Datasets:
Update: stefutil dependency removal; YAML metadata
Browse files
README.md
CHANGED
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@@ -11,6 +11,1215 @@ annotations_creators:
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multilinguality:
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- monolingual
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pretty_name: UTCD
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|
| 14 |
---
|
| 15 |
# Universal Text Classification Dataset (UTCD)
|
| 16 |
|
|
@@ -20,7 +1229,8 @@ from datasets import load_dataset
|
|
| 20 |
dataset = load_dataset('claritylab/utcd', name='in-domain')
|
| 21 |
```
|
| 22 |
|
| 23 |
-
## Description
|
|
|
|
| 24 |
UTCD is a curated compilation of 18 datasets revised for Zero-shot Text Classification spanning 3 aspect categories of Sentiment, Intent/Dialogue, and Topic classification. UTCD focuses on the task of zero-shot text classification where the candidate labels are descriptive of the text being classified. TUTCD consists of ~ 6M/800K train/test examples.
|
| 25 |
|
| 26 |
UTCD was introduced in the Findings of ACL'23 Paper **Label Agnostic Pre-training for Zero-shot Text Classification** by ***Christopher Clarke, Yuzhao Heng, Yiping Kang, Krisztian Flautner, Lingjia Tang and Jason Mars***. [Project Homepage](https://github.com/ChrisIsKing/zero-shot-text-classification/tree/master).
|
|
@@ -147,6 +1357,3 @@ Below are statistics on the configuration splits.
|
|
| 147 |
| Train | 119,167 |
|
| 148 |
| Validation | 13,263 |
|
| 149 |
| Test | 625,911 |
|
| 150 |
-
|
| 151 |
-
|
| 152 |
-
|
|
|
|
| 11 |
multilinguality:
|
| 12 |
- monolingual
|
| 13 |
pretty_name: UTCD
|
| 14 |
+
dataset_info:
|
| 15 |
+
- config_name: in-domain
|
| 16 |
+
features:
|
| 17 |
+
- name: text
|
| 18 |
+
dtype: string
|
| 19 |
+
- name: labels
|
| 20 |
+
sequence:
|
| 21 |
+
class_label:
|
| 22 |
+
names:
|
| 23 |
+
'0': Add Alarm
|
| 24 |
+
'1': Album
|
| 25 |
+
'2': Animal
|
| 26 |
+
'3': Artist
|
| 27 |
+
'4': Athlete
|
| 28 |
+
'5': Book Appointment
|
| 29 |
+
'6': Book House
|
| 30 |
+
'7': Building
|
| 31 |
+
'8': Business
|
| 32 |
+
'9': Business & Finance
|
| 33 |
+
'10': Buy Bus Ticket
|
| 34 |
+
'11': Buy Event Tickets
|
| 35 |
+
'12': Buy Movie Tickets
|
| 36 |
+
'13': Check Balance
|
| 37 |
+
'14': Company
|
| 38 |
+
'15': Computers & Internet
|
| 39 |
+
'16': Education & Reference
|
| 40 |
+
'17': Educational Institution
|
| 41 |
+
'18': Entertainment & Music
|
| 42 |
+
'19': Family & Relationships
|
| 43 |
+
'20': Film
|
| 44 |
+
'21': Find Apartment
|
| 45 |
+
'22': Find Attractions
|
| 46 |
+
'23': Find Bus
|
| 47 |
+
'24': Find Events
|
| 48 |
+
'25': Find Home By Area
|
| 49 |
+
'26': Find Movies
|
| 50 |
+
'27': Find Provider
|
| 51 |
+
'28': Find Restaurants
|
| 52 |
+
'29': Find Trains
|
| 53 |
+
'30': Get Alarms
|
| 54 |
+
'31': Get Available Time
|
| 55 |
+
'32': Get Cars Available
|
| 56 |
+
'33': Get Event Dates
|
| 57 |
+
'34': Get Events
|
| 58 |
+
'35': Get Ride
|
| 59 |
+
'36': Get Times For Movie
|
| 60 |
+
'37': Get Weather
|
| 61 |
+
'38': Health
|
| 62 |
+
'39': Lookup Music
|
| 63 |
+
'40': Lookup Song
|
| 64 |
+
'41': Make Payment
|
| 65 |
+
'42': Mean Of Transportation
|
| 66 |
+
'43': Natural Place
|
| 67 |
+
'44': Office Holder
|
| 68 |
+
'45': Plant
|
| 69 |
+
'46': Play Media
|
| 70 |
+
'47': Play Movie
|
| 71 |
+
'48': Play Song
|
| 72 |
+
'49': Politics & Government
|
| 73 |
+
'50': Request Payment
|
| 74 |
+
'51': Reserve Car
|
| 75 |
+
'52': Reserve Hotel
|
| 76 |
+
'53': Reserve One way Flight
|
| 77 |
+
'54': Reserve Restaurant
|
| 78 |
+
'55': Reserve Round trip Flights
|
| 79 |
+
'56': Schedule Visit
|
| 80 |
+
'57': Science & Mathematics
|
| 81 |
+
'58': Science & Technology
|
| 82 |
+
'59': Search Hotel
|
| 83 |
+
'60': Search House
|
| 84 |
+
'61': Search One way Flight
|
| 85 |
+
'62': Search Round trip Flights
|
| 86 |
+
'63': Society & Culture
|
| 87 |
+
'64': Sports
|
| 88 |
