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 11–20 of 33 papers

Title	Date	Tasks	Status
300-sparsans at SemEval-2018 Task 9: Hypernymy as interaction of sparse attributes	Jun 1, 2018	Hypernym DiscoveryWord Embeddings	—Unverified
ADAPT at SemEval-2018 Task 9: Skip-Gram Word Embeddings for Unsupervised Hypernym Discovery in Specialised Corpora	Jun 1, 2018	Hypernym DiscoveryWord Embeddings	—Unverified
Analyzing BERT’s Knowledge of Hypernymy via Prompting	Nov 1, 2021	Hypernym Discovery	—Unverified
The Effectiveness of Simple Hybrid Systems for Hypernym Discovery	Jul 1, 2019	Hypernym Discovery	—Unverified
Towards Linked Hypernyms Dataset 2.0: complementing DBpedia with hypernym discovery	May 1, 2014	ArticlesHypernym Discovery	—Unverified
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
UMDuluth-CS8761 at SemEval-2018 Task9: Hypernym Discovery using Hearst Patterns, Co-occurrence frequencies and Word Embeddings	Jun 1, 2018	Hypernym DiscoveryWord Embeddings	—Unverified
Weakly Supervised Definition Extraction	Sep 1, 2015	Definition ExtractionHypernym Discovery	—Unverified
HyperBox: A Supervised Approach for Hypernym Discovery using Box Embeddings	Apr 5, 2022	Hypernym Discovery	—Unverified
Hypernym Discovery via a Recurrent Mapping Model	Aug 1, 2021	Hypernym Discoverymodel	—Unverified

Show:10 25 50

← PrevPage 2 of 4Next →

All datasets General Medical domain Music domain

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