</li><li>'"Online Payment Collection settlement cycles?"'</li><li>'"E-Collection Products chargeback policies?"'</li></ul> | |
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| IND-SURYA SHAKTI | <ul><li>'"SURYA SHAKTI repayment moratorium options?"'</li><li>'"SURYA SHAKTI foreign currency loan options?"'</li><li>'"SURYA SHAKTI credit guarantee coverage?"'</li></ul> | |
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| IND-SME EASE | <ul><li>'"SME EASE disaster relief funding?"'</li><li>'"SME EASE foreign currency loan options?"'</li><li>'"SME EASE grace period for delayed payments?"'</li></ul> | |
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| e-Allahabad Bank Journey | <ul><li>'Allahabad Online Journey third-party integrations?'</li><li>'Digital Journey e-Allahabad UPI integration?'</li><li>'Digital Journey e-Allahabad nominee update steps?'</li></ul> | |
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| IndSMART | <ul><li>'"IndSMART investment tracking options?"'</li><li>'"IndSMART insurance policy management?"'</li><li>'"IndSMART mobile app download instructions?"'</li></ul> | |
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| Fixed Deposit | <ul><li>'"Fixed Deposit SMS balance alerts?"'</li><li>'"Fixed Deposit dormant account reactivation?"'</li><li>'"Fixed Deposit grace period after maturity?"'</li></ul> | |
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| Scheme for financing MSMEs for setting up Biomass Pellets manufacturing units | <ul><li>'"Biomass Pellet grace period for delayed payments?"'</li><li>'"Biomass Pellet interest rates for green energy projects?"'</li><li>'"Biomass Pellet grievance escalation matrix?"'</li></ul> | |
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| TERMS AND CONDITIONS-TERM DEPOSIT ACCOUNT | <ul><li>'"Term Deposit Accounts conditions for insurance claims?"'</li><li>'"Term Deposit Accounts conditions for joint holders?"'</li><li>'"TERMS CONDITIONS TERM DEPOSIT ACCOUNT lien marking?"'</li></ul> | |
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| IND SME Secure | <ul><li>'"SME Secure overdraft against property value?"'</li><li>'"SME Secure legal heir claims process?"'</li><li>'"SME Secure top-up facilities for expansion?"'</li></ul> | |
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| Investor Relations | <ul><li>'"Investor Relations investor feedback mechanisms?"'</li><li>'"Investor Information digital access tools?"'</li><li>'"Investor Information accessibility for non-English speakers?"'</li></ul> | |
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| Ind Advantage (Reward Program) | <ul><li>'Loyalty point accrual rate for credit cards?'</li><li>'Advantage Program tier upgrade requirements?'</li><li>'Advantage Reward point redemption tiers?'</li></ul> | |
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| Welcome aboard! | <ul><li>'"Welcome aboard digital banking setup?"'</li><li>'"Welcome aboard corporate account registration?"'</li><li>'"Welcome aboard account upgrade options?"'</li></ul> | |
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| Deposit Rates | <ul><li>'"Deposit Rates for disaster relief funding?"'</li><li>'"Deposit Rates for dormant accounts?"'</li><li>'"Deposit Rates for overdraft facilities?"'</li></ul> | |
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| Loyalty Program Delights: Unlocking Special Rewards for Your Loyalty | <ul><li>'"Loyalty Delights: Unlocking Special Rewards tax implications?"'</li><li>'"Loyalty Delights exclusive event invitations?"'</li><li>'"Loyalty Delights point transfer fees?"'</li></ul> | |
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| NETC FASTag | <ul><li>'"FASTag lane violation penalties?"'</li><li>'"NETC Toll Tag damaged replacement?"'</li><li>'"NETC FASTag recharge limits?"'</li></ul> | |
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| IB Tradewell | <ul><li>'"Trade Financing NRI trade loan eligibility?"'</li><li>'"Tradewell joint venture funding norms?"'</li><li>'"Tradewell foreclosure charges for early closure?"'</li></ul> | |
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| PM Surya Ghar: Muft Bijli Yojna | <ul><li>'"PM Surya Ghar digital application portal?"'</li><li>'"PM Surya Ghar Muft Bijli Yojna eligibility criteria?"'</li><li>'"Free Electricity scheme NRI participation rules?"'</li></ul> | |
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| IND SUPREME 300 DAYS | <ul><li>'"Supreme 300 Day Plan insurance coverage details?"'</li><li>'"Supreme 300 Day Plan premature withdrawal penalties?"'</li><li>'"SUPREME 300 DAYS deposit interest compounding frequency?"'</li></ul> | |
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| Sukanya Samriddhi Account | <ul><li>'"Sukanya Samriddhi Account opening age limits?"'</li><li>'"Sukanya Samriddhi Account address update steps?"'</li><li>'"Sukanya Samriddhi Account nomination rules?"'</li></ul> | |
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| IND NAVYA | <ul><li>'"IND NAVYA premium customer benefits?"'</li><li>'"IND NAVYA charity partnership programs?"'</li><li>'"Navya Services loan processing speed?"'</li></ul> | |
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| Short Term Deposits | <ul><li>'"Short Term FD reinvestment options?"'</li><li>'"Grace period after Short Term FD maturity?"'</li><li>'"Minimum balance requirements for Short Term Deposits?"'</li></ul> | |
