Reasoning

E-KAR: A Benchmark for Rationalizing Natural Language Analogical Reasoning
We benchmark knowledge-intensive analogical reasoning with human-annotated explanations.
Jiangjie Chen, Rui Xu, Ziquan Fu, Wei Shi, Zhongqiao Li, Xinbo Zhang, Changzhi Sun, Lei Li, Yanghua Xiao, Hao Zhou
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E-KAR: A Benchmark for Rationalizing Natural Language Analogical Reasoning
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
Unsupervised Editing for Counterfactual Stories
Creating counterfactual story endings (what-if stories) with unsupervised editing.
Jiangjie Chen, Chun Gan, Sijie Cheng, Hao Zhou, Yanghua Xiao, Lei Li
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Unsupervised Editing for Counterfactual Stories
Probabilistic Graph Reasoning for Natural Proof Generation
A novel approach for joint answer prediction and proof generation.
Changzhi Sun, Xinbo Zhang, Jiangjie Chen, Chun Gan, Yuanbin Wu, Jiaze Chen, Hao Zhou, Lei Li
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Probabilistic Graph Reasoning for Natural Proof Generation