Unirpg: Unified discrete reasoning over table and text as program generation

Y Zhou, J Bao, C Duan, Y Wu, X He, T Zhao - arXiv preprint arXiv …, 2022 - arxiv.org
Question answering requiring discrete reasoning, eg, arithmetic computing, comparison,
and counting, over knowledge is a challenging task. In this paper, we propose UniRPG, a …

Opera: Operation-pivoted discrete reasoning over text

Y Zhou, J Bao, C Duan, H Sun, J Liang, Y Wang… - arXiv preprint arXiv …, 2022 - arxiv.org
Machine reading comprehension (MRC) that requires discrete reasoning involving symbolic
operations, eg, addition, sorting, and counting, is a challenging task. According to this …

A survey of extractive question answering

L Wang, K Zheng, L Qian, S Li - 2022 International Conference …, 2022 - ieeexplore.ieee.org
Extractive question answering is one of the most important tasks in natural language
processing (NLP) which has high research value. In order to sort out its development …

Operation-Augmented Numerical Reasoning for Question Answering

Y Zhou, J Bao, Y Wu, X He… - IEEE/ACM Transactions on …, 2023 - ieeexplore.ieee.org
Question answering requiring numerical reasoning, which generally involves symbolic
operations such as sorting, counting, and addition, is a challenging task. To address such a …

[PDF][PDF] Numerical embeddings for reasoning over text and tables

R Yarullin, S Isaev - 2023 - researchgate.net
The task of answering complex questions over a given context is especially challenging
when it involves numerical and discrete reasoning. It requires the ability to work with …

Pre-reading Activity over Question for Machine Reading Comprehension

C Yuan, K Liu, X Zhang - 2022 IEEE 34th International …, 2022 - ieeexplore.ieee.org
Machine reading comprehension (MRC) is a chal-lenging task, which has the long-standing
goal of developing models that can determine the answer based on the given passage and …