+
'65': Transfer Money
|
| 89 |
+
'66': Village
|
| 90 |
+
'67': World News
|
| 91 |
+
'68': Written Work
|
| 92 |
+
'69': accept reservations
|
| 93 |
+
'70': account blocked
|
| 94 |
+
'71': add contact
|
| 95 |
+
'72': admiration
|
| 96 |
+
'73': alarm
|
| 97 |
+
'74': alarm query
|
| 98 |
+
'75': alarm remove
|
| 99 |
+
'76': alarm set
|
| 100 |
+
'77': amusement
|
| 101 |
+
'78': anger
|
| 102 |
+
'79': annoyance
|
| 103 |
+
'80': application status
|
| 104 |
+
'81': approval
|
| 105 |
+
'82': apr
|
| 106 |
+
'83': are you a bot
|
| 107 |
+
'84': audio volume down
|
| 108 |
+
'85': audio volume mute
|
| 109 |
+
'86': audio volume other
|
| 110 |
+
'87': audio volume up
|
| 111 |
+
'88': balance
|
| 112 |
+
'89': bill balance
|
| 113 |
+
'90': bill due
|
| 114 |
+
'91': book flight
|
| 115 |
+
'92': book hotel
|
| 116 |
+
'93': calculator
|
| 117 |
+
'94': calendar
|
| 118 |
+
'95': calendar query
|
| 119 |
+
'96': calendar remove
|
| 120 |
+
'97': calendar set
|
| 121 |
+
'98': calendar update
|
| 122 |
+
'99': calories
|
| 123 |
+
'100': cancel
|
| 124 |
+
'101': cancel reservation
|
| 125 |
+
'102': car rental
|
| 126 |
+
'103': card declined
|
| 127 |
+
'104': caring
|
| 128 |
+
'105': carry on
|
| 129 |
+
'106': change accent
|
| 130 |
+
'107': change ai name
|
| 131 |
+
'108': change language
|
| 132 |
+
'109': change speed
|
| 133 |
+
'110': change user name
|
| 134 |
+
'111': change volume
|
| 135 |
+
'112': cleaning
|
| 136 |
+
'113': coffee
|
| 137 |
+
'114': confirm reservation
|
| 138 |
+
'115': confusion
|
| 139 |
+
'116': convert
|
| 140 |
+
'117': cook time
|
| 141 |
+
'118': cooking query
|
| 142 |
+
'119': cooking recipe
|
| 143 |
+
'120': create or add
|
| 144 |
+
'121': credit limit
|
| 145 |
+
'122': credit limit change
|
| 146 |
+
'123': credit score
|
| 147 |
+
'124': curiosity
|
| 148 |
+
'125': currency
|
| 149 |
+
'126': current location
|
| 150 |
+
'127': damaged card
|
| 151 |
+
'128': date
|
| 152 |
+
'129': date time convert
|
| 153 |
+
'130': date time query
|
| 154 |
+
'131': definition
|
| 155 |
+
'132': desire
|
| 156 |
+
'133': direct deposit
|
| 157 |
+
'134': directions
|
| 158 |
+
'135': disappointment
|
| 159 |
+
'136': disapproval
|
| 160 |
+
'137': disgust
|
| 161 |
+
'138': distance
|
| 162 |
+
'139': do you have pets
|
| 163 |
+
'140': email add contact
|
| 164 |
+
'141': email query
|
| 165 |
+
'142': email query contact
|
| 166 |
+
'143': email send email
|
| 167 |
+
'144': embarrassment
|
| 168 |
+
'145': events
|
| 169 |
+
'146': exchange rate
|
| 170 |
+
'147': excitement
|
| 171 |
+
'148': expiration date
|
| 172 |
+
'149': factoid
|
| 173 |
+
'150': fear
|
| 174 |
+
'151': find phone
|
| 175 |
+
'152': flight status
|
| 176 |
+
'153': flip coin
|
| 177 |
+
'154': food last
|
| 178 |
+
'155': freeze account
|
| 179 |
+
'156': fun fact
|
| 180 |
+
'157': game
|
| 181 |
+
'158': gas
|
| 182 |
+
'159': gas type
|
| 183 |
+
'160': general greet
|
| 184 |
+
'161': general joke
|
| 185 |
+
'162': general quirky
|
| 186 |
+
'163': goodbye
|
| 187 |
+
'164': gratitude
|
| 188 |
+
'165': greet
|
| 189 |
+
'166': greeting
|
| 190 |
+
'167': grief
|
| 191 |
+
'168': how busy
|
| 192 |
+
'169': how old are you
|
| 193 |
+
'170': hue light dim
|
| 194 |
+
'171': hue light off
|
| 195 |
+
'172': hue light up
|
| 196 |
+
'173': improve credit score
|
| 197 |
+
'174': income
|
| 198 |
+
'175': ingredient substitution
|
| 199 |
+
'176': ingredients list
|
| 200 |
+
'177': insurance
|
| 201 |
+
'178': insurance change
|
| 202 |
+
'179': interest rate
|
| 203 |
+
'180': international fees
|
| 204 |
+
'181': international visa
|
| 205 |
+
'182': iot cleaning
|
| 206 |
+
'183': iot coffee
|
| 207 |
+
'184': iot hue light change
|
| 208 |
+
'185': iot hue light dim
|
| 209 |
+
'186': iot hue light off
|
| 210 |
+
'187': iot hue light on
|
| 211 |
+
'188': iot hue light up
|
| 212 |
+
'189': iot wemo on
|
| 213 |
+
'190': iot wemo plug off
|
| 214 |
+
'191': joke
|
| 215 |
