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Recent years have witnessed much interest in temporal reasoning over knowledge graphs (KG) for complex question answering (QA), but there remains a substantial gap in human capabilities.
Temporal knowledge base completion: New algorithms and evaluation protocols
Prachi Jain, Sushant Rathi, Soumen Chakrabarti, et al. 2020 · 2005
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Semantic parsing on Freebase from question-answer pairs
Jonathan Berant, Andrew Chou, Roy Frostig, and Percy Liang. 2013 · 2013
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Large-scale semantic parsing via schema matching and lexicon extension
Qingqing Cai and Alexander Yates. 2013 · 2013
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Constraint-based question answering with knowledge graph
Junwei Bao, Nan Duan, Zhao Yan, Ming Zhou, and Tiejun Zhao. 2016 · 2016
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On generating characteristic-rich question sets for qa evaluation
Yu Su, Huan Sun, Brian Sadler, Mudhakar Srivatsa, Izzeddin Gür, Zenghui Yan, and Xifeng Yan. 2016 · 2016
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Attention is all you need
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, Łukasz Kaiser, and Illia Polosukhin. 2017 · 2017
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Bert: Pre-training of deep bidirectional transformers for language understanding
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2018 · 2018
Earlier work this paper cites.
Tempquestions: A benchmark for temporal question answering
Zhen Jia, Abdalghani Abujabal, Rishiraj Saha Roy, Jannik Strötgen, and Gerhard Weikum. 2018a · 2018
Earlier work this paper cites.
Knowledge base question answering via encoding of complex query graphs
Kangqi Luo, Fengli Lin, Xusheng Luo, and Kenny Zhu. 2018 · 2018
Earlier work this paper cites.
Modeling relational data with graph convolutional networks
Michael Schlichtkrull, Thomas N Kipf, Peter Bloem, Rianne van den Berg, Ivan Titov, and Max Welling. 2018 · 2018
Cited alongside, same era.
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 · 2018
Cited alongside, same era.
The web as a knowledge-base for answering complex questions
Alon Talmor and Jonathan Berant. 2018 · 2018
Cited alongside, same era.
ComQA: A community-sourced dataset for complex factoid question answering with paraphrase clusters
Abdalghani Abujabal, Rishiraj Saha Roy, Mohamed Yahya, and Gerhard Weikum. 2019 · 2019
Cited alongside, same era.
Learning to answer complex questions over knowledge bases with query composition
Nikita Bhutani, Xinyi Zheng, and HV Jagadish. 2019 · 2019
Cited alongside, same era.
Improving multi-hop question answering over knowledge graphs using knowledge base embeddings
Apoorv Saxena, Aditay Tripathi, and Partha Talukdar. 2020 · 2020
Later among the works it cites.
Inductive relation prediction by subgraph reasoning
Komal Teru, Etienne Denis, and Will Hamilton. 2020 · 2020
Later among the works it cites.
Complex temporal question answering on knowledge graphs
Zhen Jia, Soumajit Pramanik, Rishiraj Saha Roy, and Gerhard Weikum. 2021 · 2021
Later among the works it cites.
Tempoqr: Temporal question reasoning over knowledge graphs
Costas Mavromatis, Prasanna Lakkur Subramanyam, Vassilis N. Ioannidis, Soji Adeshina, Phillip R. Howard, Tetiana Grinberg, Nagib Hakim, and George Karypis. 2021 · 2021
Later among the works it cites.
UNIQORN: Unified Question Answering over RDF Knowledge Graphs and Natural Language Text
Soumajit Pramanik, Jesujoba Alabi, Rishiraj Saha Roy, and Gerhard Weikum. 2021 · 2021
Later among the works it cites.
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BERT: Pre-training of deep bidirectional transformers for language understanding
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019 · 2019
Cited alongside, same era.
Lc-quad 2.0: A large dataset for complex question answering over wikidata and dbpedia
Mohnish Dubey, Debayan Banerjee, Abdelrahman Abdelkawi, and Jens Lehmann. 2019 · 2019
Cited alongside, same era.
PullNet: Open domain question answering with iterative retrieval on knowledge bases and text
Haitian Sun, Tania Bedrax-Weiss, and William Cohen. 2019 · 2019
Cited alongside, same era.
Tensor decompositions for temporal knowledge base completion
Timothée Lacroix, Guillaume Obozinski, and Nicolas Usunier. 2020 · 2020
Cited alongside, same era.
Tequila: Temporal question answering over knowledge bases
Zhen Jia, Abdalghani Abujabal, Rishiraj Saha Roy, Jannik Strötgen, and Gerhard Weikum. 2018b
Cited in the paper.
Question answering over temporal knowledge graphs
Apoorv Saxena, Soumen Chakrabarti, and Partha Talukdar. 2021 · 2021
Later among the works it cites.
Temporal knowledge graph question answering via subgraph reasoning
Ziyang Chen, Xiang Zhao, Jinzhi Liao, Xinyi Li, and Evangelos Kanoulas. 2022 · 2022
Closest in time.
Improving time sensitivity for question answering over temporal knowledge graphs
Chao Shang, Guangtao Wang, Peng Qi, and Jing Huang. 2022 · 2022
Closest in time.