A context-enhanced sentence representation learning method for close domains with topic modeling

Shuangyin Li, Weiwei Chen,Yu Zhang,Gansen Zhao,Rong Pan,Zhenhua Huang,Yong Tang

Information Sciences（2022）

引用 2|浏览45

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摘要

•Context-enhanced mechanism fosters sentence embeddings learning in closed domains.•Bi-Directional contexts helps to learn high-quality sentence embeddings.•Model in closed domains is readily trained from scratch.•It is highly interpretable for sentence representation learning with topic modeling.

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关键词

Sentence representations learning,Closed domains,Bayesian sentence embedding,Bi-directional context-enhanced,Semantic interpretability,Topic modeling

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