+
'192': joy
|
| 216 |
+
'193': jump start
|
| 217 |
+
'194': last maintenance
|
| 218 |
+
'195': lists create or add
|
| 219 |
+
'196': lists query
|
| 220 |
+
'197': lists remove
|
| 221 |
+
'198': lost luggage
|
| 222 |
+
'199': love
|
| 223 |
+
'200': make call
|
| 224 |
+
'201': maybe
|
| 225 |
+
'202': meal suggestion
|
| 226 |
+
'203': meaning of life
|
| 227 |
+
'204': measurement conversion
|
| 228 |
+
'205': meeting schedule
|
| 229 |
+
'206': min payment
|
| 230 |
+
'207': mpg
|
| 231 |
+
'208': music
|
| 232 |
+
'209': music dislike ness
|
| 233 |
+
'210': music likeness
|
| 234 |
+
'211': music query
|
| 235 |
+
'212': music settings
|
| 236 |
+
'213': negative
|
| 237 |
+
'214': nervousness
|
| 238 |
+
'215': neutral
|
| 239 |
+
'216': new card
|
| 240 |
+
'217': news query
|
| 241 |
+
'218': next holiday
|
| 242 |
+
'219': next song
|
| 243 |
+
'220': 'no'
|
| 244 |
+
'221': nutrition info
|
| 245 |
+
'222': oil change how
|
| 246 |
+
'223': oil change when
|
| 247 |
+
'224': optimism
|
| 248 |
+
'225': order
|
| 249 |
+
'226': order checks
|
| 250 |
+
'227': order status
|
| 251 |
+
'228': paid time off request status
|
| 252 |
+
'229': paid time off used
|
| 253 |
+
'230': pay bill
|
| 254 |
+
'231': payday
|
| 255 |
+
'232': pin change
|
| 256 |
+
'233': play audiobook
|
| 257 |
+
'234': play game
|
| 258 |
+
'235': play music
|
| 259 |
+
'236': play podcasts
|
| 260 |
+
'237': play radio
|
| 261 |
+
'238': plug type
|
| 262 |
+
'239': podcasts
|
| 263 |
+
'240': positive
|
| 264 |
+
'241': post
|
| 265 |
+
'242': pride
|
| 266 |
+
'243': pto balance
|
| 267 |
+
'244': pto request
|
| 268 |
+
'245': qa currency
|
| 269 |
+
'246': qa definition
|
| 270 |
+
'247': qa factoid
|
| 271 |
+
'248': qa maths
|
| 272 |
+
'249': qa stock
|
| 273 |
+
'250': query
|
| 274 |
+
'251': query contact
|
| 275 |
+
'252': quirky
|
| 276 |
+
'253': radio
|
| 277 |
+
'254': realization
|
| 278 |
+
'255': recipe
|
| 279 |
+
'256': recommendation events
|
| 280 |
+
'257': recommendation locations
|
| 281 |
+
'258': recommendation movies
|
| 282 |
+
'259': redeem rewards
|
| 283 |
+
'260': relief
|
| 284 |
+
'261': reminder
|
| 285 |
+
'262': reminder update
|
| 286 |
+
'263': remorse
|
| 287 |
+
'264': remove
|
| 288 |
+
'265': repeat
|
| 289 |
+
'266': replacement card duration
|
| 290 |
+
'267': report fraud
|
| 291 |
+
'268': report lost card
|
| 292 |
+
'269': reset settings
|
| 293 |
+
'270': restaurant reservation
|
| 294 |
+
'271': restaurant reviews
|
| 295 |
+
'272': restaurant suggestion
|
| 296 |
+
'273': rewards balance
|
| 297 |
+
'274': roll dice
|
| 298 |
+
'275': rollover 401k
|
| 299 |
+
'276': routing
|
| 300 |
+
'277': sadness
|
| 301 |
+
'278': schedule maintenance
|
| 302 |
+
'279': schedule meeting
|
| 303 |
+
'280': send email
|
| 304 |
+
'281': set
|
| 305 |
+
'282': settings
|
| 306 |
+
'283': share location
|
| 307 |
+
'284': shopping list
|
| 308 |
+
'285': shopping list update
|
| 309 |
+
'286': smart home
|
| 310 |
+
'287': social post
|
| 311 |
+
'288': social query
|
| 312 |
+
'289': spelling
|
| 313 |
+
'290': spending history
|
| 314 |
+
'291': surprise
|
| 315 |
+
'292': sync device
|
| 316 |
+
'293': take away order
|
| 317 |
+
'294': take away query
|
| 318 |
+
'295': taxes
|
| 319 |
+
'296': tell joke
|
| 320 |
+
'297': text
|
| 321 |
+
'298': thank you
|
| 322 |
+
'299': ticket
|
| 323 |
+
'300': time
|
| 324 |
+
'301': timer
|
| 325 |
+
'302': timezone
|
| 326 |
+
'303': tire change
|
| 327 |
+
'304': tire pressure
|
| 328 |
+
'305': todo list
|
| 329 |
+
'306': todo list update
|
| 330 |
+
'307': traffic
|
| 331 |
+
'308': transactions
|
| 332 |
+
'309': transfer
|
| 333 |
+
'310': translate
|
| 334 |
+
'311': transport query
|
| 335 |
+
'312': transport taxi
|
| 336 |
+
'313': transport ticket
|
| 337 |
+
'314': transport traffic
|
| 338 |
+
'315': travel alert
|
| 339 |
+
'316': travel notification
|
| 340 |
+
'317': travel suggestion
|
| 341 |
+
'318': uber
|
