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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_high_confidence" |
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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), which compiled |
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to fine-tune [RelBERT](https://github.com/asahi417/relbert) model. |
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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_high_confidence| 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 | 1768 | 97 | 578 | |
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| CapableOf | 195 | 1790 | 73 | 600 | |
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| Causes | 71 | 1797 | 26 | 595 | |
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| CausesDesire | 9 | 1793 | 11 | 595 | |
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| CreatedBy | 2 | 1796 | 0 | 0 | |
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| DefinedAs | 0 | 0 | 2 | 595 | |
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| Desires | 16 | 1794 | 12 | 595 | |
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| HasA | 67 | 1814 | 17 | 595 | |
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| HasFirstSubevent | 2 | 1796 | 0 | 0 | |
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| HasLastSubevent | 2 | 1796 | 3 | 593 | |
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| HasPrerequisite | 168 | 1803 | 57 | 592 | |
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| HasProperty | 94 | 1801 | 39 | 605 | |
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| HasSubevent | 125 | 1798 | 40 | 609 | |
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| IsA | 310 | 1764 | 98 | 603 | |
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| MadeOf | 17 | 1793 | 7 | 593 | |
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| MotivatedByGoal | 14 | 1796 | 11 | 595 | |
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| NotCapableOf | 15 | 1793 | 0 | 0 | |
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| NotDesires | 4 | 1795 | 4 | 592 | |
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| PartOf | 34 | 1801 | 7 | 593 | |
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| ReceivesAction | 18 | 1793 | 8 | 593 | |
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| SymbolOf | 0 | 0 | 2 | 596 | |
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| UsedFor | 249 | 1815 | 81 | 588 | |
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| SUM | 1795 | 35896 | 595 | 11305 | |
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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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``` |
