数据集:

banking77

任务:

文本分类

子任务:

intent-classification multi-class-classification

语言:

计算机处理:

monolingual

大小:

10K<n<100K

语言创建人:

expert-generated

批注创建人:

expert-generated

源数据集:

original

预印本库:

arxiv:2003.04807

许可:

cc-by-4.0

数据集介绍文件清单

英文

BANKING77的数据集卡片

数据集摘要

已废弃：数据集"banking77"已被废弃，将被删除。请使用" PolyAI/banking77 "代替。

该数据集由在线银行查询和对应的意图进行了注释。

BANKING77数据集在银行领域提供了一组非常精细的意图。它由13,083个带有77个意图标签的客户服务查询组成。它侧重于细粒度的单领域意图检测。

支持的任务和排行榜

意图分类，意图检测

语言

英语

数据集结构

数据实例

'train'的一个示例如下：

{
  'label': 11, # integer label corresponding to "card_arrival" intent
  'text': 'I am still waiting on my card?'
}

数据字段

text：字符串特征。
label：表示唯一意图的分类标签之一（0-76）。

意图名称按以下方式映射到标签：

label	intent (category)
0	activate_my_card
1	age_limit
2	apple_pay_or_google_pay
3	atm_support
4	automatic_top_up
5	balance_not_updated_after_bank_transfer
6	balance_not_updated_after_cheque_or_cash_deposit
7	beneficiary_not_allowed
8	cancel_transfer
9	card_about_to_expire
10	card_acceptance
11	card_arrival
12	card_delivery_estimate
13	card_linking
14	card_not_working
15	card_payment_fee_charged
16	card_payment_not_recognised
17	card_payment_wrong_exchange_rate
18	card_swallowed
19	cash_withdrawal_charge
20	cash_withdrawal_not_recognised
21	change_pin
22	compromised_card
23	contactless_not_working
24	country_support
25	declined_card_payment
26	declined_cash_withdrawal
27	declined_transfer
28	direct_debit_payment_not_recognised
29	disposable_card_limits
30	edit_personal_details
31	exchange_charge
32	exchange_rate
33	exchange_via_app
34	extra_charge_on_statement
35	failed_transfer
36	fiat_currency_support
37	get_disposable_virtual_card
38	get_physical_card
39	getting_spare_card
40	getting_virtual_card
41	lost_or_stolen_card
42	lost_or_stolen_phone
43	order_physical_card
44	passcode_forgotten
45	pending_card_payment
46	pending_cash_withdrawal
47	pending_top_up
48	pending_transfer
49	pin_blocked
50	receiving_money
51	Refund_not_showing_up
52	request_refund
53	reverted_card_payment?
54	supported_cards_and_currencies
55	terminate_account
56	top_up_by_bank_transfer_charge
57	top_up_by_card_charge
58	top_up_by_cash_or_cheque
59	top_up_failed
60	top_up_limits
61	top_up_reverted
62	topping_up_by_card
63	transaction_charged_twice
64	transfer_fee_charged
65	transfer_into_account
66	transfer_not_received_by_recipient
67	transfer_timing
68	unable_to_verify_identity
69	verify_my_identity
70	verify_source_of_funds
71	verify_top_up
72	virtual_card_not_working
73	visa_or_mastercard
74	why_verify_identity
75	wrong_amount_of_cash_received
76	wrong_exchange_rate_for_cash_withdrawal

数据拆分

Dataset statistics	Train	Test
Number of examples	10 003	3 080
Average character length	59.5	54.2
Number of intents	77	77
Number of domains	1	1

数据集创建

策划理由

先前的意图检测数据集（如Web Apps、Ask Ubuntu、Chatbot Corpus或SNIPS）仅限于小型类别（

作者:

佚名

数据集大小:

28.1 KB