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Knowledge base question answering (KBQA) aims to answer a question over a knowledge base (KB).
Freebase: A collaboratively created graph database for structuring human knowledge
Kurt Bollacker, Colin Evans, Praveen Paritosh, Tim Sturge, and Jamie Taylor · 2008
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Semantic parsing on freebase from question-answer pairs
Jonathan Berant, Andrew Chou, Roy Frostig, and Percy Liang · 2013
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Large-scale semantic parsing via schema matching and lexicon extension
Qingqing Cai and Alexander Yates · 2013
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Scaling semantic parsers with on-the-fly ontology matching
Tom Kwiatkowski, Eunsol Choi, Yoav Artzi, and Luke Zettlemoyer · 2013
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Evaluating question answering over linked data
Vanessa Lopez, Christina Unger, Philipp Cimiano, and Enrico Motta · 2013
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Distant supervision for relation extraction with an incomplete knowledge base
Bonan Min, Ralph Grishman, Li Wan, Chang Wang, and David Gondek · 2013
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Semantic parsing via paraphrasing
Jonathan Berant and Percy Liang · 2014
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Large-scale semantic parsing without question-answer pairs
Siva Reddy, Mirella Lapata, and Mark Steedman · 2014
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More accurate question answering on freebase
Hannah Bast and Elmar Haussmann · 2015
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Large-scale simple question answering with memory networks
Antoine Bordes, Nicolas Usunier, Sumit Chopra, and Jason Weston · 2015
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Question answering over Freebase with multi-column convolutional neural networks
Li Dong, Furu Wei, Ming Zhou, and Ke Xu · 2015
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Dbpedia–a large-scale, multilingual knowledge base extracted from wikipedia
Jens Lehmann, Robert Isele, Max Jakob, Anja Jentzsch, Dimitris Kontokostas, Pablo N Mendes, Sebastian Hellmann, Mohamed Morsey, Patrick Van Kleef, Sören Auer, et al · 2015
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Semantic parsing via staged query graph generation: Question answering with knowledge base
Wen-tau Yih, Ming-Wei Chang, Xiaodong He, and Jianfeng Gao · 2015
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Constraint-based question answering with knowledge graph
Junwei Bao, Nan Duan, Zhao Yan, Ming Zhou, and Tiejun Zhao · 2016
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Question answering over knowledge base using factual memory networks
Sarthak Jain · 2016
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Key-value memory networks for directly reading documents
Alexander Miller, Adam Fisch, Jesse Dodge, Amir-Hossein Karimi, Antoine Bordes, and Jason Weston · 2016
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From freebase to wikidata: The great migration
Thomas Pellissier Tanon, Denny Vrandečić, Sebastian Schaffert, Thomas Steiner, and Lydia Pintscher · 2016
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The value of semantic parse labeling for knowledge base question answering
Wen-tau Yih, Matthew Richardson, Christopher Meek, Ming-Wei Chang, and Jina Suh · 2016
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Automated template generation for question answering over knowledge graphs
Abdalghani Abujabal, Mohamed Yahya, Mirek Riedewald, and Gerhard Weikum · 2017
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Neural symbolic machines: Learning semantic parsers on Freebase with weak supervision
Chen Liang, Jonathan Berant, Quoc Le, Kenneth D. Forbus, and Ni Lao · 2017
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Lc-quad: A corpus for complex question answering over knowledge graphs
Priyansh Trivedi, Gaurav Maheshwari, Mohnish Dubey, and Jens Lehmann · 2017
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Image-embodied knowledge representation learning
Ruobing Xie, Zhiyuan Liu, Huanbo Luan, and Maosong Sun · 2017
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Never-ending learning for open-domain question answering over knowledge bases
Abdalghani Abujabal, Rishiraj Saha Roy, Mohamed Yahya, and Gerhard Weikum · 2018
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Answering natural language questions by subgraph matching over knowledge graphs
Sen Hu, Lei Zou, Jeffrey Xu Yu, Hai Xun Wang, and Donyan Zhao · 2018
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A state-transition framework to answer complex questions over knowledge base
Sen Hu, Lei Zou, and Xinbo Zhang · 2018
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Knowledge base question answering via encoding of complex query graphs
Kangqi Luo, Fengli Lin, Xusheng Luo, and Kenny Q. Zhu · 2018
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Open domain question answering using early fusion of knowledge bases and text
Haitian Sun, Bhuwan Dhingra, Manzil Zaheer, Kathryn Mazaitis, Ruslan Salakhutdinov, and William Cohen · 2018
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The web as a knowledge-base for answering complex questions
Alon Talmor and Jonathan Berant · 2018
Cited alongside, same era.
Variational reasoning for question answering with knowledge graph
Improving question answering over incomplete kbs with knowledge-aware reader
Wenhan Xiong, Mo Yu, Shiyu Chang, Xiaoxiao Guo, and William Yang Wang · 2019
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Enhancing key-value memory neural networks for knowledge based question answering
Kun Xu, Yuxuan Lai, Yansong Feng, and Zhiguo Wang · 2019
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Inducing relational knowledge from BERT
Zied Bouraoui, José Camacho-Collados, and Steven Schockaert · 2020
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Formal query building with query structure prediction for complex question answering over knowledge base
Yongrui Chen, Huiying Li, Yuncheng Hua, and Guilin Qi · 2020
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A survey on complex question answering over knowledge base: Recent advances and challenges
Bin Fu, Yunqi Qiu, Chengguang Tang, Yang Li, Haiyang Yu, and Jian Sun · 2020
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Yuyu Zhang, Hanjun Dai, Zornitsa Kozareva, Alexander J Smola, and Le Song · 2018
Cited alongside, same era.
