File size: 13,155 Bytes
65d5cea
849f2b3
 
 
 
 
 
f5ad723
849f2b3
 
 
 
 
 
 
 
 
 
6976199
849f2b3
 
 
 
 
 
6976199
51c3b51
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7aa890a
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
b11a84b
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
8e2acf2
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
59c8d98
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7de0a13
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
943f9a6
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3e8cdd8
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
8e567c6
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5fb06f4
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
18862de
6976199
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
732a86d
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
e609c14
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
92d9103
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
d1e4c99
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
18862de
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
9a02c66
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6976199
51c3b51
 
 
 
 
 
 
 
7aa890a
 
 
 
 
 
 
 
b11a84b
 
 
 
 
 
 
 
8e2acf2
 
 
 
 
 
 
 
59c8d98
 
 
 
 
 
 
 
7de0a13
 
 
 
 
 
 
 
943f9a6
 
 
 
 
 
 
 
3e8cdd8
 
 
 
 
 
 
 
8e567c6
 
 
 
 
 
 
 
5fb06f4
 
 
 
 
 
 
 
6976199
 
 
 
 
 
 
 
732a86d
 
 
 
 
 
 
 
e609c14
 
 
 
 
 
 
 
92d9103
 
 
 
 
 
 
 
d1e4c99
 
 
 
 
 
 
 
18862de
 
 
 
 
 
 
 
9a02c66
 
 
 
 
 
 
 
0c2cc23
 
 
 
