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Contrastive Learning with Logic-driven Data Augmentation for Logical Reasoning over Text


May 21, 2023
Qiming Bao, Alex Yuxuan Peng, Zhenyun Deng, Wanjun Zhong, Neset Tan, Nathan Young, Yang Chen, Yonghua Zhu, Michael Witbrock, Jiamou Liu

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Prompt-based Conservation Learning for Multi-hop Question Answering


Sep 14, 2022
Zhenyun Deng, Yonghua Zhu, Yang Chen, Qianqian Qi, Michael Witbrock, Patricia Riddle

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* Accepted to COLING 2022 

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Multi-Step Deductive Reasoning Over Natural Language: An Empirical Study on Out-of-Distribution Generalisation


Jul 28, 2022
Qiming Bao, Alex Yuxuan Peng, Tim Hartill, Neset Tan, Zhenyun Deng, Michael Witbrock, Jiamou Liu

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* 10 pages, 3 figures, The 2nd International Joint Conference on Learning & Reasoning and 16th International Workshop on Neural-Symbolic Learning and Reasoning (IJCLR-NeSy 2022) 

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Interpretable AMR-Based Question Decomposition for Multi-hop Question Answering


Jun 16, 2022
Zhenyun Deng, Yonghua Zhu, Yang Chen, Michael Witbrock, Patricia Riddle

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* Accepted by IJCAI 2022 

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