Search Results for author: Xingyu Shi

Found 2 papers, 1 papers with code

Explainable Topic-Enhanced Argument Mining from Heterogeneous Sources

no code implementations22 Jul 2023 Jiasheng Si, Yingjie Zhu, Xingyu Shi, Deyu Zhou, Yulan He

Specifically, with the use of the neural topic model and the language model, the target information is augmented by explainable topic representations.

Argument Mining Language Modelling +1

Topic-Aware Evidence Reasoning and Stance-Aware Aggregation for Fact Verification

1 code implementation ACL 2021 Jiasheng Si, Deyu Zhou, Tongzhe Li, Xingyu Shi, Yulan He

To alleviate the above issues, we propose a novel topic-aware evidence reasoning and stance-aware aggregation model for more accurate fact verification, with the following four key properties: 1) checking topical consistency between the claim and evidence; 2) maintaining topical coherence among multiple pieces of evidence; 3) ensuring semantic similarity between the global topic information and the semantic representation of evidence; 4) aggregating evidence based on their implicit stances to the claim.

Fact Verification Semantic Similarity +1

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