1f5b85d
f5ad723
1f5b85d
 
0c2cc23
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
---
annotations_creators:
- expert-generated
language_creators:
- crowdsourced
language:
- en
license: bsd
multilinguality:
- monolingual
size_categories:
- 1K<n<10K
source_datasets:
- original
task_categories:
- text-classification
task_ids:
- natural-language-inference
pretty_name: babi_nli
tags:
- logical reasoning
- nli
- natural-language-inference
- reasoning
- logic
dataset_info:
- config_name: basic-coreference
  features:
  - name: premise
    dtype: string
  - name: hypothesis
    dtype: string
  - name: label
    dtype:
      class_label:
        names:
          '0': not-entailed
          '1': entailed
  - name: idx
    dtype: int32
  splits:
  - name: train
    num_bytes: 247359
    num_examples: 1000
  - name: validation
    num_bytes: 125770
    num_examples: 500
  - name: test
    num_bytes: 122865
    num_examples: 500
  download_size: 98403
  dataset_size: 495994
- config_name: basic-deduction
  features:
  - name: premise
    dtype: string
  - name: hypothesis
    dtype: string
  - name: label
    dtype:
      class_label:
        names:
          '0': not-entailed
          '1': entailed
  - name: idx
    dtype: int32
  splits:
  - name: train
    num_bytes: 225519
    num_examples: 1000
  - name: validation
    num_bytes: 112981
    num_examples: 500
  - name: test
    num_bytes: 112862
    num_examples: 500
  download_size: 49023
  dataset_size: 451362
- config_name: basic-induction
  features:
  - name: premise
    dtype: string
  - name: hypothesis
    dtype: string
  - name: label
    dtype:
      class_label:
        names:
          '0': not-entailed
          '1': entailed
  - name: idx
    dtype: int32
  splits:
  - name: train
    num_bytes: 188319
    num_examples: 1000
  - name: validation
    num_bytes: 94081
    num_examples: 500
  - name: test
    num_bytes: 94090
    num_examples: 500
  download_size: 85153
  dataset_size: 376490
- config_name: compound-coreference
  features:
  - name: premise
    dtype: string
  - name: hypothesis
    dtype: string
  - name: label
    dtype:
      class_label:
        names:
          '0': not-entailed
          '1': entailed
  - name: idx
    dtype: int32
  splits:
  - name: train
    num_bytes: 282687
    num_examples: 1000
  - name: validation
    num_bytes: 139161
    num_examples: 500
  - name: test
    num_bytes: 143924
    num_examples: 500
  download_size: 109694
  dataset_size: 565772
- config_name: conjunction
  features:
  - name: premise
    dtype: string
  - name: hypothesis
    dtype: string
  - name: label
    dtype:
      class_label:
        names:
          '0': not-entailed
          '1': entailed
  - name: idx
    dtype: int32
  splits:
  - name: train
    num_bytes: 284487
    num_examples: 1000
  - name: validation
    num_bytes: 141534
    num_examples: 500
  - name: test
    num_bytes: 142683
    num_examples: 500
  download_size: 118704
  dataset_size: 568704
- config_name: counting
  features:
  - name: premise
    dtype: string
  - name: hypothesis
    dtype: string
  - name: label
    dtype:
      class_label:
        names:
          '0': not-entailed
          '1': entailed
  - name: idx
    dtype: int32
  splits:
  - name: train
    num_bytes: 325802
    num_examples: 1000
  - name: validation
    num_bytes: 154693
    num_examples: 500
  - name: test
    num_bytes: 154519
    num_examples: 500
  download_size: 119022
  dataset_size: 635014
- config_name: indefinite-knowledge
  features:
  - name: premise
    dtype: string
  - name: hypothesis
    dtype: string
  - name: label
    dtype:
      class_label:
        names:
          '0': not-entailed
          '1': entailed
  - name: idx
    dtype: int32
  splits:
  - name: train
    num_bytes: 227391
    num_examples: 1000
  - name: validation
    num_bytes: 113140
    num_examples: 500
  - name: test
    num_bytes: 113298
    num_examples: 500
  download_size: 96252
  dataset_size: 453829
- config_name: lists-sets
  features:
  - name: premise
    dtype: string
  - name: hypothesis
    dtype: string
  - name: label
    dtype:
      class_label:
        names:
          '0': not-entailed
          '1': entailed
  - name: idx
    dtype: int32
  splits:
  - name: train
    num_bytes: 301224
    num_examples: 1000
  - name: validation
    num_bytes: 149567
    num_examples: 500
  - name: test
    num_bytes: 153024
    num_examples: 500
  download_size: 119319
  dataset_size: 603815
- config_name: positional-reasoning
  features:
  - name: premise
    dtype: string
  - name: hypothesis
    dtype: string
  - name: label
    dtype:
      class_label:
        names:
          '0': not-entailed
          '1': entailed
  - name: idx
    dtype: int32
  splits:
  - name: train
    num_bytes: 158135
    num_examples: 1000
  - name: validation
    num_bytes: 79034
    num_examples: 500
  - name: test
    num_bytes: 78998
    num_examples: 500
  download_size: 34376
  dataset_size: 316167
- config_name: simple-negation
  features:
  - name: premise
    dtype: string
  - name: hypothesis
    dtype: string
  - name: label
    dtype:
      class_label:
        names:
          '0': not-entailed
          '1': entailed
  - name: idx
    dtype: int32
  splits:
  - name: train
    num_bytes: 218297
    num_examples: 1000
  - name: validation
    num_bytes: 110967
    num_examples: 500
  - name: test
    num_bytes: 107212
    num_examples: 500
  download_size: 88932
  dataset_size: 436476
- config_name: single-supporting-fact
  features:
  - name: premise
    dtype: string
  - name: hypothesis
    dtype: string
  - name: label
    dtype:
      class_label:
        names:
          '0': not-entailed
          '1': entailed
  - name: idx
    dtype: int32
  splits:
  - name: train
    num_bytes: 223761
    num_examples: 1000
  - name: validation
    num_bytes: 112784
    num_examples: 500
  - name: test
    num_bytes: 111569
    num_examples: 500
  download_size: 91968
  dataset_size: 448114
- config_name: three-arg-relations
  features:
  - name: premise
    dtype: string
  - name: hypothesis
    dtype: string
  - name: label
    dtype:
      class_label:
        names:
          '0': not-entailed
          '1': entailed
  - name: idx
    dtype: int32
  splits:
  - name: train
    num_bytes: 598485
    num_examples: 1000
  - name: validation
    num_bytes: 312900
    num_examples: 500
  - name: test
    num_bytes: 324225
    num_examples: 500
  download_size: 243096
  dataset_size: 1235610
- config_name: three-supporting-facts
  features:
  - name: premise
    dtype: string
