F1 is Not Enough! Models and Evaluation Towards User-Centered Explainable Question Answering

13 October 2020

Papers citing "F1 is Not Enough! Models and Evaluation Towards User-Centered Explainable Question Answering"

22 / 22 papers shown

Title
Is Graph Structure Necessary for Multi-hop Question Answering? Nan Shao Yiming Cui Ting Liu Shijin Wang Guoping Hu GNN 43 16 0 07 Apr 2020
Differentiable Reasoning over a Virtual Knowledge Base Bhuwan Dhingra Manzil Zaheer Vidhisha Balachandran Graham Neubig Ruslan Salakhutdinov William W. Cohen 39 89 0 25 Feb 2020
Learning to Retrieve Reasoning Paths over Wikipedia Graph for Question Answering Akari Asai Kazuma Hashimoto Hannaneh Hajishirzi R. Socher Caiming Xiong RALM KELM LRM 88 286 0 24 Nov 2019
Hierarchical Graph Network for Multi-hop Question Answering Yuwei Fang S. Sun Zhe Gan R. Pillai Shuohang Wang Jingjing Liu 67 168 0 09 Nov 2019
Multi-Paragraph Reasoning with Knowledge-enhanced Graph Neural Network Deming Ye Yankai Lin Zhenghao Liu Zhiyuan Liu Maosong Sun ReLM 33 15 0 06 Nov 2019
Select, Answer and Explain: Interpretable Multi-hop Reading Comprehension over Multiple Documents Ming Tu Kevin Huang Guangtao Wang Jing-ling Huang Xiaodong He Bowen Zhou RALM 59 144 0 01 Nov 2019
Answering Complex Open-domain Questions Through Iterative Query Generation Peng Qi Xiaowen Lin L. Mehr Zijian Wang Christopher D. Manning RALM ReLM LRM 198 118 0 15 Oct 2019
Multi-hop Question Answering via Reasoning Chains Jifan Chen Shih-Ting Lin Greg Durrett ReLM LRM 47 74 0 07 Oct 2019
Multi-hop Reading Comprehension through Question Decomposition and Rescoring Sewon Min Victor Zhong Luke Zettlemoyer Hannaneh Hajishirzi ReLM 50 234 0 07 Jun 2019
Answering while Summarizing: Multi-task Learning for Multi-hop QA with Evidence Extraction Kosuke Nishida Kyosuke Nishida Masaaki Nagata Atsushi Otsuka Itsumi Saito Hisako Asano J. Tomita RALM 43 102 0 21 May 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
e-SNLI: Natural Language Inference with Natural Language Explanations Oana-Maria Camburu Tim Rocktaschel Thomas Lukasiewicz Phil Blunsom LRM 393 634 0 04 Dec 2018
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 128 2,577 0 25 Sep 2018
An Operation Sequence Model for Explainable Neural Machine Translation Felix Stahlberg Danielle Saunders Bill Byrne LRM MILM 61 29 0 29 Aug 2018
No Metrics Are Perfect: Adversarial Reward Learning for Visual Storytelling Xin Eric Wang Wenhu Chen Yuan-fang Wang William Yang Wang 41 158 0 24 Apr 2018
Simple and Effective Multi-Paragraph Reading Comprehension Christopher Clark Matt Gardner RALM 67 457 0 29 Oct 2017
A Unified Approach to Interpreting Model Predictions Scott M. Lundberg Su-In Lee FAtt 744 21,613 0 22 May 2017
Axiomatic Attribution for Deep Networks Mukund Sundararajan Ankur Taly Qiqi Yan OOD FAtt 151 5,920 0 04 Mar 2017
Bidirectional Attention Flow for Machine Comprehension Minjoon Seo Aniruddha Kembhavi Ali Farhadi Hannaneh Hajishirzi 113 2,088 0 05 Nov 2016
How NOT To Evaluate Your Dialogue System: An Empirical Study of Unsupervised Evaluation Metrics for Dialogue Response Generation Chia-Wei Liu Ryan J. Lowe Iulian Serban Michael Noseworthy Laurent Charlin Joelle Pineau 94 1,292 0 25 Mar 2016
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 798 16,828 0 16 Feb 2016
Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps Karen Simonyan Andrea Vedaldi Andrew Zisserman FAtt 224 7,252 0 20 Dec 2013