Dataset Card for "relbert/semeval2012_relational_similarity_V6"

Dataset Summary

IMPORTANT: This is the same dataset as relbert/semeval2012_relational_similarity, but with a different dataset construction.

Relational similarity dataset from SemEval2012 task 2, compiled to fine-tune RelBERT model. The dataset contains a list of positive and negative word pair from 89 pre-defined relations. The relation types are constructed on top of following 10 parent relation types.

{
    1: "Class Inclusion",  # Hypernym
    2: "Part-Whole",  # Meronym, Substance Meronym
    3: "Similar",  # Synonym, Co-hypornym
    4: "Contrast",  # Antonym
    5: "Attribute",  # Attribute, Event
    6: "Non Attribute",
    7: "Case Relation",
    8: "Cause-Purpose",
    9: "Space-Time",
    10: "Representation"
}

Each of the parent relation is further grouped into child relation types where the definition can be found here.

Dataset Structure

Data Instances

An example of train looks as follows.

{
  'relation_type': '8d',
  'positives': [ [ "breathe", "live" ], [ "study", "learn" ], [ "speak", "communicate" ], ... ]
  'negatives': [ [ "starving", "hungry" ], [ "clean", "bathe" ], [ "hungry", "starving" ], ... ] 
}

Data Splits

name	train	validation
semeval2012_relational_similarity	89	89

Number of Positive/Negative Word-pairs in each Split

	positives	negatives
('1', 'parent', 'train')	88	544
('1', 'parent', 'validation')	22	136
('10', 'parent', 'train')	48	584
('10', 'parent', 'validation')	12	146
('10a', 'child', 'train')	8	1324
('10a', 'child', 'validation')	2	331
('10a', 'child_prototypical', 'train')	194	1917
('10a', 'child_prototypical', 'validation')	52	521
('10b', 'child', 'train')	8	1325
('10b', 'child', 'validation')	2	331
('10b', 'child_prototypical', 'train')	180	1558
('10b', 'child_prototypical', 'validation')	54	469
('10c', 'child', 'train')	8	1327
('10c', 'child', 'validation')	2	331
('10c', 'child_prototypical', 'train')	170	1640
('10c', 'child_prototypical', 'validation')	40	390
('10d', 'child', 'train')	8	1328
('10d', 'child', 'validation')	2	331
('10d', 'child_prototypical', 'train')	154	1390
('10d', 'child_prototypical', 'validation')	44	376
('10e', 'child', 'train')	8	1329
('10e', 'child', 'validation')	2	332
('10e', 'child_prototypical', 'train')	134	884
('10e', 'child_prototypical', 'validation')	40	234
('10f', 'child', 'train')	8	1328
('10f', 'child', 'validation')	2	331
('10f', 'child_prototypical', 'train')	160	1460
('10f', 'child_prototypical', 'validation')	38	306
('1a', 'child', 'train')	8	1324
('1a', 'child', 'validation')	2	331
('1a', 'child_prototypical', 'train')	212	1854
('1a', 'child_prototypical', 'validation')	34	338
('1b', 'child', 'train')	8	1324
('1b', 'child', 'validation')	2	331
('1b', 'child_prototypical', 'train')	190	1712
('1b', 'child_prototypical', 'validation')	56	480
('1c', 'child', 'train')	8	1327
('1c', 'child', 'validation')	2	331
('1c', 'child_prototypical', 'train')	160	1528
('1c', 'child_prototypical', 'validation')	50	502
('1d', 'child', 'train')	8	1323
('1d', 'child', 'validation')	2	330
('1d', 'child_prototypical', 'train')	224	2082
('1d', 'child_prototypical', 'validation')	46	458
('1e', 'child', 'train')	8	1329
('1e', 'child', 'validation')	2	332
('1e', 'child_prototypical', 'train')	126	775
('1e', 'child_prototypical', 'validation')	48	256
('2', 'parent', 'train')	80	552
('2', 'parent', 'validation')	20	138
('2a', 'child', 'train')	8	1324
('2a', 'child', 'validation')	2	330
('2a', 'child_prototypical', 'train')	186	1885
('2a', 'child_prototypical', 'validation')	72	736
('2b', 'child', 'train')	8	1327
('2b', 'child', 'validation')	2	331
('2b', 'child_prototypical', 'train')	172	1326
('2b', 'child_prototypical', 'validation')	38	284
('2c', 'child', 'train')	8	1325
('2c', 'child', 'validation')	2	331
('2c', 'child_prototypical', 'train')	192	1773
('2c', 'child_prototypical', 'validation')	42	371
('2d', 'child', 'train')	8	1328