  - name: hypothesis
    dtype: string
  - name: label
    dtype:
      class_label:
        names:
          '0': not-entailed
          '1': entailed
  - name: idx
    dtype: int32
  splits:
  - name: train
    num_bytes: 1479097
    num_examples: 1000
  - name: validation
    num_bytes: 783450
    num_examples: 500
  - name: test
    num_bytes: 735719
    num_examples: 500
  download_size: 558073
  dataset_size: 2998266
- config_name: time-reasoning
  features:
  - name: premise
    dtype: string
  - name: hypothesis
    dtype: string
  - name: label
    dtype:
      class_label:
        names:
          '0': not-entailed
          '1': entailed
  - name: idx
    dtype: int32
  splits:
  - name: train
    num_bytes: 379567
    num_examples: 1000
  - name: validation
    num_bytes: 188913
    num_examples: 500
  - name: test
    num_bytes: 187157
    num_examples: 500
  download_size: 152925
  dataset_size: 755637
- config_name: two-arg-relations
  features:
  - name: premise
    dtype: string
  - name: hypothesis
    dtype: string
  - name: label
    dtype:
      class_label:
        names:
          '0': not-entailed
          '1': entailed
  - name: idx
    dtype: int32
  splits:
  - name: train
    num_bytes: 122565
    num_examples: 1000
  - name: validation
    num_bytes: 61228
    num_examples: 500
  - name: test
    num_bytes: 61170
    num_examples: 500
  download_size: 54533
  dataset_size: 244963
- config_name: two-supporting-facts
  features:
  - name: premise
    dtype: string
  - name: hypothesis
    dtype: string
  - name: label
    dtype:
      class_label:
        names:
          '0': not-entailed
          '1': entailed
  - name: idx
    dtype: int32
  splits:
  - name: train
    num_bytes: 507085
    num_examples: 1000
  - name: validation
    num_bytes: 261742
    num_examples: 500
  - name: test
    num_bytes: 244322
    num_examples: 500
  download_size: 194986
  dataset_size: 1013149
- config_name: yes-no-questions
  features:
  - name: premise
    dtype: string
  - name: hypothesis
    dtype: string
  - name: label
    dtype:
      class_label:
        names:
          '0': not-entailed
          '1': entailed
  - name: idx
    dtype: int32
  splits:
  - name: train
    num_bytes: 230579
    num_examples: 1000
  - name: validation
    num_bytes: 115915
    num_examples: 500
  - name: test
    num_bytes: 113022
    num_examples: 500
  download_size: 94399
  dataset_size: 459516
configs:
- config_name: basic-coreference
  data_files:
  - split: train
    path: basic-coreference/train-*
  - split: validation
    path: basic-coreference/validation-*
  - split: test
    path: basic-coreference/test-*
- config_name: basic-deduction
  data_files:
  - split: train
    path: basic-deduction/train-*
  - split: validation
    path: basic-deduction/validation-*
  - split: test
    path: basic-deduction/test-*
- config_name: basic-induction
  data_files:
  - split: train
    path: basic-induction/train-*
  - split: validation
    path: basic-induction/validation-*
  - split: test
    path: basic-induction/test-*
- config_name: compound-coreference
  data_files:
  - split: train
    path: compound-coreference/train-*
  - split: validation
    path: compound-coreference/validation-*
  - split: test
    path: compound-coreference/test-*
- config_name: conjunction
  data_files:
  - split: train
    path: conjunction/train-*
  - split: validation
    path: conjunction/validation-*
  - split: test
    path: conjunction/test-*
- config_name: counting
  data_files:
  - split: train
    path: counting/train-*
  - split: validation
    path: counting/validation-*
  - split: test
    path: counting/test-*
- config_name: indefinite-knowledge
  data_files:
  - split: train
    path: indefinite-knowledge/train-*
  - split: validation
    path: indefinite-knowledge/validation-*
  - split: test
    path: indefinite-knowledge/test-*
- config_name: lists-sets
  data_files:
  - split: train
    path: lists-sets/train-*
  - split: validation
    path: lists-sets/validation-*
  - split: test
    path: lists-sets/test-*
- config_name: positional-reasoning
  data_files:
  - split: train
    path: positional-reasoning/train-*
  - split: validation
    path: positional-reasoning/validation-*
  - split: test
    path: positional-reasoning/test-*
- config_name: simple-negation
  data_files:
  - split: train
    path: simple-negation/train-*
  - split: validation
    path: simple-negation/validation-*
  - split: test
    path: simple-negation/test-*
- config_name: single-supporting-fact
  data_files:
  - split: train
    path: single-supporting-fact/train-*
  - split: validation
    path: single-supporting-fact/validation-*
  - split: test
    path: single-supporting-fact/test-*
- config_name: three-arg-relations
  data_files:
  - split: train
    path: three-arg-relations/train-*
  - split: validation
    path: three-arg-relations/validation-*
  - split: test
    path: three-arg-relations/test-*
- config_name: three-supporting-facts
  data_files:
  - split: train
    path: three-supporting-facts/train-*
  - split: validation
    path: three-supporting-facts/validation-*
  - split: test
    path: three-supporting-facts/test-*
- config_name: time-reasoning
  data_files:
  - split: train
    path: time-reasoning/train-*
  - split: validation
    path: time-reasoning/validation-*
  - split: test
    path: time-reasoning/test-*
- config_name: two-arg-relations
  data_files:
  - split: train
    path: two-arg-relations/train-*
  - split: validation
    path: two-arg-relations/validation-*
  - split: test
    path: two-arg-relations/test-*
- config_name: two-supporting-facts
  data_files:
  - split: train
    path: two-supporting-facts/train-*
  - split: validation
    path: two-supporting-facts/validation-*
  - split: test
    path: two-supporting-facts/test-*
- config_name: yes-no-questions
  data_files:
  - split: train
    path: yes-no-questions/train-*
  - split: validation
    path: yes-no-questions/validation-*
  - split: test
    path: yes-no-questions/test-*
---

# bAbi_nli

bAbI tasks recasted as natural language inference.
https://github.com/facebookarchive/bAbI-tasks

tasksource recasting code:
https://colab.research.google.com/drive/1J_RqDSw9iPxJSBvCJu-VRbjXnrEjKVvr?usp=sharing

```bibtex
@article{weston2015towards,
  title={Towards ai-complete question answering: A set of prerequisite toy tasks},
  author={Weston, Jason and Bordes, Antoine and Chopra, Sumit and Rush, Alexander M and Van Merri{\"e}nboer, Bart and Joulin, Armand and Mikolov, Tomas},
  journal={arXiv preprint arXiv:1502.05698},
  year={2015}
}
```