README.md

metadata

language:
  - en
license:
  - other
multilinguality:
  - monolingual
size_categories:
  - 1K<n<10K
pretty_name: SemEval2012 task 2 Relational Similarity

Dataset Card for "relbert/semeval2012_relational_similarity_v3"

Dataset Description

• Repository: RelBERT
• Paper: https://aclanthology.org/S12-1047/
• Dataset: SemEval2012: Relational Similarity

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

relation_type	level	positive (train)	negative (train)	positive (validation)	negative (validation)
1	parent	110	680	129	760
10	parent	60	730	66	823
10a	child	10	780	14	875
10a	child_prototypical	1	18	1	22
10b	child	10	780	13	876
10b	child_prototypical	1	16	1	19
10c	child	10	780	11	878
10c	child_prototypical	1	19	1	20
10d	child_prototypical	1	18	1	18
10d	child	10	780	10	879
10e	child	10	780	8	881
10e	child_prototypical	1	14	1	12
10f	child	10	780	10	879
10f	child_prototypical	1	18	1	18
1a	child	10	780	14	875
1a	child_prototypical	1	16	1	20
1b	child	10	780	14	875
1b	child_prototypical	1	16	1	20
1c	child_prototypical	1	19	1	20
1c	child	10	780	11	878
1d	child	10	780	16	873
1d	child_prototypical	1	16	1	22
1e	child	10	780	8	881
1e	child_prototypical	1	13	1	11
2	parent	100	690	117	772
2a	child	10	780	15	874
2a	child_prototypical	1	18	1	23
2b	child_prototypical	1	15	1	16
2b	child	10	780	11	878
2c	child	10	780	13	876
2c	child_prototypical	1	17	1	20
2d	child	10	780	10	879
2d	child_prototypical	1	17	1	17
2e	child	10	780	11	878
2e	child_prototypical	1	18	1	19
2f	child	10	780	11	878
2f	child_prototypical	1	21	1	22
2g	child	10	780	16	873
2g	child_prototypical	1	15	1	21
2h	child_prototypical	1	18	1	19
2h	child	10	780	11	878
2i	child	10	780	9	880
2i	child_prototypical	1	19	1	18
2j	child	10	780	10	879
2j	child_prototypical	1	20	1	20
3	parent	80	710	80	809
3a	child	10	780	11	878
3a	child_prototypical	1	18	1	19
3b	child	10	780	11	878
3b	child_prototypical	1	21	1	22
3c	child_prototypical	1	17	1	19
3c	child	10	780	12	877
3d	child	10	780	14	875
3d	child_prototypical	1	17	1	21
3e	child	10	780	5	884
3e	child_prototypical	1	21	1	16
3f	child	10	780	11	878
3f	child_prototypical	1	22	1	23
3g	child	10	780	6	883
3g	child_prototypical	1	20	1	16
3h	child_prototypical	1	20	1	20
3h	child	10	780	10	879
4	parent	80	710	82	807
4a	child	10	780	11	878
4a	child_prototypical	1	21	1	22
4b	child	10	780	7	882
4b	child_prototypical	1	16	1	13
4c	child	10	780	12	877
4c	child_prototypical	1	19	1	21
4d	child_prototypical	1	15	1	9
4d	child	10	780	4	885
4e	child	10	780	12	877
4e	child_prototypical	1	21	1	23
4f	child	10	780	9	880
4f	child_prototypical	1	21	1	20
4g	child	10	780	15	874
4g	child_prototypical	1	17	1	22
4h	child_prototypical	1	20	1	22
4h	child	10	780	12	877
5	parent	90	700	105	784
5a	child	10	780	14	875
5a	child_prototypical	1	17	1	21
5b	child_prototypical	1	20	1	18
5b	child	10	780	8	881
5c	child	10	780	11	878
5c	child_prototypical	1	18	1	19
5d	child	10	780	15	874
5d	child_prototypical	1	16	1	21
5e	child	10	780	8	881
5e	child_prototypical	1	20	1	18
5f	child	10	780	11	878
5f	child_prototypical	1	20	1	21
5g	child_prototypical	1	21	1	20
5g	child	10	780	9	880
5h	child	10	780	15	874
5h	child_prototypical	1	19	1	24
5i	child	10	780	14	875
5i	child_prototypical	1	19	1	23
6	parent	80	710	99	790
6a	child	10	780	15	874
6a	child_prototypical	1	17	1	22
6b	child_prototypical	1	20	1	21
6b	child	10	780	11	878
6c	child_prototypical	1	20	1	23
6c	child	10	780	13	876
6d	child	10	780	10	879
6d	child_prototypical	1	23	1	23
6e	child	10	780	11	878
6e	child_prototypical	1	20	1	21
6f	child	10	780	12	877
6f	child_prototypical	1	18	1	20
6g	child	10	780	12	877
6g	child_prototypical	1	17	1	19
6h	child_prototypical	1	18	1	23
6h	child	10	780	15	874
7	parent	80	710	91	798
7a	child	10	780	14	875
7a	child_prototypical	1	19	1	23
7b	child	10	780	7	882
7b	child_prototypical	1	15	1	12
7c	child	10	780	11	878
7c	child_prototypical	1	16	1	17
7d	child_prototypical	1	19	1	23
7d	child	10	780	14	875
7e	child_prototypical	1	16	1	16
7e	child	10	780	10	879
7f	child	10	780	12	877
7f	child_prototypical	1	15	1	17
7g	child	10	780	9	880
7g	child_prototypical	1	13	1	12
7h	child	10	780	14	875
7h	child_prototypical	1	14	1	18
8	parent	80	710	90	799
8a	child	10	780	14	875
8a	child_prototypical	1	16	1	20
8b	child_prototypical	1	20	1	17
8b	child	10	780	7	882
8c	child	10	780	12	877
8c	child_prototypical	1	15	1	17
8d	child	10	780	13	876
8d	child_prototypical	1	15	1	18
8e	child	10	780	11	878
8e	child_prototypical	1	15	1	16
8f	child	10	780	12	877
8f	child_prototypical	1	16	1	18
8g	child_prototypical	1	12	1	9
8g	child	10	780	7	882
8h	child	10	780	14	875
8h	child_prototypical	1	17	1	21
9	parent	90	700	96	793
9a	child	10	780	14	875
9a	child_prototypical	1	14	1	18
9b	child	10	780	12	877
9b	child_prototypical	1	18	1	20
9c	child	10	780	7	882
9c	child_prototypical	1	9	1	6
9d	child_prototypical	1	22	1	21
9d	child	10	780	9	880
9e	child	10	780	8	881
9e	child_prototypical	1	23	1	21
9f	child	10	780	10	879
9f	child_prototypical	1	18	1	18
9g	child	10	780	14	875
9g	child_prototypical	1	15	1	19
9h	child	10	780	13	876
9h	child_prototypical	1	18	1	21
9i	child	10	780	9	880
9i	child_prototypical	1	18	1	17

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",
}