Learning to Retrieve Reasoning Paths over Wikipedia Graph for Question Answering

24 November 2019

Papers citing "Learning to Retrieve Reasoning Paths over Wikipedia Graph for Question Answering"

36 / 86 papers shown

Title
Efficient Retrieval Optimized Multi-task Learning He Fun S. Gandhi Sujith Ravi RALM 26 6 0 20 Apr 2021
Joint Passage Ranking for Diverse Multi-Answer Retrieval Sewon Min Kenton Lee Ming-Wei Chang Kristina Toutanova Hannaneh Hajishirzi 24 39 0 17 Apr 2021
A Graph-guided Multi-round Retrieval Method for Conversational Open-domain Question Answering Yongqi Li Wenjie Li Liqiang Nie RALM 19 10 0 17 Apr 2021
What's in your Head? Emergent Behaviour in Multi-Task Transformer Models Mor Geva Uri Katz Aviv Ben-Arie Jonathan Berant LRM 43 11 0 13 Apr 2021
MultiModalQA: Complex Question Answering over Text, Tables and Images Alon Talmor Ori Yoran Amnon Catav Dan Lahav Yizhong Wang Akari Asai Gabriel Ilharco Hannaneh Hajishirzi Jonathan Berant LMTD 32 150 0 13 Apr 2021
Learning Reasoning Paths over Semantic Graphs for Video-grounded Dialogues Hung Le Nancy F. Chen Guosheng Lin 36 14 0 01 Mar 2021
Pruning the Index Contents for Memory Efficient Open-Domain QA Martin Fajcik Martin Docekal Karel Ondrej Pavel Smrz 29 8 0 21 Feb 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 27 55 0 02 Jan 2021
Learning Dense Representations of Phrases at Scale Jinhyuk Lee Mujeen Sung Jaewoo Kang Danqi Chen RALM DML NAI 27 115 0 23 Dec 2020
Discriminative Nearest Neighbor Few-Shot Intent Detection by Transferring Natural Language Inference Jianguo Zhang Kazuma Hashimoto Wenhao Liu Chien-Sheng Wu Yao Wan Philip S. Yu R. Socher Caiming Xiong 14 92 0 25 Oct 2020
Differentiable Open-Ended Commonsense Reasoning Bill Yuchen Lin Haitian Sun Bhuwan Dhingra Manzil Zaheer Xiang Ren William W. Cohen ReLM LRM 13 41 0 24 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
XOR QA: Cross-lingual Open-Retrieval Question Answering Akari Asai Jungo Kasai J. Clark Kenton Lee Eunsol Choi Hannaneh Hajishirzi 14 145 0 22 Oct 2020
Is Retriever Merely an Approximator of Reader? Sohee Yang Minjoon Seo RALM 24 39 0 21 Oct 2020
Open Question Answering over Tables and Text Wenhu Chen Ming-Wei Chang Eva Schlinger Wei Wang William W. Cohen LMTD RALM 31 194 0 20 Oct 2020
RocketQA: An Optimized Training Approach to Dense Passage Retrieval for Open-Domain Question Answering Yingqi Qu Yuchen Ding Jing Liu Kai Liu Ruiyang Ren Xin Zhao Daxiang Dong Hua Wu Haifeng Wang RALM OffRL 214 595 0 16 Oct 2020
Neural Databases James Thorne Majid Yazdani Marzieh Saeidi Fabrizio Silvestri Sebastian Riedel A. Halevy NAI 34 9 0 14 Oct 2020
A Survey on Explainability in Machine Reading Comprehension Mokanarangan Thayaparan Marco Valentino André Freitas FaML 14 50 0 01 Oct 2020
What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams Di Jin Eileen Pan Nassim Oufattole W. Weng Hanyi Fang Peter Szolovits FaML ELM LM&MA 31 706 0 28 Sep 2020
Generation-Augmented Retrieval for Open-domain Question Answering Yuning Mao Pengcheng He Xiaodong Liu Yelong Shen Jianfeng Gao Jiawei Han Weizhu Chen RALM 42 238 0 17 Sep 2020
Answering Any-hop Open-domain Questions with Iterative Document Reranking Ping Nie Yuyu Zhang Arun Ramamurthy Le Song 33 20 0 16 Sep 2020
Cluster-Former: Clustering-based Sparse Transformer for Long-Range Dependency Encoding Shuohang Wang Luowei Zhou Zhe Gan Yen-Chun Chen Yuwei Fang S. Sun Yu Cheng Jingjing Liu 43 28 0 13 Sep 2020
Multi-Hop Fact Checking of Political Claims W. Ostrowski Arnav Arora Pepa Atanasova Isabelle Augenstein LRM 27 38 0 10 Sep 2020
Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering Gautier Izacard Edouard Grave RALM 61 1,111 0 02 Jul 2020
Answering Questions on COVID-19 in Real-Time Jinhyuk Lee Sean S. Yi Minbyul Jeong Mujeen Sung Wonjin Yoon Yonghwa Choi Miyoung Ko Jaewoo Kang 18 43 0 29 Jun 2020
Self-supervised Learning: Generative or Contrastive Xiao Liu Fanjin Zhang Zhenyu Hou Zhaoyu Wang Li Mian Jing Zhang Jie Tang SSL 52 1,587 0 15 Jun 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 36 39 0 11 Jun 2020
AmbigQA: Answering Ambiguous Open-domain Questions Sewon Min Julian Michael Hannaneh Hajishirzi Luke Zettlemoyer 52 296 0 22 Apr 2020
Fine-tuning Multi-hop Question Answering with Hierarchical Graph Network Guanming Xiong 26 0 0 20 Apr 2020
Differentiable Reasoning over a Virtual Knowledge Base Bhuwan Dhingra Manzil Zaheer Vidhisha Balachandran Graham Neubig Ruslan Salakhutdinov William W. Cohen 18 88 0 25 Feb 2020
REALM: Retrieval-Augmented Language Model Pre-Training Kelvin Guu Kenton Lee Zora Tung Panupong Pasupat Ming-Wei Chang RALM 48 2,000 0 10 Feb 2020
Answering Complex Open-domain Questions Through Iterative Query Generation Peng Qi Xiaowen Lin L. Mehr Zijian Wang Christopher D. Manning RALM ReLM LRM 181 117 0 15 Oct 2019
Find or Classify? Dual Strategy for Slot-Value Predictions on Multi-Domain Dialog State Tracking Jianguo Zhang Kazuma Hashimoto Chien-Sheng Wu Yao Wan Philip S. Yu R. Socher Caiming Xiong 50 167 0 08 Oct 2019
Multi-hop Question Answering via Reasoning Chains Jifan Chen Shih-Ting Lin Greg Durrett ReLM LRM 19 74 0 07 Oct 2019
Revealing the Importance of Semantic Retrieval for Machine Reading at Scale Yixin Nie Songhe Wang Joey Tianyi Zhou RALM 164 134 0 17 Sep 2019