metadata
language:
- en
license:
- other
multilinguality:
- monolingual
size_categories:
- n<1K
pretty_name: relbert/conceptnet
Dataset Card for "relbert/conceptnet"
Dataset Description
- Repository: RelBERT
- Paper: https://home.ttic.edu/~kgimpel/commonsense.html
- Dataset: High Confidence Subset of ConceptNet for link prediction
Dataset Summary
The selected subset of ConceptNet used in this work.
We removed NotCapableOf and NotDesires to keep the positive relation only.
We consider the original test set as test set, dev1 as the training set, and dev2 as the validation set.
- Number of instances
| train | validation | test | |
|---|---|---|---|
| number of pairs | 583082 | 1184 | 1187 |
| number of unique relation types | 28 | 20 | 19 |
- Number of pairs in each relation type
| number of pairs (train) | number of pairs (validation) | number of pairs (test) | |
|---|---|---|---|
| AtLocation | 69838 | 230 | 250 |
| CapableOf | 71840 | 124 | 144 |
| Causes | 34732 | 52 | 45 |
| CausesDesire | 9616 | 15 | 5 |
| CreatedBy | 534 | 1 | 2 |
| DefinedAs | 11048 | 2 | 1 |
| DesireOf | 28 | 0 | 0 |
| Desires | 8960 | 20 | 8 |
| HasA | 19234 | 43 | 41 |
| HasFirstSubevent | 7350 | 2 | 1 |
| HasLastSubevent | 5916 | 5 | 0 |
| HasPainCharacter | 2 | 0 | 0 |
| HasPainIntensity | 2 | 0 | 0 |
| HasPrerequisite | 47298 | 116 | 109 |
| HasProperty | 36610 | 63 | 70 |
| HasSubevent | 52468 | 82 | 83 |
| InheritsFrom | 112 | 0 | 0 |
| InstanceOf | 138 | 0 | 0 |
| IsA | 71034 | 197 | 211 |
| LocatedNear | 6 | 0 | 0 |
| LocationOfAction | 6 | 0 | 0 |
| MadeOf | 1518 | 10 | 14 |
| MotivatedByGoal | 23668 | 17 | 8 |
| PartOf | 5402 | 19 | 22 |
| ReceivesAction | 20656 | 15 | 11 |
| RelatedTo | 178 | 0 | 1 |
| SymbolOf | 328 | 2 | 0 |
| UsedFor | 84560 | 169 | 161 |
Dataset Structure
An example of train looks as follows.
{
"relation": "IsA",
"head": "baseball",
"tail": "sport"
}
Citation Information
@InProceedings{P16-1137,
author = "Li, Xiang
and Taheri, Aynaz
and Tu, Lifu
and Gimpel, Kevin",
title = "Commonsense Knowledge Base Completion",
booktitle = "Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) ",
year = "2016",
publisher = "Association for Computational Linguistics",
pages = "1445--1455",
location = "Berlin, Germany",
doi = "10.18653/v1/P16-1137",
url = "http://aclweb.org/anthology/P16-1137"
}