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| Block Lost ATM Card | <ul><li>'"Block Lost Debit card via IVR options?"'</li><li>'"Deactivate Lost ATM and request replacement?"'</li><li>'"Lost ATM Reporting documentation needs?"'</li></ul> | |
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| MSME DIGI Jewel Loan and Jewel Loan (Re-Pledge) | <ul><li>'"Re-Pledge Jewel MSME documentation for gold valuation?"'</li><li>'"MSME DIGI Jewel joint venture funding norms?"'</li><li>'"jewel pledge repayment moratorium options?"'</li></ul> | |
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| Nodal Officers- Customer service | <ul><li>'"Nodal Officers legal compliance certifications?"'</li><li>'"Nodal Officers audit protocols?"'</li><li>'"Customer Service customer education initiatives?"'</li></ul> | |
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| MSME AUTO RENEWAL | <ul><li>'"MSME AUTO RENEWAL dormant account reactivation?"'</li><li>'"MSME AUTO RENEWAL overdraft against renewed loans?"'</li><li>'"MSME AUTO RENEWAL foreclosure charges for early closure?"'</li></ul> | |
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| IB COMFORT- DOMESTIC AND NRE | <ul><li>'"comfort NRE account grace period for minimum balance?"'</li><li>'"COMFORT DOMESTIC NRE account eligibility for NRIs?"'</li><li>'"COMFORT DOMESTIC NRE account mentorship programs?"'</li></ul> | |
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| LOAN AGAINST LEASE RENTALS | <ul><li>'"Online tracking for LEASE RENTALS loan status?"'</li><li>'"Penalties for delayed LEASE RENTALS repayments?"'</li><li>'"Legal verification steps for LEASE RENTALS?"'</li></ul> | |
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| IB HARIT | <ul><li>'"HARIT current account grace period for minimum balance?"'</li><li>'"HARIT current account mentorship programs?"'</li><li>'"HARIT current account disaster relief funding?"'</li></ul> | |
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| SMS Banking/ Missed Call Service | <ul><li>'"Missed Call service for account statements?"'</li><li>'"Missed Call Banking for card blocking?"'</li><li>'"Missed Call service for FD renewals?"'</li></ul> | |
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| MSME LAP | <ul><li>'"MSME Property loan insurance coverage?"'</li><li>'"MSME Property loan foreclosure charges?"'</li><li>'"MSME LAP renewal criteria for existing loans?"'</li></ul> | |
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| Head Office Departments | <ul><li>'"Head Office employee training programs?"'</li><li>'"Headquarters CSR initiative approvals?"'</li><li>'"Head Office customer complaint escalation?"'</li></ul> | |
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| Current Account | <ul><li>'"Current account SMS alerts for transactions?"'</li><li>'"Current account tax benefits under Section 80G?"'</li><li>'"Current account joint holder norms?"'</li></ul> | |
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| IND COURT | <ul><li>'"IND COURT escrow account management?"'</li><li>'"IND COURT decree implementation guidelines?"'</li><li>'"COURT verdict compliance certification?"'</li></ul> | |
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| Amalgamation | <ul><li>'Corporate Amalgamation tax implications?'</li><li>'Amalgamation grievance redressal contacts?'</li><li>'Amalgamation process timeline for corporate accounts?'</li></ul> | |
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| IND Professional Special | <ul><li>'"Professional Special foreclosure charges for early closure?"'</li><li>'"Professional Special loan eligibility for doctors?"'</li><li>'"Professional Special documentation for practice licenses?"'</li></ul> | |
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| Foreign Branches | <ul><li>'"International Branches disaster relief funding?"'</li><li>'"Foreign Branches credit guarantee coverage?"'</li><li>'"International Branches documentation requirements?"'</li></ul> | |
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| Regulatory Disclosures Section | <ul><li>'"Banking Disclosures quarterly filing calendar?"'</li><li>'"Regulatory Information GDPR compliance status?"'</li><li>'"Regulatory Information update frequency for public records?"'</li></ul> | |
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| N R I / Foreign Exchange | <ul><li>'"Foreign Currency Exchange lock-in period policies?"'</li><li>'"Foreign Exchange third-party authorization process?"'</li><li>'"NRI forex card reload limits?"'</li></ul> | |
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| NRI A/cs | <ul><li>'"NRI account digital banking features?"'</li><li>'"Non Resident Indian account legal compliance certifications?"'</li><li>'"Non Resident Indian account tax implications?"'</li></ul> | |
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| Reverse Mortgage | <ul><li>'"Interest rate types for Reverse Mortgage?"'</li><li>'"Reverse Mortgage counseling sessions availability?"'</li><li>'"Tax implications of Reverse Mortgage proceeds?"'</li></ul> | |
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| Block Lost Credit Card | <ul><li>'"block credit card charges applicable?"'</li><li>'"report credit card loss via mobile app?"'</li><li>'"Credit Blocking confirmation receipt generation?"'</li></ul> | |
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| Death Claim Settlement | <ul><li>'"Death Claim Settlement legal heir claims?"'</li><li>'"Insurance Claim escalation matrix?"'</li><li>'"Death Claim customer education resources?"'</li></ul> | |
