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--- |
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language: |
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- en |
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license: |
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- other |
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multilinguality: |
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- monolingual |
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size_categories: |
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- n<1K |
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pretty_name: relbert/conceptnet |
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--- |
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# Dataset Card for "relbert/conceptnet" |
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## Dataset Description |
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- **Repository:** [RelBERT](https://github.com/asahi417/relbert) |
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- **Paper:** [https://home.ttic.edu/~kgimpel/commonsense.html](https://home.ttic.edu/~kgimpel/commonsense.html) |
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- **Dataset:** High Confidence Subset of ConceptNet for link prediction |
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### Dataset Summary |
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The selected subset of ConceptNet used in [this work](https://home.ttic.edu/~kgimpel/commonsense.html). |
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We removed `NotCapableOf` and `NotDesires` to keep the positive relation only. |
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We consider the original test set as test set, dev1 as the training set, and dev2 as the validation set. |
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- Number of instances |
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| | train | validation | test | |
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|:--------------------------------|--------:|-------------:|-------:| |
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| number of pairs | 583082 | 1184 | 1187 | |
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| number of unique relation types | 28 | 20 | 19 | |
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- Number of pairs in each relation type |
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| | number of pairs (train) | number of pairs (validation) | number of pairs (test) | |
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|:-----------------|--------------------------:|-------------------------------:|-------------------------:| |
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| AtLocation | 69838 | 230 | 250 | |
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| CapableOf | 71840 | 124 | 144 | |
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| Causes | 34732 | 52 | 45 | |
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| CausesDesire | 9616 | 15 | 5 | |
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| CreatedBy | 534 | 1 | 2 | |
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| DefinedAs | 11048 | 2 | 1 | |
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| DesireOf | 28 | 0 | 0 | |
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| Desires | 8960 | 20 | 8 | |
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| HasA | 19234 | 43 | 41 | |
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| HasFirstSubevent | 7350 | 2 | 1 | |
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| HasLastSubevent | 5916 | 5 | 0 | |
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| HasPainCharacter | 2 | 0 | 0 | |
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| HasPainIntensity | 2 | 0 | 0 | |
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| HasPrerequisite | 47298 | 116 | 109 | |
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| HasProperty | 36610 | 63 | 70 | |
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| HasSubevent | 52468 | 82 | 83 | |
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| InheritsFrom | 112 | 0 | 0 | |
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| InstanceOf | 138 | 0 | 0 | |
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| IsA | 71034 | 197 | 211 | |
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| LocatedNear | 6 | 0 | 0 | |
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| LocationOfAction | 6 | 0 | 0 | |
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| MadeOf | 1518 | 10 | 14 | |
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| MotivatedByGoal | 23668 | 17 | 8 | |
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| PartOf | 5402 | 19 | 22 | |
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| ReceivesAction | 20656 | 15 | 11 | |
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| RelatedTo | 178 | 0 | 1 | |
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| SymbolOf | 328 | 2 | 0 | |
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| UsedFor | 84560 | 169 | 161 | |
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## Dataset Structure |
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An example of `train` looks as follows. |
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```shell |
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{ |
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"relation": "IsA", |
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"head": "baseball", |
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"tail": "sport" |
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} |
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``` |
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## Citation Information |
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``` |
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@InProceedings{P16-1137, |
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author = "Li, Xiang |
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and Taheri, Aynaz |
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and Tu, Lifu |
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and Gimpel, Kevin", |
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title = "Commonsense Knowledge Base Completion", |
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booktitle = "Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) ", |
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year = "2016", |
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publisher = "Association for Computational Linguistics", |
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pages = "1445--1455", |
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location = "Berlin, Germany", |
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doi = "10.18653/v1/P16-1137", |
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url = "http://aclweb.org/anthology/P16-1137" |
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} |
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``` |
