Constructing Datasets for Multi-hop Reading Comprehension Across Documents

17 October 2017

Papers citing "Constructing Datasets for Multi-hop Reading Comprehension Across Documents"

50 / 102 papers shown

Title
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 250 677 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 213 252 0 04 Jan 2021
Baleen: Robust Multi-Hop Reasoning at Scale via Condensed Retrieval Omar Khattab Christopher Potts Matei A. Zaharia RALM LRM 21 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 71 52 0 31 Dec 2020
ERICA: Improving Entity and Relation Understanding for Pre-trained Language Models via Contrastive Learning Yujia Qin Yankai Lin Ryuichi Takanobu Zhiyuan Liu Peng Li Heng Ji Minlie Huang Maosong Sun Jie Zhou 55 125 0 30 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
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 35 50 0 05 Nov 2020
Unsupervised Multi-hop Question Answering by Question Generation Liangming Pan Wenhu Chen Wenhan Xiong Min-Yen Kan William Yang Wang 31 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
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
Neural Databases James Thorne Majid Yazdani Marzieh Saeidi Fabrizio Silvestri Sebastian Riedel A. Halevy NAI 28 9 0 14 Oct 2020
Interpreting Graph Neural Networks for NLP With Differentiable Edge Masking M. Schlichtkrull Nicola De Cao Ivan Titov AI4CE 31 214 0 01 Oct 2020
A Survey on Explainability in Machine Reading Comprehension Mokanarangan Thayaparan Marco Valentino André Freitas FaML 12 50 0 01 Oct 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 14 335 0 16 Jul 2020
Leap-Of-Thought: Teaching Pre-Trained Models to Systematically Reason Over Implicit Knowledge Alon Talmor Oyvind Tafjord Peter Clark Yoav Goldberg Jonathan Berant ReLM LRM 30 39 0 11 Jun 2020
Reasoning with Latent Structure Refinement for Document-Level Relation Extraction Guoshun Nan Zhijiang Guo Ivan Sekulić Wei Lu 39 273 0 13 May 2020
To Test Machine Comprehension, Start by Defining Comprehension Jesse Dunietz Greg Burnham Akash Bharadwaj Owen Rambow Jennifer Chu-Carroll D. Ferrucci FaML 54 65 0 04 May 2020
Teaching Machine Comprehension with Compositional Explanations Qinyuan Ye Xiao Huang Elizabeth Boschee Xiang Ren LRM ReLM 19 34 0 02 May 2020
Fine-tuning Multi-hop Question Answering with Hierarchical Graph Network Guanming Xiong 21 0 0 20 Apr 2020
Longformer: The Long-Document Transformer Iz Beltagy Matthew E. Peters Arman Cohan RALM VLM 28 3,916 0 10 Apr 2020
Knowledge Fusion and Semantic Knowledge Ranking for Open Domain Question Answering Pratyay Banerjee Chitta Baral RALM 16 24 0 07 Apr 2020
Query Focused Multi-Document Summarization with Distant Supervision Yumo Xu Mirella Lapata RALM 15 12 0 06 Apr 2020
TyDi QA: A Benchmark for Information-Seeking Question Answering in Typologically Diverse Languages J. Clark Eunsol Choi Michael Collins Dan Garrette Tom Kwiatkowski Vitaly Nikolaev J. Palomaki 35 591 0 10 Mar 2020
Training Question Answering Models From Synthetic Data Raul Puri Ryan Spring M. Patwary M. Shoeybi Bryan Catanzaro ELM 24 159 0 22 Feb 2020
ReClor: A Reading Comprehension Dataset Requiring Logical Reasoning Weihao Yu Zihang Jiang Yanfei Dong Jiashi Feng LRM 8 240 0 11 Feb 2020
Beat the AI: Investigating Adversarial Human Annotation for Reading Comprehension Max Bartolo A. Roberts Johannes Welbl Sebastian Riedel Pontus Stenetorp AAML 26 167 0 02 Feb 2020
