| | --- |
| | 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" |
| | } |
| | ``` |
