activity
20172020
most citedTaxoExpan: Self-supervised Taxonomy Expansion with Position-Enhanced Graph Neural Network

56 citations · 174 across the 13 of their papers we have counts for

collaborators

17 papers

cs.CL2020

Near-imperceptible Neural Linguistic Steganography via Self-Adjusting Arithmetic Coding

Jiaming Shen, Heng Ji, Jiawei Han

Linguistic steganography studies how to hide secret messages in natural language cover texts. Traditional methods aim to transform a secret message into an innocent text via lexica…

cs.CL2020

SynSetExpan: An Iterative Framework for Joint Entity Set Expansion and Synonym Discovery

Jiaming Shen, Wenda Qiu, Jingbo Shang +3

Entity set expansion and synonym discovery are two critical NLP tasks. Previous studies accomplish them separately, without exploring their interdependencies. In this work, we hypo…

cs.CL202047 cited

STEAM: Self-Supervised Taxonomy Expansion with Mini-Paths

Yue Yu, Yinghao Li, Jiaming Shen +3

Taxonomies are important knowledge ontologies that underpin numerous applications on a daily basis, but many taxonomies used in practice suffer from the low coverage issue. We stud…

cs.CL2020

Empower Entity Set Expansion via Language Model Probing

Yunyi Zhang, Jiaming Shen, Jingbo Shang +1

Entity set expansion, aiming at expanding a small seed entity set with new entities belonging to the same semantic class, is a critical task that benefits many downstream NLP and I…

cs.CL202023 cited

Guiding Corpus-based Set Expansion by Auxiliary Sets Generation and Co-Expansion

Jiaxin Huang, Yiqing Xie, Yu Meng +3

Given a small set of seed entities (e.g., ``USA'', ``Russia''), corpus-based set expansion is to induce an extensive set of entities which share the same semantic class (Country in…

cs.CL202056 cited

TaxoExpan: Self-supervised Taxonomy Expansion with Position-Enhanced Graph Neural Network

Jiaming Shen, Zhihong Shen, Chenyan Xiong +3

Taxonomies consist of machine-interpretable semantics and provide valuable knowledge for many web applications. For example, online retailers (e.g., Amazon and eBay) use taxonomies…