ExpMRC: Explainability Evaluation for Machine Reading Comprehension

ExpMRC: Explainability Evaluation for Machine Reading Comprehension

10 May 2021

Papers citing "ExpMRC: Explainability Evaluation for Machine Reading Comprehension"

12 / 12 papers shown

Title
The elephant in the interpretability room: Why use attention as explanation when we have saliency methods? Jasmijn Bastings Katja Filippova XAI LRM 85 177 0 12 Oct 2020
Attention is not not Explanation Sarah Wiegreffe Yuval Pinter XAI AAML FAtt 96 908 0 13 Aug 2019
Is Attention Interpretable? Sofia Serrano Noah A. Smith 98 683 0 09 Jun 2019
Dynamically Fused Graph Network for Multi-hop Reasoning Yunxuan Xiao Yanru Qu Lin Qiu Hao Zhou Lei Li Weinan Zhang Yong Yu 69 191 0 16 May 2019
Attention is not Explanation Sarthak Jain Byron C. Wallace FAtt 122 1,319 0 26 Feb 2019
HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering Zhilin Yang Peng Qi Saizheng Zhang Yoshua Bengio William W. Cohen Ruslan Salakhutdinov Christopher D. Manning RALM 147 2,635 0 25 Sep 2018
Know What You Don't Know: Unanswerable Questions for SQuAD Pranav Rajpurkar Robin Jia Percy Liang RALM ELM 245 2,835 0 11 Jun 2018
Bidirectional Attention Flow for Machine Comprehension Minjoon Seo Aniruddha Kembhavi Ali Farhadi Hannaneh Hajishirzi 131 2,089 0 05 Nov 2016
Attention-over-Attention Neural Networks for Reading Comprehension Yiming Cui Zhongfu Chen Si Wei Shijin Wang Ting Liu Guoping Hu AIMat 60 437 0 15 Jul 2016
SQuAD: 100,000+ Questions for Machine Comprehension of Text Pranav Rajpurkar Jian Zhang Konstantin Lopyrev Percy Liang RALM 229 8,113 0 16 Jun 2016
The Goldilocks Principle: Reading Children's Books with Explicit Memory Representations Felix Hill Antoine Bordes S. Chopra Jason Weston RALM 99 635 0 07 Nov 2015
Teaching Machines to Read and Comprehend Karl Moritz Hermann Tomás Kociský Edward Grefenstette L. Espeholt W. Kay Mustafa Suleyman Phil Blunsom 319 3,538 0 10 Jun 2015