Hypernym Discovery

Given a corpus and a target term (hyponym), the task of hypernym discovery consists of extracting a set of its most appropriate hypernyms from the corpus. For example, for the input word “dog”, some valid hypernyms would be “canine”, “mammal” or “animal”.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 21–30 of 33 papers

Title	Date	Tasks	Status	Hype
SemEval-2018 Task 9: Hypernym Discovery	Jun 1, 2018	Binary ClassificationHypernym Discovery	—Unverified	0
ADAPT at SemEval-2018 Task 9: Skip-Gram Word Embeddings for Unsupervised Hypernym Discovery in Specialised Corpora	Jun 1, 2018	Hypernym DiscoveryWord Embeddings	—Unverified	0
SJTU-NLP at SemEval-2018 Task 9: Neural Hypernym Discovery with Term Embeddings	May 26, 2018	Hypernym Discovery	—Unverified	0
UMDuluth-CS8761 at SemEval-2018 Task 9: Hypernym Discovery using Hearst Patterns, Co-occurrence frequencies and Word Embeddings	May 25, 2018	Hypernym DiscoveryWord Embeddings	—Unverified	0
Tel(s)-Telle(s)-Signs: Highly Accurate Automatic Crosslingual Hypernym Discovery	May 1, 2018	Hypernym DiscoveryPrepositional Phrase Attachment	—Unverified	0
Hyperbolic Entailment Cones for Learning Hierarchical Embeddings	Apr 3, 2018	Graph EmbeddingHypernym Discovery	CodeCode Available	1
Distributional Inclusion Vector Embedding for Unsupervised Hypernymy Detection	Oct 2, 2017	Hypernym DiscoveryQuestion Answering	—Unverified	0
BabelDomains: Large-Scale Domain Labeling of Lexical Resources	Apr 1, 2017	ClusteringDomain Adaptation	—Unverified	0
Hypernyms under Siege: Linguistically-motivated Artillery for Hypernymy Detection	Dec 14, 2016	Hypernym Discovery	CodeCode Available	0
Supervised Distributional Hypernym Discovery via Domain Adaptation	Nov 1, 2016	ClusteringDomain Adaptation	—Unverified	0

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	CRIM	MAP	19.78	—	Unverified
2	vTE	MAP	10.6	—	Unverified
3	NLP_HZ	MAP	9.37	—	Unverified
4	300-sparsans	MAP	8.95	—	Unverified
5	MFH	MAP	8.77	—	Unverified
6	SJTU BCMI	MAP	5.77	—	Unverified
7	Apollo	MAP	2.68	—	Unverified
8	balAPInc	MAP	1.36	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CRIM	MAP	34.05	—	Unverified
2	MFH	MAP	28.93	—	Unverified
3	300-sparsans	MAP	20.75	—	Unverified
4	vTE	MAP	18.84	—	Unverified
5	EXPR	MAP	13.77	—	Unverified
6	SJTU BCMI	MAP	11.69	—	Unverified
7	ADAPT	MAP	8.13	—	Unverified
8	balAPInc	MAP	0.91	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CRIM	MAP	40.97	—	Unverified
2	MFH	MAP	33.32	—	Unverified
3	300-sparsans	MAP	29.54	—	Unverified
4	vTE	MAP	12.99	—	Unverified
5	SJTU BCMI	MAP	4.71	—	Unverified
6	ADAPT	MAP	2.63	—	Unverified
7	balAPInc	MAP	1.95	—	Unverified