Datasets:
clinc_oos

text stringlengths 2 136	intent class label 151 classes
what are the steps for setting up direct deposit for my paycheck	108direct_deposit
how is a direct deposit set up	108direct_deposit
how would i go about setting up a direct deposit	108direct_deposit
tell me how to set up a direct deposit	108direct_deposit
how do i arrange a direct deposit into my savings account	108direct_deposit
how do i direct deposit my paycheck	108direct_deposit
how do i get paychecks put directly in my sunflower savings account	108direct_deposit
can you show me how to set up direct deposit for my paycheck to my first hawaiian bank account	108direct_deposit
what are the steps to set up direct deposit to my chase account	108direct_deposit
i have a great western bank account i want direct deposits to go to	108direct_deposit
i would like to set up a direct deposit, please tell me how	108direct_deposit
help me set up a direct deposit	108direct_deposit
how can i have my paycheck directly deposited	108direct_deposit
how to direct deposit my paycheck	108direct_deposit
info on direct deposit set-up	108direct_deposit
i want my paycheck to go directly to my bank account	108direct_deposit
how do i set up direct deposit for my paycheck	108direct_deposit
set my paycheck up for direct deposit	108direct_deposit
can you teach me how to set up direct deposit, or show me who can	108direct_deposit
how do you set up direct deposit	108direct_deposit
what is needed for setting up direct deposit	108direct_deposit
i want to switch to direct deposit	108direct_deposit
can you tell me how to set up a direct deposit	108direct_deposit
what is required to direct deposit my paycheck	108direct_deposit
how can i set up a direct deposit with my checking account	108direct_deposit
can you help me set up a direct depost	108direct_deposit
can you walk me through setting up direct deposits to my bank of internet savings account	108direct_deposit
how do i direct deposit my check	108direct_deposit
how do i go about setting up direct deposit	108direct_deposit
i'd like my paychecks direct deposited in my navyfed checking account	108direct_deposit
what's needed to direct deposit my paycheck	108direct_deposit
direct deposit instructions	108direct_deposit
i want to set up direct deposit what do i need to do	108direct_deposit
what's the procedure to get direct deposit for my paycheck	108direct_deposit
how do i get my check directly deposited	108direct_deposit
how do i get direct deposit for my paycheck	108direct_deposit
i need to set up a direct deposit for my paycheck	108direct_deposit
set up direct deposit to my money market account for my pay check	108direct_deposit
help me set up direct deposit to my bank of hawaii checking account	108direct_deposit
would you help me set up direct deposit	108direct_deposit
help me get my pay check deposited directly to my home checking account	108direct_deposit
what are the steps to direct deposit my check	108direct_deposit
help setting up direct deposit	108direct_deposit
i need to get my paycheck direct deposited to my chase account	108direct_deposit
what do i need to do to start direct deposit	108direct_deposit
tell me how to set up direct deposit for my paycheck	108direct_deposit
can you tell me how to set up direct depost	108direct_deposit
what is needed to set up direct deposit	108direct_deposit
search google for how to set up direct deposit	108direct_deposit
i want to set direct deposit	108direct_deposit
if i fly american to los angeles, how many carry ons am i allowed	62carry_on
how many carry ons will american let me take for a flight to los vegas	62carry_on
if i take a flight on pan am to denver, how many carry ons are included	62carry_on
if i fly on virgin to chicago, how many carry ons can i take	62carry_on
how my carry ons does spirit airlines allow me for a flight to dallas	62carry_on
would you let me know how many carry ons i can take on a flight with southwest airlines to miami	62carry_on
i need to know the carry-on restrictions for united airlines	62carry_on
tell me the carry-on restrictions for united airlines	62carry_on
i need to know how many carry ons i can take on a flight with southwest airlines to houston	62carry_on
let me know how many carry ons i can take on a flight with southwest airlines to dallas	62carry_on
tell me how many carry ons i can take on a flight with southwest airlines to dallas	62carry_on
would you let me know the carry-on restrictions for american airlines	62carry_on
i am wanting to know how many carry ons i can take on a flight with southwest airlines to houston	62carry_on
could you list out the carry-on restrictions for american airlines	62carry_on
i am wanting to know the carry-on restrictions for united airlines	62carry_on
what carry-on restrictions does southwest impose	62carry_on
carry-on restrictions for air emirates	62carry_on
does delta have any carry-on restrictions	62carry_on
what's restricted in my carry-on with united	62carry_on
what restrictions do my carry-ons need to comply with for delta	62carry_on
how much luggage can i carry with me on flight dl2200 to denver	62carry_on
am i allowed carry ons for my flight with westjet to edmonton	62carry_on
how many carry ons am i allowed to take on my canadair flight to frankfurt	62carry_on
is there are limit of carry ons for my flight with aer lingus to cork	62carry_on
what are the carry on limits for delta	62carry_on
am i limited in carry ons for jet blue	62carry_on
what am i allowed to carry on for american airlines	62carry_on
does delta have any restrictions for what i can carry on	62carry_on
does jet blue have any carry-on restrictions	62carry_on
how many carry-on items are allowed per passenger	62carry_on
what are the carry-on rules	62carry_on
is there a carry-on item weight limit	62carry_on
how big can a carry-on bag be	62carry_on
does delta have carry-on restrictions	62carry_on
do you know the carry-on restrictions for delta	62carry_on
delta has too many carry-on restrictions! do you know them	62carry_on
are there carry-on restrictions for delta	62carry_on
what are the carry on rules for united	62carry_on
tell me united's carry on policy	62carry_on
what should i know about the carry on policy for american	62carry_on
let me know the carry on policy for alaska airlines	62carry_on
i want to know the carry on policy for southwest	62carry_on
if i fly internationally, do brittish airwaiys have carry-on limitations	62carry_on
can i carry on a garment bag, a small travel bag, and a back pack on my trip with american airlines	62carry_on
i am flying jetblue and need to know what the most number of bags are that i can carry on	62carry_on
what are the carry-on fees with delta for international flights	62carry_on
what are the carry-on limits for flying domestically with delta	62carry_on
how many carry ons can i take on a flight with jet blue to washington dc	62carry_on
how many carry ons can i take on a flight with virgin airlines to vancouver bc	62carry_on
how many carry ons can i take on a flight with delta to mexico city	62carry_on

