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 | 799 | 14 | 894 |
| 10a | child_prototypical | 1 | 8 | 1 | 12 |
| 10b | child | 10 | 797 | 13 | 893 |
| 10b | child_prototypical | 1 | 8 | 1 | 11 |
| 10c | child | 10 | 800 | 11 | 898 |
| 10c | child_prototypical | 1 | 8 | 1 | 9 |
| 10d | child_prototypical | 1 | 8 | 1 | 8 |
| 10d | child | 10 | 799 | 10 | 898 |
| 10e | child | 10 | 795 | 8 | 896 |
| 10e | child_prototypical | 1 | 8 | 1 | 6 |
| 10f | child | 10 | 799 | 10 | 898 |
| 10f | child_prototypical | 1 | 8 | 1 | 8 |
| 1a | child | 10 | 797 | 14 | 892 |
| 1a | child_prototypical | 1 | 8 | 1 | 12 |
| 1b | child | 10 | 797 | 14 | 892 |
| 1b | child_prototypical | 1 | 8 | 1 | 12 |
| 1c | child_prototypical | 1 | 8 | 1 | 9 |
| 1c | child | 10 | 800 | 11 | 898 |
| 1d | child | 10 | 797 | 16 | 890 |
| 1d | child_prototypical | 1 | 8 | 1 | 14 |
| 1e | child | 10 | 794 | 8 | 895 |
| 1e | child_prototypical | 1 | 8 | 1 | 6 |
| 2 | parent | 100 | 690 | 117 | 772 |
| 2a | child | 10 | 799 | 15 | 893 |
| 2a | child_prototypical | 1 | 8 | 1 | 13 |
| 2b | child_prototypical | 1 | 8 | 1 | 9 |
| 2b | child | 10 | 796 | 11 | 894 |
| 2c | child | 10 | 798 | 13 | 894 |
| 2c | child_prototypical | 1 | 8 | 1 | 11 |
| 2d | child | 10 | 798 | 10 | 897 |
| 2d | child_prototypical | 1 | 8 | 1 | 8 |
| 2e | child | 10 | 799 | 11 | 897 |
| 2e | child_prototypical | 1 | 8 | 1 | 9 |
| 2f | child | 10 | 802 | 11 | 900 |
| 2f | child_prototypical | 1 | 8 | 1 | 9 |
| 2g | child | 10 | 796 | 16 | 889 |
| 2g | child_prototypical | 1 | 8 | 1 | 14 |
| 2h | child_prototypical | 1 | 8 | 1 | 9 |
| 2h | child | 10 | 799 | 11 | 897 |
| 2i | child | 10 | 800 | 9 | 900 |
| 2i | child_prototypical | 1 | 8 | 1 | 7 |
| 2j | child | 10 | 801 | 10 | 900 |
| 2j | child_prototypical | 1 | 8 | 1 | 8 |
| 3 | parent | 80 | 710 | 80 | 809 |
| 3a | child | 10 | 799 | 11 | 897 |
| 3a | child_prototypical | 1 | 8 | 1 | 9 |
| 3b | child | 10 | 802 | 11 | 900 |
| 3b | child_prototypical | 1 | 8 | 1 | 9 |
| 3c | child_prototypical | 1 | 8 | 1 | 10 |
| 3c | child | 10 | 798 | 12 | 895 |
| 3d | child | 10 | 798 | 14 | 893 |
| 3d | child_prototypical | 1 | 8 | 1 | 12 |
| 3e | child | 10 | 802 | 5 | 906 |
| 3e | child_prototypical | 1 | 8 | 1 | 3 |
| 3f | child | 10 | 803 | 11 | 901 |
| 3f | child_prototypical | 1 | 8 | 1 | 9 |
| 3g | child | 10 | 801 | 6 | 904 |
| 3g | child_prototypical | 1 | 8 | 1 | 4 |
| 3h | child_prototypical | 1 | 8 | 1 | 8 |
| 3h | child | 10 | 801 | 10 | 900 |
| 4 | parent | 80 | 710 | 82 | 807 |
| 4a | child | 10 | 802 | 11 | 900 |
| 4a | child_prototypical | 1 | 8 | 1 | 9 |
| 4b | child | 10 | 797 | 7 | 899 |
| 4b | child_prototypical | 1 | 8 | 1 | 5 |
| 4c | child | 10 | 800 | 12 | 897 |
| 4c | child_prototypical | 1 | 8 | 1 | 10 |
| 4d | child_prototypical | 1 | 8 | 1 | 2 |
| 4d | child | 10 | 796 | 4 | 901 |
| 4e | child | 10 | 802 | 12 | 899 |
| 4e | child_prototypical | 1 | 8 | 1 | 10 |
| 4f | child | 10 | 802 | 9 | 902 |
| 4f | child_prototypical | 1 | 8 | 1 | 7 |
| 4g | child | 10 | 798 | 15 | 892 |
| 4g | child_prototypical | 1 | 8 | 1 | 13 |
| 4h | child_prototypical | 1 | 8 | 1 | 10 |
| 4h | child | 10 | 801 | 12 | 898 |
| 5 | parent | 90 | 700 | 105 | 784 |
| 5a | child | 10 | 798 | 14 | 893 |
| 5a | child_prototypical | 1 | 8 | 1 | 12 |
| 5b | child_prototypical | 1 | 8 | 1 | 6 |
| 5b | child | 10 | 801 | 8 | 902 |
| 5c | child | 10 | 799 | 11 | 897 |