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| Online Loans | <ul><li>'"Digital loan tax certificate generation?"'</li><li>'"Digital loan foreclosure process?"'</li><li>'"Digital loan application turnaround time?"'</li></ul> | |
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| Service Charges | <ul><li>'"Fee Structure for loan processing applications?"'</li><li>'"Service Charges for cheque return penalties?"'</li><li>'"Service Fees for standing instruction setup?"'</li></ul> | |
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| Notifications | <ul><li>'"Alerts frequency settings for balance updates?"'</li><li>'"Notifications spam filtering mechanisms?"'</li><li>'"Alerts user consent management?"'</li></ul> | |
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| Corporate Blog | <ul><li>'"Official Blog archive access permissions?"'</li><li>'"Corporate Blog GDPR compliance measures?"'</li><li>'"Corporate Blog SEO best practices?"'</li></ul> | |
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| Premium Current Account | <ul><li>'"Premium Current account grievance escalation matrix?"'</li><li>'"Premium Current account foreclosure charges for early closure?"'</li><li>'"Premium Current account minimum balance requirements?"'</li></ul> | |
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| Pre Approved Business Loan | <ul><li>'"Pre Approved Business loan legal heir claims?"'</li><li>'"Pre Approved Business loan documentation checklist?"'</li><li>'"Pre Approved Business loan digital application steps?"'</li></ul> | |
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| Doorstep Banking | <ul><li>'"Doorstep service availability in rural areas?"'</li><li>'"Doorstep service blackout dates calendar?"'</li><li>'"Doorstep banking agent verification steps?"'</li></ul> | |
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| Point of Sale (PoS) | <ul><li>'PoS transaction decline troubleshooting?'</li><li>'PoS user access levels?'</li><li>'Contactless payment support on PoS?'</li></ul> | |
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| ATM / Debit Cards | <ul><li>'"Debit Cards digital application steps?"'</li><li>'"ATM Debit Cards foreign card transaction fees?"'</li><li>'"ATM Cards maintenance schedules?"'</li></ul> | |
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| BHIM Aadhaar Pay | <ul><li>'"BHIM Aadhaar Pay offline mode?"'</li><li>'"BHIM Aadhaar Pay audit trails?"'</li><li>'"Aadhaar authentication charges?"'</li></ul> | |
|
|
| Capital Gains | <ul><li>'"Capital Gains carry-forward rules?"'</li><li>'"Capital Gains Tax documentation for IT returns?"'</li><li>'"Capital Gains exemptions under Section 54EC?"'</li></ul> | |
|
|
| Indian Bank Financial Results | <ul><li>'"Annual Financial Results disaster relief funding?"'</li><li>'"Annual Financial Results media coverage archive?"'</li><li>'"Financial Performance comparison with industry benchmarks?"'</li></ul> | |
|
|
| Customer Centric Services | <ul><li>'"Customer-Oriented Banking priority queuing?"'</li><li>'"Customer Service multilingual support availability?"'</li><li>'"Customer Service complaint escalation matrix?"'</li></ul> | |
|
|
| Positive Pay System (PPS) | <ul><li>'"Positive Pay Fraud Prevention for high-value cheques?"'</li><li>'"Positive Pay System (PPS) digital onboarding?"'</li><li>'"PPS mobile app features?"'</li></ul> | |
|
|
| Motor Accident Claim Tribunal Deposit(MACAD) Scheme | <ul><li>'"Motor Accident Claims Tribunal Deposit tax implications?"'</li><li>'"MACAD dormant account reactivation steps?"'</li><li>'"MACAD account closure after claim settlement?"'</li></ul> | |
|
|
| IND HEALTH CARE | <ul><li>'"Health Care insurance-linked repayment plans?"'</li><li>'"Health Care research project grants?"'</li><li>'"Health Care legal compliance certification support?"'</li></ul> | |
|
|
| Loan / OD against NSC / KVP / Relief bonds of RBI / LIC policies | <ul><li>'LIC policy loan tax implications?'</li><li>'KVP overdraft renewal process?'</li><li>'NSC partial withdrawal while pledged?'</li></ul> | |
|
|
| Lab Grown Diamond Scheme | <ul><li>'"Lab Grown Diamond e-commerce integration support?"'</li><li>'"Lab Grown Diamond tax benefits under Section 80G?"'</li><li>'"Lab Grown Diamond credit guarantee coverage?"'</li></ul> | |
|
|
| IB RERA Current Account | <ul><li>'"RERA Current account overdraft facilities?"'</li><li>'"RERA Current account documentation for RERA registration?"'</li><li>'"RERA Current account credit guarantee coverage?"'</li></ul> | |
|
|
| IND EQUIPMENT & WHEELS (CE/CV) scheme | <ul><li>'"CE CV credit guarantee coverage?"'</li><li>'"EQUIPMENT WHEELS collateral requirements for startups?"'</li><li>'"EQUIPMENT WHEELS digital application process?"'</li></ul> | |
|
|
| IMAGE Email Id’s | <ul><li>'"Proper format for addressing IMAGE Email Contacts?"'</li><li>'"IMAGE Email Contacts encryption standards?"'</li><li>'"IMAGE Email Contacts phishing detection protocols?"'</li></ul> | |
|
|
| General Managers | <ul><li>'"General Managers corporate governance roles?"'</li><li>'"Senior Managers training program oversight?"'</li><li>'"General Managers regional jurisdiction details?"'</li></ul> | |
|
|
| Money multiplier Deposits | <ul><li>'"Multiplier Deposit tax-saving benefits?"'</li><li>'"Multiplier Deposit auto-sweep facility thresholds?"'</li><li>'"Money multiplier Deposits grace period policies?"'</li></ul> | |
|
|
| IB Loan against Sovereign Gold Bond | <ul><li>'SGB loan top-up facility availability?'</li><li>'SGB loan repayment tenure options?'</li><li>'Sovereign Jewel Bond foreclosure charges?'</li></ul> | |
