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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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- 1K<n<10K |
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pretty_name: ConceptNet with High Confidence |
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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 |
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|
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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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|
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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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``` |
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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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|
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### Data Splits |
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| name |train|validation| |
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|---------|----:|---------:| |
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|conceptnet| 25 | 24| |
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|
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### Number of Positive/Negative Word-pairs in each Split |
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|
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| relation_type | positive (train) | negative (train) | positive (validation) | negative (validation) | |
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|:-----------------|-------------------:|-------------------:|------------------------:|------------------------:| |
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| AtLocation | 383 | 1749 | 97 | 574 | |
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| CapableOf | 195 | 1771 | 73 | 596 | |
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| Causes | 71 | 1778 | 26 | 591 | |
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| CausesDesire | 9 | 1774 | 11 | 591 | |
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| CreatedBy | 2 | 1777 | 0 | 0 | |
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| DefinedAs | 0 | 0 | 2 | 591 | |
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| Desires | 16 | 1775 | 12 | 591 | |
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| HasA | 67 | 1795 | 17 | 591 | |
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| HasFirstSubevent | 2 | 1777 | 0 | 0 | |
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| HasLastSubevent | 2 | 1777 | 3 | 589 | |
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| HasPrerequisite | 168 | 1784 | 57 | 588 | |
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| HasProperty | 94 | 1782 | 39 | 601 | |
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| HasSubevent | 125 | 1779 | 40 | 605 | |
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| IsA | 310 | 1745 | 98 | 599 | |
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| MadeOf | 17 | 1774 | 7 | 589 | |
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| MotivatedByGoal | 14 | 1777 | 11 | 591 | |
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| PartOf | 34 | 1782 | 7 | 589 | |
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| ReceivesAction | 18 | 1774 | 8 | 589 | |
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| SymbolOf | 0 | 0 | 2 | 592 | |
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| UsedFor | 249 | 1796 | 81 | 584 | |
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| SUM | 1776 | 31966 | 591 | 10641 | |
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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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``` |
