ExpMRC: explainability evaluation for machine reading comprehension

Achieving human-level performance on some Machine Reading Comprehension (MRC) datasets is no longer challenging with the help of powerful Pre-trained Language Models (PLMs). However, it is necessary to provide both answer prediction and its explanation to further improve the MRC system's reliab...

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Bibliographic Details
Main Authors: Yiming Cui, Ting Liu, Wanxiang Che, Zhigang Chen, Shijin Wang
Format: Article
Language:English
Published: Elsevier 2022-04-01
Series:Heliyon
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2405844022005783