HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering

25 September 2018

Christopher D. Manning

RALM

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Papers citing "HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering"

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Dynamic Semantic Graph Construction and Reasoning for Explainable Multi-hop Science Question Answering Weiwen Xu Huihui Zhang Deng Cai Wai Lam 31 34 0 25 May 2021
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Encoding Explanatory Knowledge for Zero-shot Science Question Answering Zili Zhou Marco Valentino Dónal Landers André Freitas 11 7 0 12 May 2021
REPT: Bridging Language Models and Machine Reading Comprehension via Retrieval-Based Pre-training Fangkai Jiao Yangyang Guo Yilin Niu Feng Ji Feng-Lin Li Liqiang Nie LRM 26 12 0 10 May 2021
Logic-Driven Context Extension and Data Augmentation for Logical Reasoning of Text Siyuan Wang Wanjun Zhong Duyu Tang Zhongyu Wei Zhihao Fan Daxin Jiang Ming Zhou Nan Duan NAI 31 70 0 08 May 2021
Improving Cross-Lingual Reading Comprehension with Self-Training Wei Huang Chien-yu Huang Hung-yi Lee LRM 33 1 0 08 May 2021
A Dataset of Information-Seeking Questions and Answers Anchored in Research Papers Pradeep Dasigi Kyle Lo Iz Beltagy Arman Cohan Noah A. Smith Matt Gardner RALM 31 279 0 07 May 2021
When to Foldém: How to answer Unanswerable questions Marshall Ho Zhipeng Zhou J. He 28 2 0 01 May 2021
CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP Qinyuan Ye Bill Yuchen Lin Xiang Ren 211 179 0 18 Apr 2021
Can NLI Models Verify QA Systems' Predictions? Jifan Chen Eunsol Choi Greg Durrett 23 54 0 18 Apr 2021
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models Nandan Thakur Nils Reimers Andreas Rucklé Abhishek Srivastava Iryna Gurevych VLM 231 966 0 17 Apr 2021
Question Decomposition with Dependency Graphs Matan Hasson Jonathan Berant GNN 22 9 0 17 Apr 2021
Are Multilingual BERT models robust? A Case Study on Adversarial Attacks for Multilingual Question Answering Sara Rosenthal Mihaela A. Bornea Avirup Sil AAML 31 10 0 15 Apr 2021
TransferNet: An Effective and Transparent Framework for Multi-hop Question Answering over Relation Graph Jiaxin Shi S. Cao Lei Hou Juan-Zi Li Hanwang Zhang GNN 26 104 0 15 Apr 2021
AR-LSAT: Investigating Analytical Reasoning of Text Wanjun Zhong Siyuan Wang Duyu Tang Zenan Xu Daya Guo Jiahai Wang Jian Yin Ming Zhou Nan Duan ELM 19 40 0 14 Apr 2021
What's in your Head? Emergent Behaviour in Multi-Task Transformer Models Mor Geva Uri Katz Aviv Ben-Arie Jonathan Berant LRM 35 11 0 13 Apr 2021
Thinking Aloud: Dynamic Context Generation Improves Zero-Shot Reasoning Performance of GPT-2 Gregor Betz Kyle Richardson Christian Voigt ReLM LRM 16 29 0 24 Mar 2021
The NLP Cookbook: Modern Recipes for Transformer based Deep Learning Architectures Sushant Singh A. Mahmood AI4TS 60 92 0 23 Mar 2021
Local Interpretations for Explainable Natural Language Processing: A Survey Siwen Luo Hamish Ivison S. Han Josiah Poon MILM 33 48 0 20 Mar 2021
Learning Reasoning Paths over Semantic Graphs for Video-grounded Dialogues Hung Le Nancy F. Chen S. Hoi 36 14 0 01 Mar 2021
Biomedical Question Answering: A Survey of Approaches and Challenges Qiao Jin Zheng Yuan Guangzhi Xiong Qian Yu Huaiyuan Ying Chuanqi Tan Mosha Chen Songfang Huang Xiaozhong Liu Sheng Yu 21 95 0 10 Feb 2021
Muppet: Massive Multi-task Representations with Pre-Finetuning Armen Aghajanyan Anchit Gupta Akshat Shrivastava Xilun Chen Luke Zettlemoyer Sonal Gupta 24 266 0 26 Jan 2021
English Machine Reading Comprehension Datasets: A Survey Daria Dzendzik Carl Vogel Jennifer Foster RALM AIMat 25 49 0 25 Jan 2021
Did Aristotle Use a Laptop? A Question Answering Benchmark with Implicit Reasoning Strategies Mor Geva Daniel Khashabi Elad Segal Tushar Khot Dan Roth Jonathan Berant RALM 250 673 0 06 Jan 2021
Retrieving and Reading: A Comprehensive Survey on Open-domain Question Answering Fengbin Zhu Wenqiang Lei Chao Wang Jianming Zheng Soujanya Poria Tat-Seng Chua RALM 213 251 0 04 Jan 2021