| 5c | child_prototypical | 1 | 8 | 1 | 9 |
| 5d | child | 10 | 797 | 15 | 891 |
| 5d | child_prototypical | 1 | 8 | 1 | 13 |
| 5e | child | 10 | 801 | 8 | 902 |
| 5e | child_prototypical | 1 | 8 | 1 | 6 |
| 5f | child | 10 | 801 | 11 | 899 |
| 5f | child_prototypical | 1 | 8 | 1 | 9 |
| 5g | child_prototypical | 1 | 8 | 1 | 7 |
| 5g | child | 10 | 802 | 9 | 902 |
| 5h | child | 10 | 800 | 15 | 894 |
| 5h | child_prototypical | 1 | 8 | 1 | 13 |
| 5i | child | 10 | 800 | 14 | 895 |
| 5i | child_prototypical | 1 | 8 | 1 | 12 |
| 6 | parent | 80 | 710 | 99 | 790 |
| 6a | child | 10 | 798 | 15 | 892 |
| 6a | child_prototypical | 1 | 8 | 1 | 13 |
| 6b | child_prototypical | 1 | 8 | 1 | 9 |
| 6b | child | 10 | 801 | 11 | 899 |
| 6c | child_prototypical | 1 | 8 | 1 | 11 |
| 6c | child | 10 | 801 | 13 | 897 |
| 6d | child | 10 | 804 | 10 | 903 |
| 6d | child_prototypical | 1 | 8 | 1 | 8 |
| 6e | child | 10 | 801 | 11 | 899 |
| 6e | child_prototypical | 1 | 8 | 1 | 9 |
| 6f | child | 10 | 799 | 12 | 896 |
| 6f | child_prototypical | 1 | 8 | 1 | 10 |
| 6g | child | 10 | 798 | 12 | 895 |
| 6g | child_prototypical | 1 | 8 | 1 | 10 |
| 6h | child_prototypical | 1 | 8 | 1 | 13 |
| 6h | child | 10 | 799 | 15 | 893 |
| 7 | parent | 80 | 710 | 91 | 798 |
| 7a | child | 10 | 800 | 14 | 895 |
| 7a | child_prototypical | 1 | 8 | 1 | 12 |
| 7b | child | 10 | 796 | 7 | 898 |
| 7b | child_prototypical | 1 | 8 | 1 | 5 |
| 7c | child | 10 | 797 | 11 | 895 |
| 7c | child_prototypical | 1 | 8 | 1 | 9 |
| 7d | child_prototypical | 1 | 8 | 1 | 12 |
| 7d | child | 10 | 800 | 14 | 895 |
| 7e | child_prototypical | 1 | 8 | 1 | 8 |
| 7e | child | 10 | 797 | 10 | 896 |
| 7f | child | 10 | 796 | 12 | 893 |
| 7f | child_prototypical | 1 | 8 | 1 | 10 |
| 7g | child | 10 | 794 | 9 | 894 |
| 7g | child_prototypical | 1 | 8 | 1 | 7 |
| 7h | child | 10 | 795 | 14 | 890 |
| 7h | child_prototypical | 1 | 8 | 1 | 12 |
| 8 | parent | 80 | 710 | 90 | 799 |
| 8a | child | 10 | 797 | 14 | 892 |
| 8a | child_prototypical | 1 | 8 | 1 | 12 |
| 8b | child_prototypical | 1 | 8 | 1 | 5 |
| 8b | child | 10 | 801 | 7 | 903 |
| 8c | child | 10 | 796 | 12 | 893 |
| 8c | child_prototypical | 1 | 8 | 1 | 10 |
| 8d | child | 10 | 796 | 13 | 892 |
| 8d | child_prototypical | 1 | 8 | 1 | 11 |
| 8e | child | 10 | 796 | 11 | 894 |
| 8e | child_prototypical | 1 | 8 | 1 | 9 |
| 8f | child | 10 | 797 | 12 | 894 |
| 8f | child_prototypical | 1 | 8 | 1 | 10 |
| 8g | child_prototypical | 1 | 8 | 1 | 5 |
| 8g | child | 10 | 793 | 7 | 895 |
| 8h | child | 10 | 798 | 14 | 893 |
| 8h | child_prototypical | 1 | 8 | 1 | 12 |
| 9 | parent | 90 | 700 | 96 | 793 |
| 9a | child | 10 | 795 | 14 | 890 |
| 9a | child_prototypical | 1 | 8 | 1 | 12 |
| 9b | child | 10 | 799 | 12 | 896 |
| 9b | child_prototypical | 1 | 8 | 1 | 10 |
| 9c | child | 10 | 790 | 7 | 892 |
| 9c | child_prototypical | 1 | 8 | 1 | 5 |
| 9d | child_prototypical | 1 | 8 | 1 | 7 |
| 9d | child | 10 | 803 | 9 | 903 |
| 9e | child | 10 | 804 | 8 | 905 |
| 9e | child_prototypical | 1 | 8 | 1 | 6 |
| 9f | child | 10 | 799 | 10 | 898 |
| 9f | child_prototypical | 1 | 8 | 1 | 8 |
| 9g | child | 10 | 796 | 14 | 891 |
| 9g | child_prototypical | 1 | 8 | 1 | 12 |
| 9h | child | 10 | 799 | 13 | 895 |
| 9h | child_prototypical | 1 | 8 | 1 | 11 |
| 9i | child | 10 | 799 | 9 | 899 |
| 9i | child_prototypical | 1 | 8 | 1 | 7 |
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",
}