('2d', 'child', 'validation')	2	331
('2d', 'child_prototypical', 'train')	158	1329
('2d', 'child_prototypical', 'validation')	40	338
('2e', 'child', 'train')	8	1327
('2e', 'child', 'validation')	2	331
('2e', 'child_prototypical', 'train')	164	1462
('2e', 'child_prototypical', 'validation')	46	463
('2f', 'child', 'train')	8	1327
('2f', 'child', 'validation')	2	331
('2f', 'child_prototypical', 'train')	176	1869
('2f', 'child_prototypical', 'validation')	34	371
('2g', 'child', 'train')	8	1323
('2g', 'child', 'validation')	2	330
('2g', 'child_prototypical', 'train')	216	1925
('2g', 'child_prototypical', 'validation')	54	480
('2h', 'child', 'train')	8	1327
('2h', 'child', 'validation')	2	331
('2h', 'child_prototypical', 'train')	168	1540
('2h', 'child_prototypical', 'validation')	42	385
('2i', 'child', 'train')	8	1328
('2i', 'child', 'validation')	2	332
('2i', 'child_prototypical', 'train')	144	1335
('2i', 'child_prototypical', 'validation')	42	371
('2j', 'child', 'train')	8	1328
('2j', 'child', 'validation')	2	331
('2j', 'child_prototypical', 'train')	160	1595
('2j', 'child_prototypical', 'validation')	38	369
('3', 'parent', 'train')	64	568
('3', 'parent', 'validation')	16	142
('3a', 'child', 'train')	8	1327
('3a', 'child', 'validation')	2	331
('3a', 'child_prototypical', 'train')	174	1597
('3a', 'child_prototypical', 'validation')	36	328
('3b', 'child', 'train')	8	1327
('3b', 'child', 'validation')	2	331
('3b', 'child_prototypical', 'train')	174	1833
('3b', 'child_prototypical', 'validation')	36	407
('3c', 'child', 'train')	8	1326
('3c', 'child', 'validation')	2	331
('3c', 'child_prototypical', 'train')	186	1664
('3c', 'child_prototypical', 'validation')	36	315
('3d', 'child', 'train')	8	1324
('3d', 'child', 'validation')	2	331
('3d', 'child_prototypical', 'train')	202	1943
('3d', 'child_prototypical', 'validation')	44	372
('3e', 'child', 'train')	8	1332
('3e', 'child', 'validation')	2	332
('3e', 'child_prototypical', 'train')	98	900
('3e', 'child_prototypical', 'validation')	40	368
('3f', 'child', 'train')	8	1327
('3f', 'child', 'validation')	2	331
('3f', 'child_prototypical', 'train')	180	1983
('3f', 'child_prototypical', 'validation')	30	362
('3g', 'child', 'train')	8	1331
('3g', 'child', 'validation')	2	332
('3g', 'child_prototypical', 'train')	122	1089
('3g', 'child_prototypical', 'validation')	28	251
('3h', 'child', 'train')	8	1328
('3h', 'child', 'validation')	2	331
('3h', 'child_prototypical', 'train')	142	1399
('3h', 'child_prototypical', 'validation')	56	565
('4', 'parent', 'train')	64	568
('4', 'parent', 'validation')	16	142
('4a', 'child', 'train')	8	1327
('4a', 'child', 'validation')	2	331
('4a', 'child_prototypical', 'train')	170	1766
('4a', 'child_prototypical', 'validation')	40	474
('4b', 'child', 'train')	8	1330
('4b', 'child', 'validation')	2	332
('4b', 'child_prototypical', 'train')	132	949
('4b', 'child_prototypical', 'validation')	30	214
('4c', 'child', 'train')	8	1326
('4c', 'child', 'validation')	2	331
('4c', 'child_prototypical', 'train')	172	1755
('4c', 'child_prototypical', 'validation')	50	446
('4d', 'child', 'train')	8	1332
('4d', 'child', 'validation')	2	333
('4d', 'child_prototypical', 'train')	92	531
('4d', 'child_prototypical', 'validation')	34	218
('4e', 'child', 'train')	8	1326
('4e', 'child', 'validation')	2	331
('4e', 'child_prototypical', 'train')	184	2021
('4e', 'child_prototypical', 'validation')	38	402
('4f', 'child', 'train')	8	1328
('4f', 'child', 'validation')	2	332
('4f', 'child_prototypical', 'train')	144	1464
('4f', 'child_prototypical', 'validation')	42	428
('4g', 'child', 'train')	8	1324
('4g', 'child', 'validation')	2	330
('4g', 'child_prototypical', 'train')	212	2057
('4g', 'child_prototypical', 'validation')	46	435
('4h', 'child', 'train')	8	1326
('4h', 'child', 'validation')	2	331
('4h', 'child_prototypical', 'train')	170	1787
('4h', 'child_prototypical', 'validation')	52	525
('5', 'parent', 'train')	72	560
('5', 'parent', 'validation')	18	140