| 342 |
+
'319': update playlist
|
| 343 |
+
'320': user name
|
| 344 |
+
'321': vaccines
|
| 345 |
+
'322': volume other
|
| 346 |
+
'323': w2 wage and tax statement
|
| 347 |
+
'324': weather
|
| 348 |
+
'325': weather query
|
| 349 |
+
'326': wemo off
|
| 350 |
+
'327': wemo plug on
|
| 351 |
+
'328': what are your hobbies
|
| 352 |
+
'329': what can i ask you
|
| 353 |
+
'330': what is your name
|
| 354 |
+
'331': what song
|
| 355 |
+
'332': where are you from
|
| 356 |
+
'333': whisper mode
|
| 357 |
+
'334': who do you work for
|
| 358 |
+
'335': who made you
|
| 359 |
+
'336': 'yes'
|
| 360 |
+
- name: dataset_name
|
| 361 |
+
dtype:
|
| 362 |
+
class_label:
|
| 363 |
+
names:
|
| 364 |
+
'0': go_emotion
|
| 365 |
+
'1': sentiment_tweets_2020
|
| 366 |
+
'2': emotion
|
| 367 |
+
'3': sgd
|
| 368 |
+
'4': clinc_150
|
| 369 |
+
'5': slurp
|
| 370 |
+
'6': ag_news
|
| 371 |
+
'7': dbpedia
|
| 372 |
+
'8': yahoo
|
| 373 |
+
splits:
|
| 374 |
+
- name: train
|
| 375 |
+
num_bytes: 347382307
|
| 376 |
+
num_examples: 2192703
|
| 377 |
+
- name: test
|
| 378 |
+
num_bytes: 36063588
|
| 379 |
+
num_examples: 168365
|
| 380 |
+
download_size: 1744258165
|
| 381 |
+
dataset_size: 383445895
|
| 382 |
+
- config_name: aspect-normalized-in-domain
|
| 383 |
+
features:
|
| 384 |
+
- name: text
|
| 385 |
+
dtype: string
|
| 386 |
+
- name: labels
|
| 387 |
+
sequence:
|
| 388 |
+
class_label:
|
| 389 |
+
names:
|
| 390 |
+
'0': Add Alarm
|
| 391 |
+
'1': Album
|
| 392 |
+
'2': Animal
|
| 393 |
+
'3': Artist
|
| 394 |
+
'4': Athlete
|
| 395 |
+
'5': Book Appointment
|
| 396 |
+
'6': Book House
|
| 397 |
+
'7': Building
|
| 398 |
+
'8': Business
|
| 399 |
+
'9': Business & Finance
|
| 400 |
+
'10': Buy Bus Ticket
|
| 401 |
+
'11': Buy Event Tickets
|
| 402 |
+
'12': Buy Movie Tickets
|
| 403 |
+
'13': Check Balance
|
| 404 |
+
'14': Company
|
| 405 |
+
'15': Computers & Internet
|
| 406 |
+
'16': Education & Reference
|
| 407 |
+
'17': Educational Institution
|
| 408 |
+
'18': Entertainment & Music
|
| 409 |
+
'19': Family & Relationships
|
| 410 |
+
'20': Film
|
| 411 |
+
'21': Find Apartment
|
| 412 |
+
'22': Find Attractions
|
| 413 |
+
'23': Find Bus
|
| 414 |
+
'24': Find Events
|
| 415 |
+
'25': Find Home By Area
|
| 416 |
+
'26': Find Movies
|
| 417 |
+
'27': Find Provider
|
| 418 |
+
'28': Find Restaurants
|
| 419 |
+
'29': Find Trains
|
| 420 |
+
'30': Get Alarms
|
| 421 |
+
'31': Get Available Time
|
| 422 |
+
'32': Get Cars Available
|
| 423 |
+
'33': Get Event Dates
|
| 424 |
+
'34': Get Events
|
| 425 |
+
'35': Get Ride
|
| 426 |
+
'36': Get Times For Movie
|
| 427 |
+
'37': Get Weather
|
| 428 |
+
'38': Health
|
| 429 |
+
'39': Lookup Music
|
| 430 |
+
'40': Lookup Song
|
| 431 |
+
'41': Make Payment
|
| 432 |
+
'42': Mean Of Transportation
|
| 433 |
+
'43': Natural Place
|
| 434 |
+
'44': Office Holder
|
| 435 |
+
'45': Plant
|
| 436 |
+
'46': Play Media
|
| 437 |
+
'47': Play Movie
|
| 438 |
+
'48': Play Song
|
| 439 |
+
'49': Politics & Government
|
| 440 |
+
'50': Request Payment
|
| 441 |
+
'51': Reserve Car
|
| 442 |
+
'52': Reserve Hotel
|
| 443 |
+
'53': Reserve One way Flight
|
| 444 |
+
'54': Reserve Restaurant
|
| 445 |
+
'55': Reserve Round trip Flights
|
| 446 |
+
'56': Schedule Visit
|
| 447 |
+
'57': Science & Mathematics
|
| 448 |
+
'58': Science & Technology
|
| 449 |
+
'59': Search Hotel
|
| 450 |
+
'60': Search House
|
| 451 |
+
'61': Search One way Flight
|
| 452 |
+
'62': Search Round trip Flights
|
| 453 |
+
'63': Society & Culture
|
| 454 |
+
'64': Sports
|
| 455 |
+
'65': Transfer Money
|
| 456 |
+
'66': Village
|
| 457 |
+
'67': World News
|
| 458 |
+
'68': Written Work
|
| 459 |
+
'69': accept reservations
|
| 460 |
+
'70': account blocked
|
| 461 |
+
'71': add contact
|
| 462 |
+
'72': admiration
|
| 463 |
+
'73': alarm
|
| 464 |
+
'74': alarm query
|
| 465 |
+
'75': alarm remove
|
| 466 |
+
'76': alarm set
|
| 467 |
+
'77': amusement
|
| 468 |
+
'78': anger
|
| 469 |
+