|
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| Branch ATM | <ul><li>'"Branch ATM accessibility for wheelchair users?"'</li><li>'"Branch ATM cash recycling features?"'</li><li>'"Branch ATM contactless transaction limits?"'</li></ul> | |
|
|
| Financial Inclusion in India: Filling the Void | <ul><li>'"Financial Inclusion customer feedback mechanisms?"'</li><li>'"Bridging Financial Gap through women empowerment?"'</li><li>'"Filling Void in access to investment products?"'</li></ul> | |
|
|
| Jaffna Branch | <ul><li>'"Jaffna gold appraisal services?"'</li><li>'"Jaffna SME loan processing time?"'</li><li>'"Jaffna Branch Office forex rates?"'</li></ul> | |
|
|
| Financial Inclusion | <ul><li>'"Financial Inclusion financial literacy drives?"'</li><li>'"Financial Inclusion mobile van service areas?"'</li><li>'"Financial Access through Aadhaar-enabled payments?"'</li></ul> | |
|
|
| Featured Products / Services / Schemes | <ul><li>'Featured Services repayment holiday options?'</li><li>'Featured Products customer support channels?'</li><li>'Highlighted Products interest rate comparison tool?'</li></ul> | |
|
|
| Another Option for Pension | <ul><li>'"Pension Alternatives repayment tenure options?"'</li><li>'"Pension option collateral requirements?"'</li><li>'"Pension Alternatives grievance redressal process?"'</li></ul> | |
|
|
| Bank’s Profile | <ul><li>'"Profile page disaster recovery protocols?"'</li><li>'"Bank’s Profile regulatory compliance status?"'</li><li>'"Contact Us chatbot availability hours?"'</li></ul> | |
|
|
| SHISHU MUDRA | <ul><li>'"SHISHU MUDRA grace period for delayed payments?"'</li><li>'"SHISHU MUDRA documentation for business plans?"'</li><li>'"SHISHU MUDRA collateral-free limits for startups?"'</li></ul> | |
|
|
| e Payment of Indirect Taxes | <ul><li>'"Online Indirect Tax Payment challan generation?"'</li><li>'"Indirect Tax Payment TDS filing integration?"'</li><li>'"Digital Indirect Tax Payment grievance escalation process?"'</li></ul> | |
|
|
| IND Non-Callable Deposit | <ul><li>'"IND Non-Callable Deposit collateral usage for loans?"'</li><li>'"Non Callable Deposit cheque book issuance?"'</li><li>'"Non Callable Deposit nomination rules for minors?"'</li></ul> | |
|
|
| Services rendered free of charge | <ul><li>'"charge free Services insurance coverage?"'</li><li>'"Free Services interest rate structure?"'</li><li>'"No Charge Services repayment tenure options?"'</li></ul> | |
|
|
| Debit Cards | <ul><li>'"Debit card documentation requirements?"'</li><li>'"atm cardless cash withdrawal steps?"'</li><li>'"atm camera surveillance retention policies?"'</li></ul> | |
|
|
| Chief General Managers | <ul><li>"Chief Executives' media interaction policy?"</li><li>"Chief General Managers' policy exception approval?"</li><li>"Senior General Managers' operational targets?"</li></ul> | |
|
|
| Colombo Branch | <ul><li>'"Colombo SME banking specialists?"'</li><li>'"Colombo Branch Office CSR initiatives?"'</li><li>'"Colombo agricultural loan schemes?"'</li></ul> | |
|
|
| Ind Mortgage | <ul><li>'"Ind Mortgage processing timeline for salaried applicants?"'</li><li>'"Penalty clauses for Ind Mortgage prepayment?"'</li><li>'"Ind Mortgage loan restructuring during financial hardship?"'</li></ul> | |
|
|
| Recurring Deposit | <ul><li>'"Regular Recurring Deposit foreclosure charges?"'</li><li>'"Regular Recurring Deposit interest payout modes?"'</li><li>'"Regular Recurring Deposit interest rate tiers?"'</li></ul> | |
|
|
| e Payment of Direct Taxes | <ul><li>'"eTax Payment refund tracking system?"'</li><li>'"Direct Taxes Online Payment API integration?"'</li><li>'"Online Direct Tax Payment GST reconciliation?"'</li></ul> | |
|
|
| Lending rates | <ul><li>'"Lending rates negotiation options for corporates?"'</li><li>'"Lending rates disaster relief concessions?"'</li><li>'"Lending rates escalation matrix for disputes?"'</li></ul> | |
|
|
| Entity: Internet banking | <ul><li>'"Internet banking offline mode availability?"'</li><li>'"Online Banking disaster recovery protocols?"'</li><li>'"Digital Banking insurance policy management?"'</li></ul> | |
|
|
| Customer Complaints / Awareness | <ul><li>'"Customer Complaints mobile app features?"'</li><li>'"Customer Complaints multilingual support?"'</li><li>'"Complaint Management compensation policies?"'</li></ul> | |
|
|
| IND-SME E-VAAHAN | <ul><li>'"vehicle SME grace period for seasonal businesses?"'</li><li>'"vehicle SME grievance escalation matrix?"'</li><li>'"SME E-VAAHAN digital application process?"'</li></ul> | |
|
|
| Variable Recurring Deposit | <ul><li>'"Flexibility in Variable Recurring Deposit amounts?"'</li><li>'"Variable Recurring penalty for missed payments?"'</li><li>'"Variable Recurring Deposit digital statements?"'</li></ul> | |
|
|
|
|
|
## Evaluation |
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|
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### Metrics |
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| Label | Accuracy | |
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|:--------|:---------| |
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| **all** | 0.9352 | |
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|
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## Uses |
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### Direct Use for Inference |
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|
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First install the SetFit library: |
