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20172022
most citedTaxoExpan: Self-supervised Taxonomy Expansion with Position-Enhanced Graph Neural Network

56 citations · 203 across the 18 of their papers we have counts for

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Showing 2019Show all

7 papers · 1 filter

cs.CL201921 cited

HiExpan: Task-Guided Taxonomy Construction by Hierarchical Tree Expansion

Jiaming Shen, Zeqiu Wu, Dongming Lei +5

Taxonomies are of great value to many knowledge-rich applications. As the manual taxonomy curation costs enormous human effects, automatic taxonomy construction is in great demand.…

cs.CL2019

SetExpan: Corpus-Based Set Expansion via Context Feature Selection and Rank Ensemble

Jiaming Shen, Zeqiu Wu, Dongming Lei +3

Corpus-based set expansion (i.e., finding the "complete" set of entities belonging to the same semantic class, based on a given corpus and a tiny set of seeds) is a critical task i…

cs.CL2019

FUSE: Multi-Faceted Set Expansion by Coherent Clustering of Skip-grams

Wanzheng Zhu, Hongyu Gong, Jiaming Shen +4

Set expansion aims to expand a small set of seed entities into a complete set of relevant entities. Most existing approaches assume the input seed set is unambiguous and completely…

cs.SI20196 cited

CubeNet: Multi-Facet Hierarchical Heterogeneous Network Construction, Analysis, and Mining

Carl Yang, Dai Teng, Siyang Liu +8

Due to the ever-increasing size of data, construction, analysis and mining of universal massive networks are becoming forbidden and meaningless. In this work, we outline a novel fr…

cs.IR2019

Query-Specific Knowledge Summarization with Entity Evolutionary Networks

Carl Yang, Lingrui Gan, Zongyi Wang +3

Given a query, unlike traditional IR that finds relevant documents or entities, in this work, we focus on retrieving both entities and their connections for insightful knowledge su…

cs.CL2019

Discovering Hypernymy in Text-Rich Heterogeneous Information Network by Exploiting Context Granularity

Yu Shi, Jiaming Shen, Yuchen Li +7

Text-rich heterogeneous information networks (text-rich HINs) are ubiquitous in real-world applications. Hypernymy, also known as is-a relation or subclass-of relation, lays in the…