'79': annoyance
|
| 470 |
+
'80': application status
|
| 471 |
+
'81': approval
|
| 472 |
+
'82': apr
|
| 473 |
+
'83': are you a bot
|
| 474 |
+
'84': audio volume down
|
| 475 |
+
'85': audio volume mute
|
| 476 |
+
'86': audio volume other
|
| 477 |
+
'87': audio volume up
|
| 478 |
+
'88': balance
|
| 479 |
+
'89': bill balance
|
| 480 |
+
'90': bill due
|
| 481 |
+
'91': book flight
|
| 482 |
+
'92': book hotel
|
| 483 |
+
'93': calculator
|
| 484 |
+
'94': calendar
|
| 485 |
+
'95': calendar query
|
| 486 |
+
'96': calendar remove
|
| 487 |
+
'97': calendar set
|
| 488 |
+
'98': calendar update
|
| 489 |
+
'99': calories
|
| 490 |
+
'100': cancel
|
| 491 |
+
'101': cancel reservation
|
| 492 |
+
'102': car rental
|
| 493 |
+
'103': card declined
|
| 494 |
+
'104': caring
|
| 495 |
+
'105': carry on
|
| 496 |
+
'106': change accent
|
| 497 |
+
'107': change ai name
|
| 498 |
+
'108': change language
|
| 499 |
+
'109': change speed
|
| 500 |
+
'110': change user name
|
| 501 |
+
'111': change volume
|
| 502 |
+
'112': cleaning
|
| 503 |
+
'113': coffee
|
| 504 |
+
'114': confirm reservation
|
| 505 |
+
'115': confusion
|
| 506 |
+
'116': convert
|
| 507 |
+
'117': cook time
|
| 508 |
+
'118': cooking query
|
| 509 |
+
'119': cooking recipe
|
| 510 |
+
'120': create or add
|
| 511 |
+
'121': credit limit
|
| 512 |
+
'122': credit limit change
|
| 513 |
+
'123': credit score
|
| 514 |
+
'124': curiosity
|
| 515 |
+
'125': currency
|
| 516 |
+
'126': current location
|
| 517 |
+
'127': damaged card
|
| 518 |
+
'128': date
|
| 519 |
+
'129': date time convert
|
| 520 |
+
'130': date time query
|
| 521 |
+
'131': definition
|
| 522 |
+
'132': desire
|
| 523 |
+
'133': direct deposit
|
| 524 |
+
'134': directions
|
| 525 |
+
'135': disappointment
|
| 526 |
+
'136': disapproval
|
| 527 |
+
'137': disgust
|
| 528 |
+
'138': distance
|
| 529 |
+
'139': do you have pets
|
| 530 |
+
'140': email add contact
|
| 531 |
+
'141': email query
|
| 532 |
+
'142': email query contact
|
| 533 |
+
'143': email send email
|
| 534 |
+
'144': embarrassment
|
| 535 |
+
'145': events
|
| 536 |
+
'146': exchange rate
|
| 537 |
+
'147': excitement
|
| 538 |
+
'148': expiration date
|
| 539 |
+
'149': factoid
|
| 540 |
+
'150': fear
|
| 541 |
+
'151': find phone
|
| 542 |
+
'152': flight status
|
| 543 |
+
'153': flip coin
|
| 544 |
+
'154': food last
|
| 545 |
+
'155': freeze account
|
| 546 |
+
'156': fun fact
|
| 547 |
+
'157': game
|
| 548 |
+
'158': gas
|
| 549 |
+
'159': gas type
|
| 550 |
+
'160': general greet
|
| 551 |
+
'161': general joke
|
| 552 |
+
'162': general quirky
|
| 553 |
+
'163': goodbye
|
| 554 |
+
'164': gratitude
|
| 555 |
+
'165': greet
|
| 556 |
+
'166': greeting
|
| 557 |
+
'167': grief
|
| 558 |
+
'168': how busy
|
| 559 |
+
'169': how old are you
|
| 560 |
+
'170': hue light dim
|
| 561 |
+
'171': hue light off
|
| 562 |
+
'172': hue light up
|
| 563 |
+
'173': improve credit score
|
| 564 |
+
'174': income
|
| 565 |
+
'175': ingredient substitution
|
| 566 |
+
'176': ingredients list
|
| 567 |
+
'177': insurance
|
| 568 |
+
'178': insurance change
|
| 569 |
+
'179': interest rate
|
| 570 |
+
'180': international fees
|
| 571 |
+
'181': international visa
|
| 572 |
+
'182': iot cleaning
|
| 573 |
+
'183': iot coffee
|
| 574 |
+
'184': iot hue light change
|
| 575 |
+
'185': iot hue light dim
|
| 576 |
+
'186': iot hue light off
|
| 577 |
+
'187': iot hue light on
|
| 578 |
+
'188': iot hue light up
|
| 579 |
+
'189': iot wemo on
|
| 580 |
+
'190': iot wemo plug off
|
| 581 |
+
'191': joke
|
| 582 |
+
'192': joy
|
| 583 |
+
'193': jump start
|
| 584 |
+
'194': last maintenance
|
| 585 |
+
'195': lists create or add
|
| 586 |
+
'196': lists query
|
| 587 |
+
'197': lists remove
|
| 588 |
+
'198': lost luggage
|
| 589 |
+
'199': love
|
| 590 |
+
'200': make call
|
| 591 |
+
'201': maybe
|
| 592 |
+
'202': meal suggestion
|
| 593 |
+
'203': meaning of life
|
| 594 |
+
'204': measurement conversion
|
