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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 |
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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://ojs.aaai.org/index.php/AAAI/article/view/11164](https://ojs.aaai.org/index.php/AAAI/article/view/11164) |
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- **Dataset:** ConceptNet5 |
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### Dataset Summary |
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ConceptNet5, which compiled to fine-tune [RelBERT](https://github.com/asahi417/relbert) model. |
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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| 33 | 25| |
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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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| Antonym | 3175 | 206870 | 703 | 65330 | |
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| AtLocation | 6974 | 203071 | 727 | 65306 | |
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| CapableOf | 603 | 209442 | 0 | 0 | |
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| Causes | 906 | 209139 | 83 | 65950 | |
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| CausesDesire | 195 | 209850 | 30 | 66003 | |
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| CreatedBy | 104 | 209941 | 4 | 66029 | |
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| DefinedAs | 16 | 210029 | 2 | 66031 | |
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| Desires | 374 | 209671 | 0 | 0 | |
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| DistinctFrom | 1552 | 208493 | 426 | 65607 | |
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| Entails | 277 | 209768 | 118 | 65915 | |
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| HasA | 606 | 209439 | 10 | 66023 | |
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| HasContext | 4664 | 205381 | 1936 | 64097 | |
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| HasFirstSubevent | 66 | 209979 | 17 | 66016 | |
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| HasLastSubevent | 82 | 209963 | 14 | 66019 | |
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| HasPrerequisite | 586 | 209459 | 123 | 65910 | |
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| HasProperty | 1397 | 208648 | 0 | 0 | |
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| HasSubevent | 644 | 209401 | 64 | 65969 | |
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| InstanceOf | 1 | 210044 | 0 | 0 | |
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| IsA | 54028 | 156017 | 21122 | 44911 | |
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| LocatedNear | 21 | 210024 | 3 | 66030 | |
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| MadeOf | 221 | 209824 | 23 | 66010 | |
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| MannerOf | 8762 | 201283 | 3747 | 62286 | |
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| MotivatedByGoal | 282 | 209763 | 35 | 65998 | |
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| NotCapableOf | 17 | 210028 | 0 | 0 | |
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| NotDesires | 235 | 209810 | 0 | 0 | |
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| NotHasProperty | 74 | 209971 | 19 | 66014 | |
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| PartOf | 6880 | 203165 | 2629 | 63404 | |
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| ReceivesAction | 290 | 209755 | 0 | 0 | |
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| RelatedTo | 61672 | 148373 | 11356 | 54677 | |
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| SimilarTo | 82 | 209963 | 36 | 65997 | |
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| SymbolOf | 1 | 210044 | 0 | 0 | |
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| Synonym | 52261 | 157784 | 22391 | 43642 | |
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| UsedFor | 2997 | 207048 | 415 | 65618 | |
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| SUM | 210045 | 6.72144e+06 | 66033 | 1.58479e+06 | |
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|
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### Citation Information |
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``` |
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@inproceedings{speer2017conceptnet, |
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title={Conceptnet 5.5: An open multilingual graph of general knowledge}, |
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author={Speer, Robyn and Chin, Joshua and Havasi, Catherine}, |
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booktitle={Thirty-first AAAI conference on artificial intelligence}, |
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year={2017} |
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} |
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``` |
