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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: ConceptNet with High Confidence |
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--- |
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# Dataset Card for "relbert/conceptnet_relation_similarity" |
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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:** Relational similarity dataset based on the high-confidence subset of ConceptNet |
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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), which compiled |
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to fine-tune [RelBERT](https://github.com/asahi417/relbert) model. |
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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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## Dataset Structure |
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### Data Instances |
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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_type": "AtLocation", |
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"positives": [["fish", "water"], ["cloud", "sky"], ["child", "school"], ... ], |
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"negatives": [["pen", "write"], ["sex", "fun"], ["soccer", "sport"], ["fish", "school"], ... ] |
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} |
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``` |
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### Data Splits |
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| train |validation| test| |
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|--------:|---------:|---------:| |
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| 28| 34 | 16| |
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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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``` |