A Survey on Machine Reading Comprehension Systems Razieh Baradaran Razieh Ghiasi Hossein Amirkhani FaML 13 85 0 06 Jan 2020
oLMpics -- On what Language Model Pre-training Captures Alon Talmor Yanai Elazar Yoav Goldberg Jonathan Berant LRM 19 300 0 31 Dec 2019
Dynamic Neuro-Symbolic Knowledge Graph Construction for Zero-shot Commonsense Question Answering Antoine Bosselut Ronan Le Bras Yejin Choi NAI 27 41 0 10 Nov 2019
QASC: A Dataset for Question Answering via Sentence Composition Tushar Khot Peter Clark Michal Guerquin Peter Alexander Jansen Ashish Sabharwal CoGe 22 319 0 25 Oct 2019
R4C: A Benchmark for Evaluating RC Systems to Get the Right Answer for the Right Reason Naoya Inoue Pontus Stenetorp Kentaro Inui 28 59 0 10 Oct 2019
What's Missing: A Knowledge Gap Guided Approach for Multi-hop Question Answering Tushar Khot Ashish Sabharwal Peter Clark RALM 24 22 0 19 Sep 2019
Interactive Language Learning by Question Answering Xingdi Yuan Marc-Alexandre Côté Jie Fu Zhouhan Lin C. Pal Yoshua Bengio Adam Trischler 11 46 0 28 Aug 2019
Multi-Hop Paragraph Retrieval for Open-Domain Question Answering Yair Feldman Ran El-Yaniv RALM 14 100 0 15 Jun 2019
Explore, Propose, and Assemble: An Interpretable Model for Multi-Hop Reading Comprehension Yichen Jiang Nitish Joshi Yen-Chun Chen Joey Tianyi Zhou RALM 13 39 0 12 Jun 2019
Revisiting Joint Modeling of Cross-document Entity and Event Coreference Resolution Shany Barhom Vered Shwartz Alon Eirew M. Bugert Nils Reimers Ido Dagan 14 91 0 04 Jun 2019
Boosting Entity Linking Performance by Leveraging Unlabeled Documents Phong Le Ivan Titov 11 41 0 04 Jun 2019
BoolQ: Exploring the Surprising Difficulty of Natural Yes/No Questions Christopher Clark Kenton Lee Ming-Wei Chang Tom Kwiatkowski Michael Collins Kristina Toutanova 57 1,392 0 24 May 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 13 102 0 21 May 2019
TVQA+: Spatio-Temporal Grounding for Video Question Answering Jie Lei Licheng Yu Tamara L. Berg Joey Tianyi Zhou 31 227 0 25 Apr 2019
Repurposing Entailment for Multi-Hop Question Answering Tasks H. Trivedi Heeyoung Kwon Tushar Khot Ashish Sabharwal Niranjan Balasubramanian LRM 15 45 0 20 Apr 2019
BAG: Bi-directional Attention Entity Graph Convolutional Network for Multi-hop Reasoning Question Answering Yu Cao Meng Fang Dacheng Tao GNN BDL 19 77 0 10 Apr 2019
Neural Approaches to Conversational AI Jianfeng Gao Michel Galley Lihong Li 40 668 0 21 Sep 2018
Interpretation of Natural Language Rules in Conversational Machine Reading Marzieh Saeidi Max Bartolo Patrick Lewis Sameer Singh Tim Rocktaschel Mike Sheldon Guillaume Bouchard Sebastian Riedel 25 159 0 28 Aug 2018
Hierarchical Losses and New Resources for Fine-grained Entity Typing and Linking Shikhar Murty Pat Verga Luke Vilnis Irena Radovanovic Andrew McCallum 27 91 0 13 Jul 2018
Jack the Reader - A Machine Reading Framework Dirk Weissenborn Pasquale Minervini Tim Dettmers Isabelle Augenstein Johannes Welbl ... Matko Bosnjak Jeff Mitchell Thomas Demeester Pontus Stenetorp Sebastian Riedel 17 13 0 20 Jun 2018
Tracking State Changes in Procedural Text: A Challenge Dataset and Models for Process Paragraph Comprehension Bhavana Dalvi Lifu Huang Niket Tandon Wen-tau Yih Peter Clark AI4TS 16 134 0 17 May 2018
Weaver: Deep Co-Encoding of Questions and Documents for Machine Reading Martin Raison Pierre-Emmanuel Mazaré Rajarshi Das Antoine Bordes RALM 20 19 0 27 Apr 2018