Few-Shot Question Answering by Pretraining Span Selection Ori Ram Yuval Kirstain Jonathan Berant Amir Globerson Omer Levy 25 97 0 02 Jan 2021
Baleen: Robust Multi-Hop Reasoning at Scale via Condensed Retrieval Omar Khattab Christopher Potts Matei A. Zaharia RALM LRM 11 55 0 02 Jan 2021
ERNIE-Doc: A Retrospective Long-Document Modeling Transformer Siyu Ding Junyuan Shang Shuohuan Wang Yu Sun Hao Tian Hua-Hong Wu Haifeng Wang 68 52 0 31 Dec 2020
UniK-QA: Unified Representations of Structured and Unstructured Knowledge for Open-Domain Question Answering Barlas Oğuz Xilun Chen Vladimir Karpukhin Stanislav Peshterliev Dmytro Okhonko M. Schlichtkrull Sonal Gupta Yashar Mehdad Scott Yih 211 87 0 29 Dec 2020
Generating Fact Checking Briefs Angela Fan Aleksandra Piktus Fabio Petroni Guillaume Wenzek Marzieh Saeidi Andreas Vlachos Antoine Bordes Sebastian Riedel HILM 16 57 0 10 Nov 2020
EXAMS: A Multi-Subject High School Examinations Dataset for Cross-Lingual and Multilingual Question Answering Momchil Hardalov Todor Mihaylov Dimitrina Zlatkova Yoan Dinkov Ivan Koychev Preslav Nakov AI4Ed ELM 31 50 0 05 Nov 2020
Exploring Question-Specific Rewards for Generating Deep Questions Yuxi Xie Liangming Pan Dongzhe Wang Min-Yen Kan Yansong Feng 48 27 0 02 Nov 2020
AQuaMuSe: Automatically Generating Datasets for Query-Based Multi-Document Summarization Sayali Kulkarni Sheide Chammas Wan Zhu Fei Sha Eugene Ie RALM 64 52 0 23 Oct 2020
Unsupervised Multi-hop Question Answering by Question Generation Liangming Pan Wenhu Chen Wenhan Xiong Min-Yen Kan William Yang Wang 29 59 0 23 Oct 2020
Answering Open-Domain Questions of Varying Reasoning Steps from Text Peng Qi Haejun Lee OghenetegiriTGSido Christopher D. Manning KELM RALM LRM 191 55 0 23 Oct 2020
Challenges in Information-Seeking QA: Unanswerable Questions and Paragraph Retrieval Akari Asai Eunsol Choi RALM 37 51 0 22 Oct 2020
On the Potential of Lexico-logical Alignments for Semantic Parsing to SQL Queries Tianze Shi Chen Zhao Jordan L. Boyd-Graber Hal Daumé Lillian Lee 24 78 0 21 Oct 2020
Open Question Answering over Tables and Text Wenhu Chen Ming-Wei Chang Eva Schlinger Luu Anh Tuan William W. Cohen LMTD RALM 31 194 0 20 Oct 2020
Multi-hop Question Generation with Graph Convolutional Network Dan Su Yan Xu Wenliang Dai Ziwei Ji Tiezheng Yu Pascale Fung 23 39 0 19 Oct 2020
PRover: Proof Generation for Interpretable Reasoning over Rules Swarnadeep Saha Sayan Ghosh Shashank Srivastava Joey Tianyi Zhou ReLM LRM 23 77 0 06 Oct 2020
Tell Me How to Ask Again: Question Data Augmentation with Controllable Rewriting in Continuous Space Dayiheng Liu Yeyun Gong Jie Fu Yu Yan Jiusheng Chen Jiancheng Lv Nan Duan M. Zhou 15 37 0 04 Oct 2020
Autoregressive Entity Retrieval Nicola De Cao Gautier Izacard Sebastian Riedel Fabio Petroni 22 430 0 02 Oct 2020
A Survey on Explainability in Machine Reading Comprehension Mokanarangan Thayaparan Marco Valentino André Freitas FaML 12 50 0 01 Oct 2020
Conditionally Adaptive Multi-Task Learning: Improving Transfer Learning in NLP Using Fewer Parameters & Less Data Jonathan Pilault Amine Elhattami C. Pal CLL MoE 21 89 0 19 Sep 2020
Answering Any-hop Open-domain Questions with Iterative Document Reranking Ping Nie Yuyu Zhang Arun Ramamurthy Le Song 28 20 0 16 Sep 2020
Multi-Hop Fact Checking of Political Claims W. Ostrowski Arnav Arora Pepa Atanasova Isabelle Augenstein LRM 27 38 0 10 Sep 2020
LogiQA: A Challenge Dataset for Machine Reading Comprehension with Logical Reasoning Jian Liu Leyang Cui Hanmeng Liu Dandan Huang Yile Wang Yue Zhang RALM 14 332 0 16 Jul 2020
Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval Lee Xiong Chenyan Xiong Ye Li Kwok-Fung Tang Jialin Liu Paul N. Bennett Junaid Ahmed Arnold Overwijk 11 1,177 0 01 Jul 2020
Measuring Robustness to Natural Distribution Shifts in Image Classification Rohan Taori Achal Dave Vaishaal Shankar Nicholas Carlini Benjamin Recht Ludwig Schmidt OOD 22 531 0 01 Jul 2020
Self-supervised Learning: Generative or Contrastive Xiao Liu Fanjin Zhang Zhenyu Hou Zhaoyu Wang Li Mian Jing Zhang Jie Tang SSL 38 1,586 0 15 Jun 2020