Never-ending learning for open-domain question answering over knowledge bases
Weiguo Zheng, Hong Cheng, Jeffrey Xu Yu, Lei Zou, and Kangfei Zhao · 2018
Cited alongside, same era.
Question answering over knowledge graphs: Question understanding via template decomposition
Weiguo Zheng, Jeffrey Xu Yu, Lei Zou, and Hong Cheng · 2018
Cited alongside, same era.
An interpretable reasoning network for multi-relation question answering
Mantong Zhou, Minlie Huang, and Xiaoyan Zhu · 2018
Cited alongside, same era.
Learning to answer complex questions over knowledge bases with query composition
Nikita Bhutani, Xinyi Zheng, and H. V. Jagadish · 2019
Cited alongside, same era.
Introduction to neural network based approaches for question answering over knowledge graphs
Nilesh Chakraborty, Denis Lukovnikov, Gaurav Maheshwari, Priyansh Trivedi, Jens Lehmann, and Asja Fischer · 2019
Cited alongside, same era.
UHop: An unrestricted-hop relation extraction framework for knowledge-based question answering
Zi-Yuan Chen, Chih-Hung Chang, Yi-Pei Chen, Jijnasa Nayak, and Lun-Wei Ku · 2019
Cited alongside, same era.
Yu Gu, Sue Kase, Michelle Vanni, Brian M. Sadler, Percy Liang, Xifeng Yan, and Yu Su · 2020
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Open domain question answering based on text enhanced knowledge graph with hyperedge infusion
Jiale Han, Bo Cheng, and Xu Wang · 2020
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Two-phase hypergraph based reasoning with dynamic relations for multi-hop kbqa
Jiale Han, Bo Cheng, and Xu Wang · 2020
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Mining implicit entity preference from user-item interaction data for knowledge graph completion via adversarial learning
Gaole He, Junyi Li, Wayne Xin Zhao, Peiju Liu, and Ji-Rong Wen · 2020
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Retrieve, program, repeat: Complex knowledge base question answering via alternate meta-learning
Yuncheng Hua, Yuan-Fang Li, Gholamreza Haffari, Guilin Qi, and Wei Wu · 2020
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Less is more: Data-efficient complex question answering over knowledge bases
Yuncheng Hua, Yuan-Fang Li, Guilin Qi, Wei Wu, Jingyao Zhang, and Daiqing Qi · 2020
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How can we know what language models know
Zhengbao Jiang, Frank F. Xu, Jun Araki, and Graham Neubig · 2020
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Question answering over knowledge bases by leveraging semantic parsing and neuro-symbolic reasoning
Pavan Kapanipathi, Ibrahim Abdelaziz, Srinivas Ravishankar, Salim Roukos, Alexander G. Gray, Ramón Fernandez Astudillo, Maria Chang, Cristina Cornelio, Saswati Dana, Achille Fokoue, Dinesh Garg, Alfio Gliozzo, Sairam Gurajada, Hima Karanam, Naweed Khan, Dinesh Khandelwal, Young-Suk Lee, Yunyao Li, Francois P. S. Luus, Ndivhuwo Makondo, Nandana Mihindukulasooriya, Tahira Naseem, Sumit Neelam, Lucian Popa, Revanth Gangi Reddy, Ryan Riegel, Gaetano Rossiello, Udit Sharma, G. P. Shrivatsa Bhargav, and Mo Yu · 2020
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Measuring compositional generalization: A comprehensive method on realistic data
Daniel Keysers, Nathanael Schärli, Nathan Scales, Hylke Buisman, Daniel Furrer, Sergii Kashubin, Nikola Momchev, Danila Sinopalnikov, Lukasz Stafiniak, Tibor Tihon, Dmitry Tsarkov, Xiao Wang, Marc van Zee, and Olivier Bousquet · 2020
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Query graph generation for answering multi-hop complex questions from knowledge bases
Yunshi Lan and Jing Jiang · 2020
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Stepwise reasoning for multi-relation question answering over knowledge graph with weak supervision
Yunqi Qiu, Yuanzhuo Wang, Xiaolong Jin, and Kun Zhang · 2020
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Hierarchical query graph generation for complex question answering over knowledge graph
Yunqi Qiu, Kun Zhang, Yuanzhuo Wang, Xiaolong Jin, Long Bai, Saiping Guan, and Xueqi Cheng · 2020
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Improving multi-hop question answering over knowledge graphs using knowledge base embeddings
Apoorv Saxena, Aditay Tripathi, and Partha Talukdar · 2020
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Kqa pro: A large diagnostic dataset for complex question answering over knowledge base
Jiaxin Shi, Shulin Cao, Liangming Pan, Yutong Xiang, Lei Hou, Juanzi Li, Hanwang Zhang, and Bin He · 2020
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SPARQA: skeleton-based semantic parsing for complex questions over knowledge bases
Yawei Sun, Lingling Zhang, Gong Cheng, and Yuzhong Qu · 2020
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Knowledge-based question answering by tree-to-sequence learning
Shuguang Zhu, Xiang Cheng, and Sen Su · 2020
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Improving multi-hop knowledge base question answering by learning intermediate supervision signals
Gaole He, Yunshi Lan, Jing Jiang, Wayne Xin Zhao, and Ji-Rong Wen · 2021
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