QA-GNN: Reasoning with Language Models and Knowledge Graphs for Question Answering

13 April 2021

Papers citing "QA-GNN: Reasoning with Language Models and Knowledge Graphs for Question Answering"

38 / 88 papers shown

Title
A Probabilistic-Logic based Commonsense Representation Framework for Modelling Inferences with Multiple Antecedents and Varying Likelihoods Shantanu Jaiswal Liu Yan Dongkyu Choi Kenneth Kwok 29 0 0 30 Nov 2022
TSGP: Two-Stage Generative Prompting for Unsupervised Commonsense Question Answering Yueqing Sun Yu Zhang Le Qi Qi Shi ReLM RALM LRM 21 5 0 24 Nov 2022
Retrieval-Augmented Multimodal Language Modeling Michihiro Yasunaga Armen Aghajanyan Weijia Shi Rich James J. Leskovec Percy Liang M. Lewis Luke Zettlemoyer Wen-tau Yih RALM 22 95 0 22 Nov 2022
ALBERT with Knowledge Graph Encoder Utilizing Semantic Similarity for Commonsense Question Answering Byeongmin Choi Yong-Sook Lee Yeunwoong Kyung Eunchan Kim 26 10 0 14 Nov 2022
Retrieval Augmentation for Commonsense Reasoning: A Unified Approach Wenhao Yu Chenguang Zhu Zhihan Zhang Shuohang Wang ZhuoSheng Zhang Yuwei Fang Meng Jiang LRM ReLM 17 19 0 23 Oct 2022
ComFact: A Benchmark for Linking Contextual Commonsense Knowledge Silin Gao Jena D. Hwang Saya Kanno Hiromi Wakaki Yuki Mitsufuji Antoine Bosselut HILM 40 16 0 23 Oct 2022
Deep Bidirectional Language-Knowledge Graph Pretraining Michihiro Yasunaga Antoine Bosselut Hongyu Ren Xikun Zhang Christopher D. Manning Percy Liang J. Leskovec 36 194 0 17 Oct 2022
MICO: A Multi-alternative Contrastive Learning Framework for Commonsense Knowledge Representation Ying Su Zihao Wang Tianqing Fang Hongming Zhang Yangqiu Song Tong Zhang 37 15 0 14 Oct 2022
KALM: Knowledge-Aware Integration of Local, Document, and Global Contexts for Long Document Understanding Shangbin Feng Zhaoxuan Tan Wenqian Zhang Zhenyu Lei Yulia Tsvetkov KELM VLM 56 10 0 08 Oct 2022
The Effectiveness of Masked Language Modeling and Adapters for Factual Knowledge Injection Sondre Wold KELM 42 4 0 03 Oct 2022
DR.BENCH: Diagnostic Reasoning Benchmark for Clinical Natural Language Processing Yanjun Gao Dmitriy Dligach Timothy A. Miller John R. Caskey Brihat Sharma M. Churpek Majid Afshar ELM LRM 36 17 0 29 Sep 2022
Dynamic Relevance Graph Network for Knowledge-Aware Question Answering Chen Zheng Parisa Kordjamshidi 27 6 0 20 Sep 2022
Structured Knowledge Grounding for Question Answering Yujie Lu Siqi Ouyang Kairui Zhou LMTD KELM 21 0 0 17 Sep 2022
Incorporating Task-specific Concept Knowledge into Script Learning Chenkai Sun Tie Xu Chengxiang Zhai Heng Ji 36 5 0 31 Aug 2022
Explainable Sparse Knowledge Graph Completion via High-order Graph Reasoning Network Weijia Chen Yixin Cao Fuli Feng Xiangnan He Yongdong Zhang 13 2 0 14 Jul 2022
Brain-inspired Graph Spiking Neural Networks for Commonsense Knowledge Representation and Reasoning H. Fang Yi Zeng Jianbo Tang Yuwei Wang Yao Liang Xin Liu 39 2 0 11 Jul 2022
TAGPRIME: A Unified Framework for Relational Structure Extraction I-Hung Hsu Kuan-Hao Huang Shuning Zhang Wen-Huang Cheng Premkumar Natarajan Kai-Wei Chang Nanyun Peng 16 11 0 25 May 2022
VQA-GNN: Reasoning with Multimodal Knowledge via Graph Neural Networks for Visual Question Answering Yanan Wang Michihiro Yasunaga Hongyu Ren Shinya Wada J. Leskovec 29 17 0 23 May 2022