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|
|
|
```bash |
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pip install setfit |
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``` |
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|
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Then you can load this model and run inference. |
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|
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|
```python |
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from setfit import SetFitModel |
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|
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# Download from the 🤗 Hub |
|
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model = SetFitModel.from_pretrained("kneau007/my-classifier-2") |
|
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# Run inference |
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preds = model("\"Current account disaster relief funding?\"") |
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``` |
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<!-- |
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### Downstream Use |
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*List how someone could finetune this model on their own dataset.* |
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--> |
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<!-- |
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### Out-of-Scope Use |
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*List how the model may foreseeably be misused and address what users ought not to do with the model.* |
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--> |
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<!-- |
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## Bias, Risks and Limitations |
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*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.* |
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--> |
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<!-- |
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### Recommendations |
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*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.* |
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--> |
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## Training Details |
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### Training Set Metrics |
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| Training set | Min | Median | Max | |
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|:-------------|:----|:-------|:----| |
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| Word count | 3 | 5.5968 | 11 | |
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| Label | Training Sample Count | |
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|:-----------------------------------------------------------------------------------------------------|:----------------------| |
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| Corporate Blog | 11 | |
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| Doorstep Banking | 17 | |
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| ATM / Debit Cards | 15 | |
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| Amalgamation | 17 | |
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| Another Option for Pension | 17 | |
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| Awards & Accolades | 18 | |
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| Azadi Ka Amrit Mahotsav #TogetherforBiggerThings | 16 | |
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| BHIM Aadhaar Pay | 12 | |
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| Bancassurance | 17 | |
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| Bank’s Profile | 16 | |
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| Block Lost ATM Card | 16 | |
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| Block Lost Credit Card | 17 | |
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| Board of Directors | 15 | |
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| Branch ATM | 14 | |
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| CA FOR STATE /CENTRAL GOVT & CONSULAR & IND PFMS | 18 | |
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| Capital Gains | 18 | |
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| Careers | 15 | |
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| Chief General Managers | 16 | |
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| Chief Vigilance Officer | 19 | |
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| Colombo Branch | 16 | |
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| Corporate | 15 | |
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| Corporate Social Responsibility | 17 | |
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| Credit Cards | 19 | |
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| Current Account | 16 | |
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| Customer Centric Services | 15 | |
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| Customer Complaints / Awareness | 13 | |
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| Death Claim Settlement | 17 | |
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| Debit Cards | 17 | |
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| Deposit Rates | 12 | |
