Text Classification
Transformers
Safetensors
electra
intent-classification
banking77
ml-intern-smoke-test
Generated from Trainer
ml-intern
Eval Results (legacy)
Instructions to use CXBVSWEDRF/banking77-electra-small-smoke with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use CXBVSWEDRF/banking77-electra-small-smoke with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="CXBVSWEDRF/banking77-electra-small-smoke")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("CXBVSWEDRF/banking77-electra-small-smoke") model = AutoModelForSequenceClassification.from_pretrained("CXBVSWEDRF/banking77-electra-small-smoke") - Notebooks
- Google Colab
- Kaggle
| { | |
| "dataset": "legacy-datasets/banking77", | |
| "full_train": { | |
| "rows": 10003, | |
| "classes_present": 77, | |
| "min_per_class": 35, | |
| "max_per_class": 187, | |
| "top_5": [ | |
| { | |
| "label": "card_payment_fee_charged", | |
| "count": 187 | |
| }, | |
| { | |
| "label": "direct_debit_payment_not_recognised", | |
| "count": 182 | |
| }, | |
| { | |
| "label": "balance_not_updated_after_cheque_or_cash_deposit", | |
| "count": 181 | |
| }, | |
| { | |
| "label": "wrong_amount_of_cash_received", | |
| "count": 180 | |
| }, | |
| { | |
| "label": "cash_withdrawal_charge", | |
| "count": 177 | |
| } | |
| ], | |
| "bottom_5": [ | |
| { | |
| "label": "lost_or_stolen_card", | |
| "count": 82 | |
| }, | |
| { | |
| "label": "card_swallowed", | |
| "count": 61 | |
| }, | |
| { | |
| "label": "card_acceptance", | |
| "count": 59 | |
| }, | |
| { | |
| "label": "virtual_card_not_working", | |
| "count": 41 | |
| }, | |
| { | |
| "label": "contactless_not_working", | |
| "count": 35 | |
| } | |
| ] | |
| }, | |
| "full_test": { | |
| "rows": 3080, | |
| "classes_present": 77, | |
| "min_per_class": 40, | |
| "max_per_class": 40, | |
| "top_5": [ | |
| { | |
| "label": "card_arrival", | |
| "count": 40 | |
| }, | |
| { | |
| "label": "card_linking", | |
| "count": 40 | |
| }, | |
| { | |
| "label": "exchange_rate", | |
| "count": 40 | |
| }, | |
| { | |
| "label": "card_payment_wrong_exchange_rate", | |
| "count": 40 | |
| }, | |
| { | |
| "label": "extra_charge_on_statement", | |
| "count": 40 | |
| } | |
| ], | |
| "bottom_5": [ | |
| { | |
| "label": "cash_withdrawal_charge", | |
| "count": 40 | |
| }, | |
| { | |
| "label": "card_about_to_expire", | |
| "count": 40 | |
| }, | |
| { | |
| "label": "apple_pay_or_google_pay", | |
| "count": 40 | |
| }, | |
| { | |
| "label": "verify_my_identity", | |
| "count": 40 | |
| }, | |
| { | |
| "label": "country_support", | |
| "count": 40 | |
| } | |
| ] | |
| }, | |
| "smoke_train": { | |
| "rows": 6036, | |
| "classes_present": 77, | |
| "min_per_class": 35, | |
| "max_per_class": 80, | |
| "top_5": [ | |
| { | |
| "label": "card_arrival", | |
| "count": 80 | |
| }, | |
| { | |
| "label": "card_linking", | |
| "count": 80 | |
| }, | |
| { | |
| "label": "exchange_rate", | |
| "count": 80 | |
| }, | |
| { | |
| "label": "card_payment_wrong_exchange_rate", | |
| "count": 80 | |
| }, | |
| { | |
| "label": "extra_charge_on_statement", | |
| "count": 80 | |
| } | |
| ], | |
| "bottom_5": [ | |
| { | |
| "label": "country_support", | |
| "count": 80 | |
| }, | |
| { | |
| "label": "card_swallowed", | |
| "count": 61 | |
| }, | |
| { | |
| "label": "card_acceptance", | |
| "count": 59 | |
| }, | |
| { | |
| "label": "virtual_card_not_working", | |
| "count": 41 | |
| }, | |
| { | |
| "label": "contactless_not_working", | |
| "count": 35 | |
| } | |
| ] | |
| }, | |
| "smoke_validation_from_train_remainder": { | |
| "rows": 1402, | |
| "classes_present": 73, | |
| "min_per_class": 2, | |
| "max_per_class": 20, | |
| "top_5": [ | |
| { | |
| "label": "apple_pay_or_google_pay", | |
| "count": 20 | |
| }, | |
| { | |
| "label": "declined_transfer", | |
| "count": 20 | |
| }, | |
| { | |
| "label": "card_payment_fee_charged", | |
| "count": 20 | |
| }, | |
| { | |
| "label": "verify_my_identity", | |
| "count": 20 | |
| }, | |
| { | |
| "label": "why_verify_identity", | |
| "count": 20 | |
| } | |
| ], | |
| "bottom_5": [ | |
| { | |
| "label": "top_up_limits", | |
| "count": 17 | |
| }, | |
| { | |
| "label": "receiving_money", | |
