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 1–25 of 33 papers

Title	Date	Tasks	Status	Hype
OntoTune: Ontology-Driven Self-training for Aligning Large Language Models	Feb 8, 2025	Hypernym DiscoveryIn-Context Learning	CodeCode Available	1
TaxoLLaMA: WordNet-based Model for Solving Multiple Lexical Semantic Tasks	Mar 14, 2024	Domain AdaptationFew-Shot Learning	CodeCode Available	1
Probing Pretrained Language Models with Hierarchy Properties	Dec 15, 2023	Hypernym DiscoveryInformation Retrieval	—Unverified	0
Modelling Commonsense Properties using Pre-Trained Bi-Encoders	Oct 6, 2022	Hypernym Discovery	CodeCode Available	0
HyperBox: A Supervised Approach for Hypernym Discovery using Box Embeddings	Apr 5, 2022	Hypernym Discovery	—Unverified	0
CogALex 2.0: Impact of Data Quality on Lexical-Semantic Relation Prediction	Dec 14, 2021	Hypernym DiscoveryRelation	CodeCode Available	0
Analyzing BERT’s Knowledge of Hypernymy via Prompting	Nov 1, 2021	Hypernym Discovery	—Unverified	0
Hypernym Discovery via a Recurrent Mapping Model	Aug 1, 2021	Hypernym Discoverymodel	—Unverified	0
Document Structure aware Relational Graph Convolutional Networks for Ontology Population	Apr 27, 2021	Hypernym DiscoveryQuestion Answering	—Unverified	0
CogALex-VI Shared Task: Transrelation - A Robust Multilingual Language Model for Multilingual Relation Identification	Dec 12, 2020	Hypernym DiscoveryLanguage Modeling	CodeCode Available	0
Meemi: A Simple Method for Post-processing and Integrating Cross-lingual Word Embeddings	Oct 16, 2019	Cross-Lingual Natural Language InferenceCross-Lingual Word Embeddings	—Unverified	0
The Effectiveness of Simple Hybrid Systems for Hypernym Discovery	Jul 1, 2019	Hypernym Discovery	—Unverified	0
Document Structure Measure for Hypernym discovery	Nov 30, 2018	Hypernym DiscoveryPosition	—Unverified	0
Learning Scalar Adjective Intensity from Paraphrases	Oct 1, 2018	Hypernym DiscoveryQuestion Answering	—Unverified	0
300-sparsans at SemEval-2018 Task 9: Hypernymy as interaction of sparse attributes	Jun 1, 2018	Hypernym DiscoveryWord Embeddings	—Unverified	0
EXPR at SemEval-2018 Task 9: A Combined Approach for Hypernym Discovery	Jun 1, 2018	Hypernym DiscoveryInformation Retrieval	—Unverified	0
UMDuluth-CS8761 at SemEval-2018 Task9: Hypernym Discovery using Hearst Patterns, Co-occurrence frequencies and Word Embeddings	Jun 1, 2018	Hypernym DiscoveryWord Embeddings	—Unverified	0
CRIM at SemEval-2018 Task 9: A Hybrid Approach to Hypernym Discovery	Jun 1, 2018	Hypernym DiscoveryRelation Extraction	CodeCode Available	0
NLP\_HZ at SemEval-2018 Task 9: a Nearest Neighbor Approach	Jun 1, 2018	Hypernym DiscoveryInformation Retrieval	—Unverified	0
Apollo at SemEval-2018 Task 9: Detecting Hypernymy Relations Using Syntactic Dependencies	Jun 1, 2018	Hypernym Discovery	—Unverified	0
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

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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