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| Digitizing the Indian Banking Experience | 17 | |
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| Disclaimer | 16 | |
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| Entity: Internet banking | 15 | |
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| Executive Director’s Profile | 17 | |
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| F.A.Qs | 15 | |
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| Featured Products / Services / Schemes | 16 | |
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| Financial Inclusion | 15 | |
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| Financial Inclusion in India: Filling the Void | 16 | |
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| Fixed Deposit | 16 | |
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| Foreign Branches | 15 | |
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| General Managers | 16 | |
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| Head Office Departments | 16 | |
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| IB COMFORT- DOMESTIC AND NRE | 14 | |
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| IB Golden Ager Term Deposit Product for Super Senior Citizens | 18 | |
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| IB HARIT | 15 | |
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| IB Loan against Sovereign Gold Bond | 16 | |
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| IB MSME Jewel Loan | 13 | |
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| IB Tax Saver Scheme | 18 | |
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| IB Tradewell | 17 | |
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| IMAGE | 18 | |
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| IMAGE Email Id’s | 17 | |
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| IMPORTANT TERMS AND CONDITIONS CA | 16 | |
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| IND COURT | 17 | |
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| IND EQUIPMENT & WHEELS (CE/CV) scheme | 12 | |
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| IND HEALTH CARE | 17 | |
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| IND MSME VEHICLE | 17 | |
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| IND NAVYA | 17 | |
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| IND Non-Callable Deposit | 14 | |
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| IND Professional Special | 17 | |
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| IND SME Secure | 18 | |
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| IND SUPER 400 DAYS | 13 | |
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| IND SUPREME 300 DAYS | 18 | |
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| IND-SME E-VAAHAN | 15 | |
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| IND-SME EASE | 12 | |
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| IND-SURYA SHAKTI | 14 | |
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| INDIAN BANK MUTUAL FUND | 18 | |
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| Ind Advantage (Reward Program) | 17 | |
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| Ind Mortgage | 14 | |
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| IndSMART | 15 | |
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| IndSMART: Indian Bank’s Omni channel Mobile App | 14 | |
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| Indian Bank Financial Results | 18 | |
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|
| Indian Bank, IFSC Banking Unit, GIFT City | 17 | |
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|
| Interest Rates for Small Savings Schemes | 18 | |
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| Investor Relations | 17 | |
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| Jaffna Branch | 18 | |
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|
| Jewel Loan | 17 | |
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|
| LOAN AGAINST LEASE RENTALS | 14 | |
|
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| Lab Grown Diamond Scheme | 14 | |
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| Lending rates | 17 | |
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| Loan / OD against NSC / KVP / Relief bonds of RBI / LIC policies | 20 | |
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| Loan/OD against Deposit | 15 | |
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| MSME AUTO RENEWAL | 19 | |
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| MSME DIGI Jewel Loan and Jewel Loan (Re-Pledge) | 16 | |
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| MSME LAP | 18 | |
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|
| Managing Director & CEO’s Profile | 17 | |
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| Merchant UPI QR Code | 14 | |
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| Money multiplier Deposits | 14 | |
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| Motor Accident Claim Tribunal Deposit(MACAD) Scheme | 14 | |
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| N R I / Foreign Exchange | 14 | |
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| NETC FASTag | 17 | |
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| NRI A/cs | 17 | |
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| NRI and Forex | 15 | |
