• DOI:10.18653/v1/2020.emnlp-main.548
Corpus ID: 222133899

Towards Interpretable Reasoning over Paragraph Effects in Situation

@article{Ren2020TowardsIR,
  title={Towards Interpretable Reasoning over Paragraph Effects in Situation},
  author={Mucheng Ren and Xiubo Geng and Tao Qin and He-yan Huang and Daxin Jiang},
  journal={ArXiv},
  year={2020},
  volume={abs/2010.01272}
}

Mucheng Ren, Xiubo Geng, +2 authors Daxin Jiang

Published 2020

Computer Science

ArXiv

We focus on the task of reasoning over paragraph effects in situation, which requires a model to understand the cause and effect described in a background paragraph, and apply the knowledge to a novel situation. Existing works ignore the complicated reasoning process and solve it with a one-step "black box" model. Inspired by human cognitive processes, in this paper we propose a sequential approach for this task which explicitly models each step of the reasoning process with neural network… CONTINUE READING

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