论文标题

关于机器阅读理解中解释性的调查

A Survey on Explainability in Machine Reading Comprehension

论文作者

Thayaparan, Mokanarangan, Valentino, Marco, Freitas, André

论文摘要

本文介绍了基准和方法的系统综述,以解释机器阅读理解(MRC)。我们介绍了表示和推理挑战的发展以及为应对这些挑战所采取的步骤。我们还提出了评估方法来评估可解释系统的性能。此外,我们确定了持续的开放研究问题,并突出了未来工作的关键方向。

This paper presents a systematic review of benchmarks and approaches for explainability in Machine Reading Comprehension (MRC). We present how the representation and inference challenges evolved and the steps which were taken to tackle these challenges. We also present the evaluation methodologies to assess the performance of explainable systems. In addition, we identify persisting open research questions and highlight critical directions for future work.

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