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| National Common Mobility Card (NCMC) | 16 | |
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| Nodal Officers- Customer service | 16 | |
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| Notifications | 16 | |
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| Online Collection Products | 12 | |
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| Online Loans | 15 | |
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| PM Surya Ghar: Muft Bijli Yojna | 19 | |
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| Point of Sale (PoS) | 17 | |
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| Positive Pay System (PPS) | 15 | |
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| Pre Approved Business Loan | 16 | |
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| Premium Current Account | 18 | |
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| Press Releases | 16 | |
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| Quick Contact | 14 | |
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| Re-KYC: Periodic Update of KYC Details | 17 | |
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| Recurring Deposit | 17 | |
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| Regulatory Disclosures Section | 15 | |
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| Remittance To India | 14 | |
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| Reverse Mortgage | 16 | |
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| SHISHU MUDRA | 19 | |
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| SMS Banking/ Missed Call Service | 15 | |
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| Scheme for financing MSMEs for setting up Biomass Pellets manufacturing units | 15 | |
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| Scheme on financing Manufacturers / Suppliers / Vendors of Solar panels and other ancillary products | 15 | |
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| Service Charges | 19 | |
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| Service Charges / Forex Rates | 16 | |
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| Services rendered free of charge | 17 | |
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| Short Term Deposits | 16 | |
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| Sukanya Samriddhi Account | 13 | |
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| Supply Chain Finance | 15 | |
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| TERMS AND CONDITIONS-TERM DEPOSIT ACCOUNT | 18 | |
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| Term Deposits | 16 | |
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| Terms and Conditions Indian Bank Digital Rupee | 17 | |
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| Variable Recurring Deposit | 16 | |
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| Vision and Mission | 16 | |
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| Weaver MUDRA | 18 | |
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| Welcome aboard! | 16 | |
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| Welfare of Minorities | 15 | |
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| What is a Credit Score and How it Shapes Financial Health | 18 | |
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| e Payment of Direct Taxes | 14 | |
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| e Payment of Indirect Taxes | 17 | |
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| e-Allahabad Bank Journey | 13 | |
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| Centralized Pension Processing Centre | 15 | |
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| IB RERA Current Account | 19 | |
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| IND GST ADVANTAGE | 16 | |
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| IND PM Vishwakarma | 15 | |
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| Loyalty Program Delights: Unlocking Special Rewards for Your Loyalty | 18 | |
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|
### Training Hyperparameters |
|
|
- batch_size: (16, 16) |
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- num_epochs: (1, 1) |
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- max_steps: -1 |
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- sampling_strategy: oversampling |
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- num_iterations: 20 |
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- body_learning_rate: (2e-05, 2e-05) |
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- head_learning_rate: 2e-05 |
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- loss: CosineSimilarityLoss |
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- distance_metric: cosine_distance |
|
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- margin: 0.25 |
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- end_to_end: False |
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- use_amp: False |
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- warmup_proportion: 0.1 |
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- l2_weight: 0.01 |
|
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- seed: 42 |
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- eval_max_steps: -1 |
|
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- load_best_model_at_end: False |
|
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|
|
|
### Training Results |
|
