---
language:
- en
license:
- other
multilinguality:
- monolingual
size_categories:
- n<1K
pretty_name: relbert/conceptnet
---
# Dataset Card for "relbert/conceptnet"

## Dataset Description
- **Repository:** [RelBERT](https://github.com/asahi417/relbert)
- **Paper:** [https://home.ttic.edu/~kgimpel/commonsense.html](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](https://home.ttic.edu/~kgimpel/commonsense.html).
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.
```shell
{
  "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"
}
```