Summarization as Indirect Supervision for Relation Extraction Keming Lu I-Hung Hsu Wenxuan Zhou Mingyu Derek Ma Muhao Chen 65 52 0 19 May 2022
Meta-Learning Based Knowledge Extrapolation for Knowledge Graphs in the Federated Setting Mingyang Chen Wen Zhang Zhen Yao Xian-gan Chen Mengxiao Ding Fei Huang Huajun Chen FedML 31 26 0 10 May 2022
Re-thinking Knowledge Graph Completion Evaluation from an Information Retrieval Perspective Ying Zhou Xuanang Chen Xianpei Han Zheng Ye Le Sun 36 11 0 09 May 2022
Knowledge Infused Decoding Ruibo Liu Guoqing Zheng Shashank Gupta Radhika Gaonkar Chongyang Gao Soroush Vosoughi Milad Shokouhi Ahmed Hassan Awadallah KELM 28 14 0 06 Apr 2022
LinkBERT: Pretraining Language Models with Document Links Michihiro Yasunaga J. Leskovec Percy Liang KELM 29 353 0 29 Mar 2022
COPA-SSE: Semi-structured Explanations for Commonsense Reasoning Ana Brassard Benjamin Heinzerling Pride Kavumba Kentaro Inui FAtt LRM 24 10 0 18 Jan 2022
UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models Tianbao Xie Chen Henry Wu Peng Shi Ruiqi Zhong Torsten Scholak ... Lingpeng Kong Rui Zhang Noah A. Smith Luke Zettlemoyer Tao Yu LMTD 42 297 0 16 Jan 2022
Best of Both Worlds: A Hybrid Approach for Multi-Hop Explanation with Declarative Facts Shane Storks Qiaozi Gao Aishwarya N. Reganti Govind Thattai 32 1 0 17 Dec 2021
Human Parity on CommonsenseQA: Augmenting Self-Attention with External Attention Yichong Xu Chenguang Zhu Shuohang Wang Siqi Sun Hao Cheng Xiaodong Liu Jianfeng Gao Pengcheng He Michael Zeng Xuedong Huang LRM 254 55 0 06 Dec 2021
JointLK: Joint Reasoning with Language Models and Knowledge Graphs for Commonsense Question Answering Yueqing Sun Qi Shi Le Qi Yu Zhang RALM LRM 25 69 0 06 Dec 2021
Zero-Shot Open-Book Question Answering Sia Gholami M. Noori RALM 18 10 0 22 Nov 2021
Recent Advances in Automated Question Answering In Biomedical Domain K. D. Baksi 28 0 0 10 Nov 2021
SQALER: Scaling Question Answering by Decoupling Multi-Hop and Logical Reasoning Mattia Atzeni Jasmina Bogojeska Andreas Loukas ReLM LRM 29 15 0 27 Oct 2021
Meta-Knowledge Transfer for Inductive Knowledge Graph Embedding Mingyang Chen Wen Zhang Yushan Zhu Hongting Zhou Zonggang Yuan Changliang Xu Hua-zeng Chen 30 56 0 27 Oct 2021
Generated Knowledge Prompting for Commonsense Reasoning Jiacheng Liu Alisa Liu Ximing Lu Sean Welleck Peter West Ronan Le Bras Yejin Choi Hannaneh Hajishirzi KELM RALM ReLM LLMAG LRM 53 313 0 15 Oct 2021
Is There More Pattern in Knowledge Graph? Exploring Proximity Pattern for Knowledge Graph Embedding Ren Li Yanan Cao Qiannan Zhu Xiaoxue Li Fang Fang GNN 38 2 0 02 Oct 2021
How Does Knowledge Graph Embedding Extrapolate to Unseen Data: A Semantic Evidence View Ren Li Yanan Cao Qiannan Zhu Guanqun Bi Fang Fang Yi Liu Qian Li 29 68 0 24 Sep 2021
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction Zhaocheng Zhu Zuobai Zhang Louis-Pascal Xhonneux Jian Tang GNN 33 300 0 13 Jun 2021
Learning Contextualized Knowledge Structures for Commonsense Reasoning Jun Yan Mrigank Raman Aaron Chan Tianyu Zhang Ryan Rossi Handong Zhao Sungchul Kim Nedim Lipka Xiang Ren 231 36 0 24 Oct 2020
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 456 2,592 0 03 Sep 2019