| 595 |
+
'205': meeting schedule
|
| 596 |
+
'206': min payment
|
| 597 |
+
'207': mpg
|
| 598 |
+
'208': music
|
| 599 |
+
'209': music dislike ness
|
| 600 |
+
'210': music likeness
|
| 601 |
+
'211': music query
|
| 602 |
+
'212': music settings
|
| 603 |
+
'213': negative
|
| 604 |
+
'214': nervousness
|
| 605 |
+
'215': neutral
|
| 606 |
+
'216': new card
|
| 607 |
+
'217': news query
|
| 608 |
+
'218': next holiday
|
| 609 |
+
'219': next song
|
| 610 |
+
'220': 'no'
|
| 611 |
+
'221': nutrition info
|
| 612 |
+
'222': oil change how
|
| 613 |
+
'223': oil change when
|
| 614 |
+
'224': optimism
|
| 615 |
+
'225': order
|
| 616 |
+
'226': order checks
|
| 617 |
+
'227': order status
|
| 618 |
+
'228': paid time off request status
|
| 619 |
+
'229': paid time off used
|
| 620 |
+
'230': pay bill
|
| 621 |
+
'231': payday
|
| 622 |
+
'232': pin change
|
| 623 |
+
'233': play audiobook
|
| 624 |
+
'234': play game
|
| 625 |
+
'235': play music
|
| 626 |
+
'236': play podcasts
|
| 627 |
+
'237': play radio
|
| 628 |
+
'238': plug type
|
| 629 |
+
'239': podcasts
|
| 630 |
+
'240': positive
|
| 631 |
+
'241': post
|
| 632 |
+
'242': pride
|
| 633 |
+
'243': pto balance
|
| 634 |
+
'244': pto request
|
| 635 |
+
'245': qa currency
|
| 636 |
+
'246': qa definition
|
| 637 |
+
'247': qa factoid
|
| 638 |
+
'248': qa maths
|
| 639 |
+
'249': qa stock
|
| 640 |
+
'250': query
|
| 641 |
+
'251': query contact
|
| 642 |
+
'252': quirky
|
| 643 |
+
'253': radio
|
| 644 |
+
'254': realization
|
| 645 |
+
'255': recipe
|
| 646 |
+
'256': recommendation events
|
| 647 |
+
'257': recommendation locations
|
| 648 |
+
'258': recommendation movies
|
| 649 |
+
'259': redeem rewards
|
| 650 |
+
'260': relief
|
| 651 |
+
'261': reminder
|
| 652 |
+
'262': reminder update
|
| 653 |
+
'263': remorse
|
| 654 |
+
'264': remove
|
| 655 |
+
'265': repeat
|
| 656 |
+
'266': replacement card duration
|
| 657 |
+
'267': report fraud
|
| 658 |
+
'268': report lost card
|
| 659 |
+
'269': reset settings
|
| 660 |
+
'270': restaurant reservation
|
| 661 |
+
'271': restaurant reviews
|
| 662 |
+
'272': restaurant suggestion
|
| 663 |
+
'273': rewards balance
|
| 664 |
+
'274': roll dice
|
| 665 |
+
'275': rollover 401k
|
| 666 |
+
'276': routing
|
| 667 |
+
'277': sadness
|
| 668 |
+
'278': schedule maintenance
|
| 669 |
+
'279': schedule meeting
|
| 670 |
+
'280': send email
|
| 671 |
+
'281': set
|
| 672 |
+
'282': settings
|
| 673 |
+
'283': share location
|
| 674 |
+
'284': shopping list
|
| 675 |
+
'285': shopping list update
|
| 676 |
+
'286': smart home
|
| 677 |
+
'287': social post
|
| 678 |
+
'288': social query
|
| 679 |
+
'289': spelling
|
| 680 |
+
'290': spending history
|
| 681 |
+
'291': surprise
|
| 682 |
+
'292': sync device
|
| 683 |
+
'293': take away order
|
| 684 |
+
'294': take away query
|
| 685 |
+
'295': taxes
|
| 686 |
+
'296': tell joke
|
| 687 |
+
'297': text
|
| 688 |
+
'298': thank you
|
| 689 |
+
'299': ticket
|
| 690 |
+
'300': time
|
| 691 |
+
'301': timer
|
| 692 |
+
'302': timezone
|
| 693 |
+
'303': tire change
|
| 694 |
+
'304': tire pressure
|
| 695 |
+
'305': todo list
|
| 696 |
+
'306': todo list update
|
| 697 |
+
'307': traffic
|
| 698 |
+
'308': transactions
|
| 699 |
+
'309': transfer
|
| 700 |
+
'310': translate
|
| 701 |
+
'311': transport query
|
| 702 |
+
'312': transport taxi
|
| 703 |
+
'313': transport ticket
|
| 704 |
+
'314': transport traffic
|
| 705 |
+
'315': travel alert
|
| 706 |
+
'316': travel notification
|
| 707 |
+
'317': travel suggestion
|
| 708 |
+
'318': uber
|
| 709 |
+
'319': update playlist
|
| 710 |
+
'320': user name
|
| 711 |
+
'321': vaccines
|
| 712 |
+
'322': volume other
|
| 713 |
+
'323': w2 wage and tax statement
|
| 714 |
+
'324': weather
|
| 715 |
+
'325': weather query
|
| 716 |
+
'326': wemo off
|
| 717 |
+
'327': wemo plug on
|
| 718 |
+
'328': what are your hobbies
|
| 719 |
+
'329': what can i ask you
|
| 720 |
+
'330': what is your name
|
| 721 |
