Faithfulness and Factuality

Converge to the Truth: Factual Error Correction via Iterative Constrained Editing
Fact verification guided iterative factual error correction without the supervision from corretion.
Jiangjie Chen, Rui Xu, Wenxuan Zeng, Changzhi Sun, Lei Li, Yanghua Xiao
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Converge to the Truth: Factual Error Correction via Iterative Constrained Editing
FalCon: A Faithful Contrastive Framework for Response Generation in TableQA Systems
In a practical TableQA system, response generation is a critical module to generate a natural language description of the SQL and the …
Shineng Fang, Jiangjie Chen, Xinyao Shen, Yunwen Chen, Yanghua Xiao
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FalCon: A Faithful Contrastive Framework for Response Generation in TableQA Systems
LOREN: Logic-Regularized Reasoning for Interpretable Fact Verification
Interpretable fact verification with phrasal decomposition and logic regularization.
Jiangjie Chen, Qiaoben Bao, Changzhi Sun, Xinbo Zhang, Jiaze Chen, Hao Zhou, Yanghua Xiao, Lei Li
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LOREN: Logic-Regularized Reasoning for Interpretable Fact Verification
Ensuring Readability and Data-fidelity using Head-modifier Templates in Deep Type Description Generation
Building head-modifier templates to constrain entity type description generation.
Jiangjie Chen, Ao Wang, Haiyun Jiang, Suo Feng, Chenguang Li, Yanghua Xiao
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Ensuring Readability and Data-fidelity using Head-modifier Templates in Deep Type Description Generation