Learning Contextualized Knowledge Structures for Commonsense Reasoning

24 October 2020

Ryan Rossi

Sungchul Kim

Xiang Ren

Papers citing "Learning Contextualized Knowledge Structures for Commonsense Reasoning"

35 / 35 papers shown

Title
QA-GNN: Reasoning with Language Models and Knowledge Graphs for Question Answering Michihiro Yasunaga Hongyu Ren Antoine Bosselut Percy Liang J. Leskovec RALM LMTD AI4MH LRM 44 584 0 13 Apr 2021
UnifiedQA: Crossing Format Boundaries With a Single QA System Daniel Khashabi Sewon Min Tushar Khot Ashish Sabharwal Oyvind Tafjord Peter Clark Hannaneh Hajishirzi 105 731 0 02 May 2020
Connecting the Dots: A Knowledgeable Path Generator for Commonsense Question Answering Peifeng Wang Nanyun Peng Filip Ilievski Pedro A. Szekely Xiang Ren 34 91 0 02 May 2020
Scalable Multi-Hop Relational Reasoning for Knowledge-Aware Question Answering Yanlin Feng Xinyue Chen Bill Yuchen Lin Peifeng Wang Jun Yan Xiang Ren LRM KELM 45 240 0 01 May 2020
Knowledge Fusion and Semantic Knowledge Ranking for Open Domain Question Answering Pratyay Banerjee Chitta Baral RALM 81 24 0 07 Apr 2020
Graph-Revised Convolutional Network Donghan Yu Ruohong Zhang Zhengbao Jiang Yuexin Wu Yiming Yang GNN 45 98 0 17 Nov 2019
Dynamic Neuro-Symbolic Knowledge Graph Construction for Zero-shot Commonsense Question Answering Antoine Bosselut Ronan Le Bras Yejin Choi NAI 45 41 0 10 Nov 2019
Towards Generalizable Neuro-Symbolic Systems for Commonsense Question Answering Kaixin Ma Jonathan M Francis Quanyang Lu Eric Nyberg A. Oltramari NAI 40 89 0 30 Oct 2019
QASC: A Dataset for Question Answering via Sentence Composition Tushar Khot Peter Clark Michal Guerquin Peter Alexander Jansen Ashish Sabharwal CoGe 60 327 0 25 Oct 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 265 19,824 0 23 Oct 2019
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations Zhenzhong Lan Mingda Chen Sebastian Goodman Kevin Gimpel Piyush Sharma Radu Soricut SSL AIMat 266 6,420 0 26 Sep 2019
Graph-Based Reasoning over Heterogeneous External Knowledge for Commonsense Question Answering Shangwen Lv Daya Guo Jingjing Xu Duyu Tang Nan Duan Ming Gong Linjun Shou Daxin Jiang Guihong Cao Songlin Hu RALM 39 205 0 09 Sep 2019
KagNet: Knowledge-Aware Graph Networks for Commonsense Reasoning Bill Yuchen Lin Xinyue Chen Jamin Chen Xiang Ren 55 461 0 04 Sep 2019
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 531 2,639 0 03 Sep 2019
Commonsense Knowledge Mining from Pretrained Models Joshua Feldman Joe Davison Alexander M. Rush SSL 67 330 0 02 Sep 2019
On the Variance of the Adaptive Learning Rate and Beyond Liyuan Liu Haoming Jiang Pengcheng He Weizhu Chen Xiaodong Liu Jianfeng Gao Jiawei Han ODL 152 1,894 0 08 Aug 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 406 24,160 0 26 Jul 2019
COMET: Commonsense Transformers for Automatic Knowledge Graph Construction Antoine Bosselut Hannah Rashkin Maarten Sap Chaitanya Malaviya Asli Celikyilmaz Yejin Choi 67 908 0 12 Jun 2019
Language-Conditioned Graph Networks for Relational Reasoning Ronghang Hu Anna Rohrbach Trevor Darrell Kate Saenko 62 172 0 10 May 2019
PullNet: Open Domain Question Answering with Iterative Retrieval on Knowledge Bases and Text Haitian Sun Tania Bedrax-Weiss William W. Cohen RALM ReLM 56 348 0 21 Apr 2019
Learning Discrete Structures for Graph Neural Networks Luca Franceschi Mathias Niepert Massimiliano Pontil X. He GNN 52 411 0 28 Mar 2019
CommonsenseQA: A Question Answering Challenge Targeting Commonsense Knowledge Alon Talmor Jonathan Herzig Nicholas Lourie Jonathan Berant RALM 115 1,677 0 02 Nov 2018
Machine Common Sense Concept Paper David Gunning VLM LRM 40 40 0 17 Oct 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 953 93,936 0 11 Oct 2018
Improving Natural Language Inference Using External Knowledge in the Science Questions Domain Xiaoyang Wang Pavan Kapanipathi Ryan Musa Mo Yu Kartik Talamadupula ... Maria Chang Achille Fokoue B. Makni Nicholas Mattei Michael Witbrock 36 161 0 15 Sep 2018
Can a Suit of Armor Conduct Electricity? A New Dataset for Open Book Question Answering Todor Mihaylov Peter Clark Tushar Khot Ashish Sabharwal 69 1,475 0 08 Sep 2018
Learning Conditioned Graph Structures for Interpretable Visual Question Answering Will Norcliffe-Brown Efstathios Vafeias Sarah Parisot GNN 49 237 0 19 Jun 2018
Relational inductive biases, deep learning, and graph networks Peter W. Battaglia Jessica B. Hamrick V. Bapst Alvaro Sanchez-Gonzalez V. Zambaldi ... Pushmeet Kohli M. Botvinick Oriol Vinyals Yujia Li Razvan Pascanu AI4CE NAI 414 3,101 0 04 Jun 2018
Deep Learning: A Critical Appraisal G. Marcus HAI VLM 91 1,040 0 02 Jan 2018
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 314 19,991 0 30 Oct 2017
A simple neural network module for relational reasoning Adam Santoro David Raposo David Barrett Mateusz Malinowski Razvan Pascanu Peter W. Battaglia Timothy Lillicrap GNN NAI 108 1,610 0 05 Jun 2017
Modeling Relational Data with Graph Convolutional Networks Michael Schlichtkrull Thomas Kipf Peter Bloem Rianne van den Berg Ivan Titov Max Welling GNN 142 4,772 0 17 Mar 2017
ConceptNet 5.5: An Open Multilingual Graph of General Knowledge R. Speer Joshua Chin Catherine Havasi 130 2,882 0 12 Dec 2016
Chains of Reasoning over Entities, Relations, and Text using Recurrent Neural Networks Rajarshi Das Arvind Neelakantan David Belanger Andrew McCallum NAI AI4CE LRM 53 268 0 05 Jul 2016
Compositional Vector Space Models for Knowledge Base Completion Arvind Neelakantan Benjamin Roth Andrew McCallum BDL CoGe KELM 56 280 0 24 Apr 2015