| "count": 15 | |
| }, | |
| { | |
| "label": "atm_support", | |
| "count": 7 | |
| }, | |
| { | |
| "label": "compromised_card", | |
| "count": 6 | |
| }, | |
| { | |
| "label": "lost_or_stolen_card", | |
| "count": 2 | |
| } | |
| ] | |
| }, | |
| "smoke_official_test": { | |
| "rows": 3080, | |
| "classes_present": 77, | |
| "min_per_class": 40, | |
| "max_per_class": 40, | |
| "top_5": [ | |
| { | |
| "label": "card_arrival", | |
| "count": 40 | |
| }, | |
| { | |
| "label": "card_linking", | |
| "count": 40 | |
| }, | |
| { | |
| "label": "exchange_rate", | |
| "count": 40 | |
| }, | |
| { | |
| "label": "card_payment_wrong_exchange_rate", | |
| "count": 40 | |
| }, | |
| { | |
| "label": "extra_charge_on_statement", | |
| "count": 40 | |
| } | |
| ], | |
| "bottom_5": [ | |
| { | |
| "label": "cash_withdrawal_charge", | |
| "count": 40 | |
| }, | |
| { | |
| "label": "card_about_to_expire", | |
| "count": 40 | |
| }, | |
| { | |
| "label": "apple_pay_or_google_pay", | |
| "count": 40 | |
| }, | |
| { | |
| "label": "verify_my_identity", | |
| "count": 40 | |
| }, | |
| { | |
| "label": "country_support", | |
| "count": 40 | |
| } | |
| ] | |
| }, | |
| "label_names": [ | |
| "activate_my_card", | |
| "age_limit", | |
| "apple_pay_or_google_pay", | |
| "atm_support", | |
| "automatic_top_up", | |
| "balance_not_updated_after_bank_transfer", | |
| "balance_not_updated_after_cheque_or_cash_deposit", | |
| "beneficiary_not_allowed", | |
| "cancel_transfer", | |
| "card_about_to_expire", | |
| "card_acceptance", | |
| "card_arrival", | |
| "card_delivery_estimate", | |
| "card_linking", | |
| "card_not_working", | |
| "card_payment_fee_charged", | |
| "card_payment_not_recognised", | |
| "card_payment_wrong_exchange_rate", | |
| "card_swallowed", | |
| "cash_withdrawal_charge", | |
| "cash_withdrawal_not_recognised", | |
| "change_pin", | |
| "compromised_card", | |
| "contactless_not_working", | |
| "country_support", | |
| "declined_card_payment", | |
| "declined_cash_withdrawal", | |
| "declined_transfer", | |
| "direct_debit_payment_not_recognised", | |
| "disposable_card_limits", | |
| "edit_personal_details", | |
| "exchange_charge", | |
| "exchange_rate", | |
| "exchange_via_app", | |
| "extra_charge_on_statement", | |
| "failed_transfer", | |
| "fiat_currency_support", | |
| "get_disposable_virtual_card", | |
| "get_physical_card", | |
| "getting_spare_card", | |
| "getting_virtual_card", | |
| "lost_or_stolen_card", | |
| "lost_or_stolen_phone", | |
| "order_physical_card", | |
| "passcode_forgotten", | |
| "pending_card_payment", | |
| "pending_cash_withdrawal", | |
| "pending_top_up", | |
| "pending_transfer", | |
| "pin_blocked", | |
| "receiving_money", | |
| "Refund_not_showing_up", | |
| "request_refund", | |
| "reverted_card_payment?", | |
| "supported_cards_and_currencies", | |
| "terminate_account", | |
| "top_up_by_bank_transfer_charge", | |
| "top_up_by_card_charge", | |
| "top_up_by_cash_or_cheque", | |
| "top_up_failed", | |
| "top_up_limits", | |
| "top_up_reverted", | |
| "topping_up_by_card", | |
| "transaction_charged_twice", | |
| "transfer_fee_charged", | |
| "transfer_into_account", | |
| "transfer_not_received_by_recipient", | |
| "transfer_timing", | |
| "unable_to_verify_identity", | |
| "verify_my_identity", | |
| "verify_source_of_funds", | |
| "verify_top_up", | |
| "virtual_card_not_working", | |
| "visa_or_mastercard", | |
| "why_verify_identity", | |
| "wrong_amount_of_cash_received", | |
| "wrong_exchange_rate_for_cash_withdrawal" | |
| ], | |
| "samples": [ | |
| { | |
| "split": "train", | |
| "text": "I am still waiting on my card?", | |
| "label": 11, | |
| "label_name": "card_arrival" | |
| }, | |
| { | |
| "split": "train", | |
| "text": "how can i track card you sent", | |
| "label": 11, | |
| "label_name": "card_arrival" | |
| }, | |
| { | |
| "split": "train", | |
| "text": "My card rejected a cash withdrawal. Why?", | |
| "label": 26, | |
| "label_name": "declined_cash_withdrawal" | |
| }, | |
| { | |
| "split": "train", | |
| "text": "Which countries are represented?", | |
| "label": 24, | |
| "label_name": "country_support" | |
| } | |
| ] | |
| } |