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OPERA:Operation-Pivoted Discrete Reasoning over Text. (arXiv:2204.14166v1 [cs.CL])
May 2, 2022, 1:11 a.m. | Yongwei Zhou, Junwei Bao, Chaoqun Duan, Haipeng Sun, Jiahui Liang, Yifan Wang, Jing Zhao, Youzheng Wu, Xiaodong He, Tiejun Zhao
cs.CL updates on arXiv.org arxiv.org
Machine reading comprehension (MRC) that requires discrete reasoning
involving symbolic operations, e.g., addition, sorting, and counting, is a
challenging task. According to this nature, semantic parsing-based methods
predict interpretable but complex logical forms. However, logical form
generation is nontrivial and even a little perturbation in a logical form will
lead to wrong answers. To alleviate this issue, multi-predictor -based methods
are proposed to directly predict different types of answers and achieve
improvements. However, they ignore the utilization of symbolic operations …
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