TY - GEN
T1 - Set-aware Entity Synonym Discovery with Flexible Receptive Fields (Extended Abstract)
AU - Pei, Shichao
AU - Yu, Lu
AU - Zhang, Xiangliang
N1 - Publisher Copyright:
© 2022 IEEE.
PY - 2022
Y1 - 2022
N2 - Entity synonym discovery (ESD) from text corpus is an essential problem in many entity-leveraging applications. This paper aims to address three limitations that widely exist in the current ESD solutions: 1) the lack of effective utilization for synonym set information; 2) the feature extraction of entities from restricted receptive fields; and 3) the incapacity to capture higher-order contextual information. We propose a novel set-aware ESD model that enables a flexible receptive field for ESD by using entity synonym set information and constructing a two-level network. Extensive experimental results on public datasets show that our model consistently outperforms the state-of-the-art with significant improvement.
AB - Entity synonym discovery (ESD) from text corpus is an essential problem in many entity-leveraging applications. This paper aims to address three limitations that widely exist in the current ESD solutions: 1) the lack of effective utilization for synonym set information; 2) the feature extraction of entities from restricted receptive fields; and 3) the incapacity to capture higher-order contextual information. We propose a novel set-aware ESD model that enables a flexible receptive field for ESD by using entity synonym set information and constructing a two-level network. Extensive experimental results on public datasets show that our model consistently outperforms the state-of-the-art with significant improvement.
KW - Entity Synonym Discovery
KW - Entity Synonym Set
KW - Flexible Receptive Fields
UR - https://www.scopus.com/pages/publications/85136445540
UR - https://www.scopus.com/pages/publications/85136445540#tab=citedBy
U2 - 10.1109/ICDE53745.2022.00141
DO - 10.1109/ICDE53745.2022.00141
M3 - Conference contribution
AN - SCOPUS:85136445540
T3 - Proceedings - International Conference on Data Engineering
SP - 1529
EP - 1530
BT - Proceedings - 2022 IEEE 38th International Conference on Data Engineering, ICDE 2022
PB - IEEE Computer Society
T2 - 38th IEEE International Conference on Data Engineering, ICDE 2022
Y2 - 9 May 2022 through 12 May 2022
ER -