+
'331': what song
|
| 722 |
+
'332': where are you from
|
| 723 |
+
'333': whisper mode
|
| 724 |
+
'334': who do you work for
|
| 725 |
+
'335': who made you
|
| 726 |
+
'336': 'yes'
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| 1135 |
+
'140': news query
|
| 1136 |
+
'141': order physical card
|
| 1137 |
+
'142': passcode forgotten
|
| 1138 |
+
'143': pending card payment
|
| 1139 |
+
'144': pending cash withdrawal
|
| 1140 |
+
'145': pending top up
|
| 1141 |
+
'146': pending transfer
|
| 1142 |
+
'147': pin blocked
|
| 1143 |
+
'148': play audiobook
|
| 1144 |
+
'149': play game
|
| 1145 |
+
'150': play music
|
| 1146 |
+
'151': play podcasts
|
| 1147 |
+
'152': play radio
|
| 1148 |
+
'153': politics
|
| 1149 |
+
'154': positive
|
| 1150 |
+
'155': production, technology and research
|
| 1151 |
+
'156': qa currency
|
| 1152 |
+
'157': qa definition
|
| 1153 |
+
'158': qa factoid
|
| 1154 |
+
'159': qa maths
|
| 1155 |
+
'160': qa stock
|
| 1156 |
+
'161': receiving money
|
| 1157 |
+
'162': recommendation events
|
| 1158 |
+
'163': recommendation locations
|
| 1159 |
+
'164': recommendation movies
|
| 1160 |
+
'165': request refund
|
| 1161 |
+
'166': reverted card payment?
|
| 1162 |
+
'167': science
|
| 1163 |
+
'168': social post
|
| 1164 |
+
'169': social query
|
| 1165 |
+
'170': social questions
|
| 1166 |
+
'171': supported cards and currencies
|
| 1167 |
+
'172': takeaway order
|
| 1168 |
+
'173': takeaway query
|
| 1169 |
+
'174': terminate account
|
| 1170 |
+
'175': top up by bank transfer charge
|
| 1171 |
+
'176': top up by card charge
|
| 1172 |
+
'177': top up by cash or cheque
|
| 1173 |
+
'178': top up failed
|
| 1174 |
+
'179': top up limits
|
| 1175 |
+
'180': top up reverted
|
| 1176 |
+
'181': topping up by card
|
| 1177 |
+
'182': trade
|
| 1178 |
+
'183': transaction charged twice
|
| 1179 |
+
'184': transfer fee charged
|
| 1180 |
+
'185': transfer into account
|
| 1181 |
+
'186': transfer not received by recipient
|
| 1182 |
+
'187': transfer timing
|
| 1183 |
+
'188': transport
|
| 1184 |
+
'189': transport query
|
| 1185 |
+
'190': transport taxi
|
| 1186 |
+
'191': transport ticket
|
| 1187 |
+
'192': transport traffic
|
| 1188 |
+
'193': unable to verify identity
|
| 1189 |
+
'194': verify my identity
|
| 1190 |
+
'195': verify source of funds
|
| 1191 |
+
'196': verify top up
|
| 1192 |
+
'197': virtual card not working
|
| 1193 |
+
'198': visa or mastercard
|
| 1194 |
+
'199': weather query
|
| 1195 |
+
'200': why verify identity
|
| 1196 |
+
'201': wrong amount of cash received
|
| 1197 |
+
'202': wrong exchange rate for cash withdrawal
|
| 1198 |
+
- name: dataset_name
|
| 1199 |
+
dtype:
|
| 1200 |
+
class_label:
|
| 1201 |
+
names:
|
| 1202 |
+
'0': amazon_polarity
|
| 1203 |
+
'1': finance_sentiment
|
| 1204 |
+
'2': yelp
|
| 1205 |
+
'3': banking77
|
| 1206 |
+
'4': snips
|
| 1207 |
+
'5': nlu_evaluation
|
| 1208 |
+
'6': multi_eurlex
|
| 1209 |
+
'7': patent
|
| 1210 |
+
'8': consumer_finance
|
| 1211 |
+
splits:
|
| 1212 |
+
- name: train
|
| 1213 |
+
num_bytes: 109566474
|
| 1214 |
+
num_examples: 119167
|
| 1215 |
+
- name: validation
|
| 1216 |
+
num_bytes: 12432497
|
| 1217 |
+
num_examples: 13263
|
| 1218 |
+
- name: test
|
| 1219 |
+
num_bytes: 541174753
|
| 1220 |
+
num_examples: 625911
|
| 1221 |
+
download_size: 1744258165
|
| 1222 |
+
dataset_size: 663173724
|
| 1223 |
---
|
| 1224 |
# Universal Text Classification Dataset (UTCD)
|
| 1225 |
|
|
|
|
| 1229 |
dataset = load_dataset('claritylab/utcd', name='in-domain')
|
| 1230 |
```
|
| 1231 |
|
| 1232 |
+
## Description
|
| 1233 |
+
|
| 1234 |
UTCD is a curated compilation of 18 datasets revised for Zero-shot Text Classification spanning 3 aspect categories of Sentiment, Intent/Dialogue, and Topic classification. UTCD focuses on the task of zero-shot text classification where the candidate labels are descriptive of the text being classified. TUTCD consists of ~ 6M/800K train/test examples.