('5a', 'child', 'train')	8	1324
('5a', 'child', 'validation')	2	331
('5a', 'child_prototypical', 'train')	202	1876
('5a', 'child_prototypical', 'validation')	44	439
('5b', 'child', 'train')	8	1329
('5b', 'child', 'validation')	2	332
('5b', 'child_prototypical', 'train')	140	1310
('5b', 'child_prototypical', 'validation')	34	330
('5c', 'child', 'train')	8	1327
('5c', 'child', 'validation')	2	331
('5c', 'child_prototypical', 'train')	170	1552
('5c', 'child_prototypical', 'validation')	40	373
('5d', 'child', 'train')	8	1324
('5d', 'child', 'validation')	2	330
('5d', 'child_prototypical', 'train')	204	1783
('5d', 'child_prototypical', 'validation')	54	580
('5e', 'child', 'train')	8	1329
('5e', 'child', 'validation')	2	332
('5e', 'child_prototypical', 'train')	136	1283
('5e', 'child_prototypical', 'validation')	38	357
('5f', 'child', 'train')	8	1327
('5f', 'child', 'validation')	2	331
('5f', 'child_prototypical', 'train')	154	1568
('5f', 'child_prototypical', 'validation')	56	567
('5g', 'child', 'train')	8	1328
('5g', 'child', 'validation')	2	332
('5g', 'child_prototypical', 'train')	158	1626
('5g', 'child_prototypical', 'validation')	28	266
('5h', 'child', 'train')	8	1324
('5h', 'child', 'validation')	2	330
('5h', 'child_prototypical', 'train')	218	2348
('5h', 'child_prototypical', 'validation')	40	402
('5i', 'child', 'train')	8	1324
('5i', 'child', 'validation')	2	331
('5i', 'child_prototypical', 'train')	192	2010
('5i', 'child_prototypical', 'validation')	54	551
('6', 'parent', 'train')	64	568
('6', 'parent', 'validation')	16	142
('6a', 'child', 'train')	8	1324
('6a', 'child', 'validation')	2	330
('6a', 'child_prototypical', 'train')	204	1962
('6a', 'child_prototypical', 'validation')	54	530
('6b', 'child', 'train')	8	1327
('6b', 'child', 'validation')	2	331
('6b', 'child_prototypical', 'train')	180	1840
('6b', 'child_prototypical', 'validation')	30	295
('6c', 'child', 'train')	8	1325
('6c', 'child', 'validation')	2	331
('6c', 'child_prototypical', 'train')	180	1968
('6c', 'child_prototypical', 'validation')	54	527
('6d', 'child', 'train')	8	1328
('6d', 'child', 'validation')	2	331
('6d', 'child_prototypical', 'train')	164	1903
('6d', 'child_prototypical', 'validation')	34	358
('6e', 'child', 'train')	8	1327
('6e', 'child', 'validation')	2	331
('6e', 'child_prototypical', 'train')	170	1737
('6e', 'child_prototypical', 'validation')	40	398
('6f', 'child', 'train')	8	1326
('6f', 'child', 'validation')	2	331
('6f', 'child_prototypical', 'train')	174	1652
('6f', 'child_prototypical', 'validation')	48	438
('6g', 'child', 'train')	8	1326
('6g', 'child', 'validation')	2	331
('6g', 'child_prototypical', 'train')	188	1740
('6g', 'child_prototypical', 'validation')	34	239
('6h', 'child', 'train')	8	1324
('6h', 'child', 'validation')	2	330
('6h', 'child_prototypical', 'train')	230	2337
('6h', 'child_prototypical', 'validation')	28	284
('7', 'parent', 'train')	64	568
('7', 'parent', 'validation')	16	142
('7a', 'child', 'train')	8	1324
('7a', 'child', 'validation')	2	331
('7a', 'child_prototypical', 'train')	198	2045
('7a', 'child_prototypical', 'validation')	48	516
('7b', 'child', 'train')	8	1330
('7b', 'child', 'validation')	2	332
('7b', 'child_prototypical', 'train')	138	905
('7b', 'child_prototypical', 'validation')	24	177
('7c', 'child', 'train')	8	1327
('7c', 'child', 'validation')	2	331
('7c', 'child_prototypical', 'train')	170	1402
('7c', 'child_prototypical', 'validation')	40	313
('7d', 'child', 'train')	8	1324
('7d', 'child', 'validation')	2	331
('7d', 'child_prototypical', 'train')	196	2064
('7d', 'child_prototypical', 'validation')	50	497
('7e', 'child', 'train')	8	1328
('7e', 'child', 'validation')	2	331
('7e', 'child_prototypical', 'train')	156	1270
('7e', 'child_prototypical', 'validation')	42	298
('7f', 'child', 'train')	8	1326
('7f', 'child', 'validation')	2	331
('7f', 'child_prototypical', 'train')	178	1377
('7f', 'child_prototypical', 'validation')	44	380
('7g', 'child', 'train')	8	1328
