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}
}