|
| 1235 |
|
| 1236 |
UTCD was introduced in the Findings of ACL'23 Paper **Label Agnostic Pre-training for Zero-shot Text Classification** by ***Christopher Clarke, Yuzhao Heng, Yiping Kang, Krisztian Flautner, Lingjia Tang and Jason Mars***. [Project Homepage](https://github.com/ChrisIsKing/zero-shot-text-classification/tree/master).
|
|
|
|
| 1357 |
| Train | 119,167 |
|
| 1358 |
| Validation | 13,263 |
|
| 1359 |
| Test | 625,911 |
|
|
|
|
|
|
|
|
|
utcd.py
CHANGED
|
@@ -8,8 +8,6 @@ from typing import List
|
|
| 8 |
|
| 9 |
import datasets
|
| 10 |
|
| 11 |
-
from stefutil import *
|
| 12 |
-
|
| 13 |
|
| 14 |
_DESCRIPTION = """
|
| 15 |
UTCD is a compilation of 18 classification datasets spanning 3 categories of Sentiment,
|
|
@@ -38,7 +36,7 @@ class UtcdConfig(datasets.BuilderConfig):
|
|
| 38 |
# Version history:
|
| 39 |
# 0.0.1: Initial version.
|
| 40 |
super(UtcdConfig, self).__init__(version=_VERSION, **kwargs)
|
| 41 |
-
|
| 42 |
self.domain = domain
|
| 43 |
self.normalize_aspect = normalize_aspect
|
| 44 |
|
|
@@ -51,7 +49,8 @@ class UtcdConfig(datasets.BuilderConfig):
|
|
| 51 |
return f'{prefix}{domain_str}'
|
| 52 |
|
| 53 |
|
| 54 |
-
|
|
|
|
| 55 |
_split2hf_split = dict(train=datasets.Split.TRAIN, eval=datasets.Split.VALIDATION, test=datasets.Split.TEST)
|
| 56 |
|
| 57 |
|
|
@@ -89,11 +88,11 @@ class Utcd(datasets.GeneratorBasedBuilder):
|
|
| 89 |
DEFAULT_CONFIG_NAME = 'in-domain'
|
| 90 |
|
| 91 |
def _get_dataset_names(self):
|
| 92 |
-
return [dnm for dnm, d_dset in
|
| 93 |
|
| 94 |
def _info(self):
|
| 95 |
dnms = self._get_dataset_names()
|
| 96 |
-
labels = [
|
| 97 |
|
| 98 |
labels = sorted(set().union(*labels)) # drop duplicate labels across datasets
|
| 99 |
return datasets.DatasetInfo(
|
|
|
|
| 8 |
|
| 9 |
import datasets
|
| 10 |
|
|
|
|
|
|
|
| 11 |
|
| 12 |
_DESCRIPTION = """
|
| 13 |
UTCD is a compilation of 18 classification datasets spanning 3 categories of Sentiment,
|
|
|
|
| 36 |
# Version history:
|
| 37 |
# 0.0.1: Initial version.
|
| 38 |
super(UtcdConfig, self).__init__(version=_VERSION, **kwargs)
|
| 39 |
+
assert domain in ['in', 'out']
|
| 40 |
self.domain = domain
|
| 41 |
self.normalize_aspect = normalize_aspect
|
| 42 |
|
|
|
|
| 49 |
return f'{prefix}{domain_str}'
|
| 50 |
|
| 51 |
|
| 52 |
+
with open('config.json', 'r') as f:
|
| 53 |
+
_config = json.load(f)
|
| 54 |
_split2hf_split = dict(train=datasets.Split.TRAIN, eval=datasets.Split.VALIDATION, test=datasets.Split.TEST)
|
| 55 |
|
| 56 |
|
|
|
|
| 88 |
DEFAULT_CONFIG_NAME = 'in-domain'
|
| 89 |
|
| 90 |
def _get_dataset_names(self):
|
| 91 |
+
return [dnm for dnm, d_dset in _config.items() if d_dset['domain'] == self.config.domain]
|
| 92 |
|
| 93 |
def _info(self):
|
| 94 |
dnms = self._get_dataset_names()
|
| 95 |
+
labels = [_config[dnm]['splits'][split]['labels'] for dnm in dnms for split in ['train', 'test']]
|
| 96 |
|
| 97 |
labels = sorted(set().union(*labels)) # drop duplicate labels across datasets
|
| 98 |
return datasets.DatasetInfo(
|