('7g', 'child', 'validation')	2	332
('7g', 'child_prototypical', 'train')	144	885
('7g', 'child_prototypical', 'validation')	42	263
('7h', 'child', 'train')	8	1324
('7h', 'child', 'validation')	2	331
('7h', 'child_prototypical', 'train')	188	1479
('7h', 'child_prototypical', 'validation')	58	467
('8', 'parent', 'train')	64	568
('8', 'parent', 'validation')	16	142
('8a', 'child', 'train')	8	1324
('8a', 'child', 'validation')	2	331
('8a', 'child_prototypical', 'train')	186	1640
('8a', 'child_prototypical', 'validation')	60	552
('8b', 'child', 'train')	8	1330
('8b', 'child', 'validation')	2	332
('8b', 'child_prototypical', 'train')	122	1126
('8b', 'child_prototypical', 'validation')	40	361
('8c', 'child', 'train')	8	1326
('8c', 'child', 'validation')	2	331
('8c', 'child_prototypical', 'train')	192	1547
('8c', 'child_prototypical', 'validation')	30	210
('8d', 'child', 'train')	8	1325
('8d', 'child', 'validation')	2	331
('8d', 'child_prototypical', 'train')	184	1472
('8d', 'child_prototypical', 'validation')	50	438
('8e', 'child', 'train')	8	1327
('8e', 'child', 'validation')	2	331
('8e', 'child_prototypical', 'train')	174	1340
('8e', 'child_prototypical', 'validation')	36	270
('8f', 'child', 'train')	8	1326
('8f', 'child', 'validation')	2	331
('8f', 'child_prototypical', 'train')	166	1416
('8f', 'child_prototypical', 'validation')	56	452
('8g', 'child', 'train')	8	1330
('8g', 'child', 'validation')	2	332
('8g', 'child_prototypical', 'train')	124	640
('8g', 'child_prototypical', 'validation')	38	199
('8h', 'child', 'train')	8	1324
('8h', 'child', 'validation')	2	331
('8h', 'child_prototypical', 'train')	200	1816
('8h', 'child_prototypical', 'validation')	46	499
('9', 'parent', 'train')	72	560
('9', 'parent', 'validation')	18	140
('9a', 'child', 'train')	8	1324
('9a', 'child', 'validation')	2	331
('9a', 'child_prototypical', 'train')	192	1520
('9a', 'child_prototypical', 'validation')	54	426
('9b', 'child', 'train')	8	1326
('9b', 'child', 'validation')	2	331
('9b', 'child_prototypical', 'train')	186	1783
('9b', 'child_prototypical', 'validation')	36	307
('9c', 'child', 'train')	8	1330
('9c', 'child', 'validation')	2	332
('9c', 'child_prototypical', 'train')	118	433
('9c', 'child_prototypical', 'validation')	44	163
('9d', 'child', 'train')	8	1328
('9d', 'child', 'validation')	2	332
('9d', 'child_prototypical', 'train')	156	1683
('9d', 'child_prototypical', 'validation')	30	302
('9e', 'child', 'train')	8	1329
('9e', 'child', 'validation')	2	332
('9e', 'child_prototypical', 'train')	132	1426
('9e', 'child_prototypical', 'validation')	42	475
('9f', 'child', 'train')	8	1328
('9f', 'child', 'validation')	2	331
('9f', 'child_prototypical', 'train')	158	1436
('9f', 'child_prototypical', 'validation')	40	330
('9g', 'child', 'train')	8	1324
('9g', 'child', 'validation')	2	331
('9g', 'child_prototypical', 'train')	200	1685
('9g', 'child_prototypical', 'validation')	46	384
('9h', 'child', 'train')	8	1325
('9h', 'child', 'validation')	2	331
('9h', 'child_prototypical', 'train')	190	1799
('9h', 'child_prototypical', 'validation')	44	462
('9i', 'child', 'train')	8	1328
('9i', 'child', 'validation')	2	332
('9i', 'child_prototypical', 'train')	158	1361
('9i', 'child_prototypical', 'validation')	28	252

Citation Information

@inproceedings{jurgens-etal-2012-semeval,
    title = "{S}em{E}val-2012 Task 2: Measuring Degrees of Relational Similarity",
    author = "Jurgens, David  and
      Mohammad, Saif  and
      Turney, Peter  and
      Holyoak, Keith",
    booktitle = "*{SEM} 2012: The First Joint Conference on Lexical and Computational Semantics {--} Volume 1: Proceedings of the main conference and the shared task, and Volume 2: Proceedings of the Sixth International Workshop on Semantic Evaluation ({S}em{E}val 2012)",
    month = "7-8 " # jun,
    year = "2012",
    address = "Montr{\'e}al, Canada",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/S12-1047",
    pages = "356--364",
}