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Dataset Card for "relbert/conceptnet"
Dataset Summary
ConceptNet5, which compiled to fine-tune RelBERT model.
Dataset Structure
Data Instances
An example of train
looks as follows.
{
"relation_type": "AtLocation",
"positives": [["fish", "water"], ["cloud", "sky"], ["child", "school"], ... ],
"negatives": [["pen", "write"], ["sex", "fun"], ["soccer", "sport"], ["fish", "school"], ... ]
}
Data Splits
name | train | validation |
---|---|---|
conceptnet | 33 | 25 |
Number of Positive/Negative Word-pairs in each Split
relation_type | positive (train) | negative (train) | positive (validation) | negative (validation) |
---|---|---|---|---|
Antonym | 3175 | 206870 | 703 | 65330 |
AtLocation | 6974 | 203071 | 727 | 65306 |
CapableOf | 603 | 209442 | 0 | 0 |
Causes | 906 | 209139 | 83 | 65950 |
CausesDesire | 195 | 209850 | 30 | 66003 |
CreatedBy | 104 | 209941 | 4 | 66029 |
DefinedAs | 16 | 210029 | 2 | 66031 |
Desires | 374 | 209671 | 0 | 0 |
DistinctFrom | 1552 | 208493 | 426 | 65607 |
Entails | 277 | 209768 | 118 | 65915 |
HasA | 606 | 209439 | 10 | 66023 |
HasContext | 4664 | 205381 | 1936 | 64097 |
HasFirstSubevent | 66 | 209979 | 17 | 66016 |
HasLastSubevent | 82 | 209963 | 14 | 66019 |
HasPrerequisite | 586 | 209459 | 123 | 65910 |
HasProperty | 1397 | 208648 | 0 | 0 |
HasSubevent | 644 | 209401 | 64 | 65969 |
InstanceOf | 1 | 210044 | 0 | 0 |
IsA | 54028 | 156017 | 21122 | 44911 |
LocatedNear | 21 | 210024 | 3 | 66030 |
MadeOf | 221 | 209824 | 23 | 66010 |
MannerOf | 8762 | 201283 | 3747 | 62286 |
MotivatedByGoal | 282 | 209763 | 35 | 65998 |
NotCapableOf | 17 | 210028 | 0 | 0 |
NotDesires | 235 | 209810 | 0 | 0 |
NotHasProperty | 74 | 209971 | 19 | 66014 |
PartOf | 6880 | 203165 | 2629 | 63404 |
ReceivesAction | 290 | 209755 | 0 | 0 |
RelatedTo | 61672 | 148373 | 11356 | 54677 |
SimilarTo | 82 | 209963 | 36 | 65997 |
SymbolOf | 1 | 210044 | 0 | 0 |
Synonym | 52261 | 157784 | 22391 | 43642 |
UsedFor | 2997 | 207048 | 415 | 65618 |
SUM | 210045 | 6.72144e+06 | 66033 | 1.58479e+06 |
Citation Information
@inproceedings{speer2017conceptnet,
title={Conceptnet 5.5: An open multilingual graph of general knowledge},
author={Speer, Robyn and Chin, Joshua and Havasi, Catherine},
booktitle={Thirty-first AAAI conference on artificial intelligence},
year={2017}
}
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