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Dataset Card for CLINC150

Dataset Summary

Task-oriented dialog systems need to know when a query falls outside their range of supported intents, but current text classification corpora only define label sets that cover every example. We introduce a new dataset that includes queries that are out-of-scope (OOS), i.e., queries that do not fall into any of the system's supported intents. This poses a new challenge because models cannot assume that every query at inference time belongs to a system-supported intent class. Our dataset also covers 150 intent classes over 10 domains, capturing the breadth that a production task-oriented agent must handle. It offers a way of more rigorously and realistically benchmarking text classification in task-driven dialog systems.

Supported Tasks and Leaderboards

intent-classification: This dataset is for evaluating the performance of intent classification systems in the presence of "out-of-scope" queries, i.e., queries that do not fall into any of the system-supported intent classes. The dataset includes both in-scope and out-of-scope data. here.

Languages

English

Dataset Structure

Data Instances

A sample from the training set is provided below:

{
    'text' : 'can you walk me through setting up direct deposits to my bank of internet savings account',
    'label' : 108 
}

Data Fields

text : Textual data
label : 150 intent classes over 10 domains, the dataset contains one label for 'out-of-scope' intent.

The Label Id to Label Name map is mentioned in the table below:

| Label Id | Label name | |--- |--- | | 0 | restaurant_reviews | | 1 | nutrition_info | | 2 | account_blocked | | 3 | oil_change_how | | 4 | time | | 5 | weather | | 6 | redeem_rewards | | 7 | interest_rate | | 8 | gas_type | | 9 | accept_reservations | | 10 | smart_home | | 11 | user_name | | 12 | report_lost_card | | 13 | repeat | | 14 | whisper_mode | | 15 | what_are_your_hobbies | | 16 | order | | 17 | jump_start | | 18 | schedule_meeting | | 19 | meeting_schedule | | 20 | freeze_account | | 21 | what_song | | 22 | meaning_of_life | | 23 | restaurant_reservation | | 24 | traffic | | 25 | make_call | | 26 | text | | 27 | bill_balance | | 28 | improve_credit_score | | 29 | change_language | | 30 | no | | 31 | measurement_conversion | | 32 | timer | | 33 | flip_coin | | 34 | do_you_have_pets | | 35 | balance | | 36 | tell_joke | | 37 | last_maintenance | | 38 | exchange_rate | | 39 | uber | | 40 | car_rental | | 41 | credit_limit | | 42 | oos | | 43 | shopping_list | | 44 | expiration_date | | 45 | routing | | 46 | meal_suggestion | | 47 | tire_change | | 48 | todo_list | | 49 | card_declined | | 50 | rewards_balance | | 51 | change_accent | | 52 | vaccines | | 53 | reminder_update | | 54 | food_last | | 55 | change_ai_name | | 56 | bill_due | | 57 | who_do_you_work_for | | 58 | share_location | | 59 | international_visa | | 60 | calendar | | 61 | translate | | 62 | carry_on | | 63 | book_flight | | 64 | insurance_change | | 65 | todo_list_update | | 66 | timezone | | 67 | cancel_reservation | | 68 | transactions | | 69 | credit_score | | 70 | report_fraud | | 71 | spending_history | | 72 | directions | | 73 | spelling | | 74 | insurance | | 75 | what_is_your_name | | 76 | reminder | | 77 | where_are_you_from | | 78 | distance | | 79 | payday | | 80 | flight_status | | 81 | find_phone | | 82 | greeting | | 83 | alarm | | 84 | order_status | | 85 | confirm_reservation | | 86 | cook_time | | 87 | damaged_card | | 88 | reset_settings | | 89 | pin_change | | 90 | replacement_card_duration | | 91 | new_card | | 92 | roll_dice | | 93 | income | | 94 | taxes | | 95 | date | | 96 | who_made_you | | 97 | pto_request | | 98 | tire_pressure | | 99 | how_old_are_you | | 100 | rollover_401k | | 101 | pto_request_status | | 102 | how_busy | | 103 | application_status | | 104 | recipe | | 105 | calendar_update | | 106 | play_music | | 107 | yes | | 108 | direct_deposit | | 109 | credit_limit_change | | 110 | gas | | 111 | pay_bill | | 112 | ingredients_list | | 113 | lost_luggage | | 114 | goodbye | | 115 | what_can_i_ask_you | | 116 | book_hotel | | 117 | are_you_a_bot | | 118 | next_song | | 119 | change_speed | | 120 | plug_type | | 121 | maybe | | 122 | w2 | | 123 | oil_change_when | | 124 | thank_you | | 125 | shopping_list_update | | 126 | pto_balance | | 127 | order_checks | | 128 | travel_alert | | 129 | fun_fact | | 130 | sync_device | | 131 | schedule_maintenance | | 132 | apr | | 133 | transfer | | 134 | ingredient_substitution | | 135 | calories | | 136 | current_location | | 137 | international_fees | | 138 | calculator | | 139 | definition | | 140 | next_holiday | | 141 | update_playlist | | 142 | mpg | | 143 | min_payment | | 144 | change_user_name | | 145 | restaurant_suggestion | | 146 | travel_notification | | 147 | cancel | | 148 | pto_used | | 149 | travel_suggestion | | 150 | change_volume |

Data Splits

The dataset comes in different subsets:

small : Small, in which there are only 50 training queries per each in-scope intent
imbalanced : Imbalanced, in which intents have either 25, 50, 75, or 100 training queries.
plus: OOS+, in which there are 250 out-of-scope training examples, rather than 100.

name	train	validation	test
small	7600	3100	5500
imbalanced	10625	3100	5500
plus	15250	3100	5500

Dataset Creation

Curation Rationale

[More Information Needed]

Source Data

Initial Data Collection and Normalization

[More Information Needed]

Who are the source language producers?

[More Information Needed]

Annotations

Annotation process

[More Information Needed]

Who are the annotators?

[More Information Needed]

Personal and Sensitive Information

[More Information Needed]

Considerations for Using the Data

Social Impact of Dataset

[More Information Needed]

Discussion of Biases

[More Information Needed]

Other Known Limitations

[More Information Needed]

Additional Information

Dataset Curators

[More Information Needed]

Licensing Information

[More Information Needed]

Citation Information

@inproceedings{larson-etal-2019-evaluation,
    title = "An Evaluation Dataset for Intent Classification and Out-of-Scope Prediction",
    author = "Larson, Stefan  and
      Mahendran, Anish  and
      Peper, Joseph J.  and
      Clarke, Christopher  and
      Lee, Andrew  and
      Hill, Parker  and
      Kummerfeld, Jonathan K.  and
      Leach, Kevin  and
      Laurenzano, Michael A.  and
      Tang, Lingjia  and
      Mars, Jason",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP)",
    year = "2019",
    url = "https://www.aclweb.org/anthology/D19-1131"
}