|
| Epoch | Step | Training Loss | Validation Loss | |
|
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|:------:|:----:|:-------------:|:---------------:| |
|
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| 0.0002 | 1 | 0.1566 | - | |
|
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| 0.0093 | 50 | 0.146 | - | |
|
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| 0.0185 | 100 | 0.1398 | - | |
|
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| 0.0278 | 150 | 0.1027 | - | |
|
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| 0.0371 | 200 | 0.0887 | - | |
|
|
| 0.0463 | 250 | 0.071 | - | |
|
|
| 0.0556 | 300 | 0.0644 | - | |
|
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| 0.0649 | 350 | 0.0492 | - | |
|
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| 0.0741 | 400 | 0.05 | - | |
|
|
| 0.0834 | 450 | 0.0464 | - | |
|
|
| 0.0927 | 500 | 0.0325 | - | |
|
|
| 0.1019 | 550 | 0.0312 | - | |
|
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| 0.1112 | 600 | 0.033 | - | |
|
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| 0.1205 | 650 | 0.0266 | - | |
|
|
| 0.1297 | 700 | 0.0225 | - | |
|
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| 0.1390 | 750 | 0.0206 | - | |
|
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| 0.1483 | 800 | 0.0188 | - | |
|
|
| 0.1576 | 850 | 0.0229 | - | |
|
|
| 0.1668 | 900 | 0.0164 | - | |
|
|
| 0.1761 | 950 | 0.0168 | - | |
|
|
| 0.1854 | 1000 | 0.0159 | - | |
|
|
| 0.1946 | 1050 | 0.0131 | - | |
|
|
| 0.2039 | 1100 | 0.0122 | - | |
|
|
| 0.2132 | 1150 | 0.0098 | - | |
|
|
| 0.2224 | 1200 | 0.0093 | - | |
|
|
| 0.2317 | 1250 | 0.0159 | - | |
|
|
| 0.2410 | 1300 | 0.0104 | - | |
|
|
| 0.2502 | 1350 | 0.014 | - | |
|
|
| 0.2595 | 1400 | 0.0074 | - | |
|
|
| 0.2688 | 1450 | 0.0089 | - | |
|
|
| 0.2780 | 1500 | 0.0176 | - | |
|
|
| 0.2873 | 1550 | 0.0118 | - | |
|
|
| 0.2966 | 1600 | 0.0068 | - | |
|
|
| 0.3058 | 1650 | 0.0105 | - | |
|
|
| 0.3151 | 1700 | 0.0076 | - | |
|
|
| 0.3244 | 1750 | 0.0122 | - | |
|
|
| 0.3336 | 1800 | 0.0134 | - | |
|
|
| 0.3429 | 1850 | 0.0088 | - | |
|
|
| 0.3522 | 1900 | 0.0134 | - | |
|
|
| 0.3614 | 1950 | 0.0052 | - | |
|
|
| 0.3707 | 2000 | 0.0074 | - | |
|
|
| 0.3800 | 2050 | 0.0069 | - | |
|
|
| 0.3892 | 2100 | 0.0056 | - | |
|
|
| 0.3985 | 2150 | 0.0059 | - | |
|
|
| 0.4078 | 2200 | 0.0064 | - | |
|
|
| 0.4171 | 2250 | 0.0075 | - | |
|
|
| 0.4263 | 2300 | 0.0064 | - | |
|
|
| 0.4356 | 2350 | 0.0042 | - | |
|
|
| 0.4449 | 2400 | 0.0053 | - | |
|
|
| 0.4541 | 2450 | 0.0061 | - | |
|
|
| 0.4634 | 2500 | 0.0062 | - | |
|
|
| 0.4727 | 2550 | 0.0076 | - | |
|
|
| 0.4819 | 2600 | 0.004 | - | |
|
|
| 0.4912 | 2650 | 0.009 | - | |
|
|
| 0.5005 | 2700 | 0.0096 | - | |
|
|
| 0.5097 | 2750 | 0.0066 | - | |
|
|
| 0.5190 | 2800 | 0.0084 | - | |
|
|
| 0.5283 | 2850 | 0.0052 | - | |
|
|
| 0.5375 | 2900 | 0.0079 | - | |
|
|
| 0.5468 | 2950 | 0.005 | - | |
|
|
| 0.5561 | 3000 | 0.0053 | - | |
|
|
| 0.5653 | 3050 | 0.0055 | - | |
|
|
| 0.5746 | 3100 | 0.0049 | - | |
|
|
| 0.5839 | 3150 | 0.0066 | - | |
|
|
| 0.5931 | 3200 | 0.0074 | - | |
|
|
| 0.6024 | 3250 | 0.0063 | - | |
|
|
| 0.6117 | 3300 | 0.0039 | - | |
|
|
| 0.6209 | 3350 | 0.0042 | - | |
|
|
| 0.6302 | 3400 | 0.0072 | - | |
|
|
| 0.6395 | 3450 | 0.0047 | - | |
|
|
| 0.6487 | 3500 | 0.0037 | - | |
|
|
| 0.6580 | 3550 | 0.0048 | - | |
|
|
| 0.6673 | 3600 | 0.0034 | - | |
|
|
| 0.6766 | 3650 | 0.0067 | - | |
|
|
| 0.6858 | 3700 | 0.0049 | - | |
|
|
| 0.6951 | 3750 | 0.0048 | - | |
|
|
| 0.7044 | 3800 | 0.0041 | - | |
|
|
| 0.7136 | 3850 | 0.0088 | - | |
|
|
| 0.7229 | 3900 | 0.0035 | - | |
|
|
| 0.7322 | 3950 | 0.0047 | - | |
|
|
| 0.7414 | 4000 | 0.005 | - | |
|
|
| 0.7507 | 4050 | 0.0047 | - | |
|
|
| 0.7600 | 4100 | 0.0051 | - | |
|
|
| 0.7692 | 4150 | 0.0035 | - | |
|
|
| 0.7785 | 4200 | 0.0043 | - | |
|
|
| 0.7878 | 4250 | 0.0062 | - | |
|
|
| 0.7970 | 4300 | 0.0029 | - | |
|
|
| 0.8063 | 4350 | 0.0076 | - | |
|
|
| 0.8156 | 4400 | 0.0027 | - | |
|
|
| 0.8248 | 4450 | 0.0026 | - | |
|
|
| 0.8341 | 4500 | 0.0037 | - | |
|
|
| 0.8434 | 4550 | 0.0069 | - | |
|
|
| 0.8526 | 4600 | 0.0037 | - | |
|
|
| 0.8619 | 4650 | 0.0027 | - | |
|
|
| 0.8712 | 4700 | 0.0025 | - | |
|
|
| 0.8804 | 4750 | 0.0024 | - | |
|
|
| 0.8897 | 4800 | 0.0076 | - | |
|
|
| 0.8990 | 4850 | 0.0036 | - | |
|
|
| 0.9082 | 4900 | 0.0028 | - | |
|
|
| 0.9175 | 4950 | 0.0027 | - | |
|
|
| 0.9268 | 5000 | 0.0028 | - | |
|
|
| 0.9361 | 5050 | 0.005 | - | |
|
|
| 0.9453 | 5100 | 0.0041 | - | |
|
|
| 0.9546 | 5150 | 0.0042 | - | |
|
|
| 0.9639 | 5200 | 0.004 | - | |
|
|
| 0.9731 | 5250 | 0.0027 | - | |
|
|
| 0.9824 | 5300 | 0.0049 | - | |
|
|
| 0.9917 | 5350 | 0.0044 | - | |
|
|
|
|
|
### Framework Versions |
|
|
- Python: 3.11.11 |
|
|
- SetFit: 1.1.1 |
|
|
- Sentence Transformers: 3.4.1 |
|
|
- Transformers: 4.48.3 |
|
|
- PyTorch: 2.6.0+cu124 |
|
|
- Datasets: 3.4.0 |
|
|
- Tokenizers: 0.21.0 |
|
|
|
|
|
## Citation |
|
|
|
|
|
### BibTeX |
|
|
```bibtex |
|
|
@article{https://doi.org/10.48550/arxiv.2209.11055, |
|
|
doi = {10.48550/ARXIV.2209.11055}, |
|
|
url = {https://arxiv.org/abs/2209.11055}, |
|
|
author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren}, |
|
|
keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences}, |
|
|
title = {Efficient Few-Shot Learning Without Prompts}, |
|
|
publisher = {arXiv}, |
|
|
year = {2022}, |
|
|
copyright = {Creative Commons Attribution 4.0 International} |
|
|
} |
|
|
``` |
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