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Event temporal relation extraction~(ETRE) is usually formulated as a multi-label classification task, where each type of relation is simply treated as a one-hot label.
Joint event and temporal relation extraction with shared representations and structured prediction
Rujun Han, Qiang Ning, and Nanyun Peng. 2019 · 1909
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An interval-based representation of temporal knowledge
James F Allen. 1981 · 1981
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Clinical temporal relation extraction with probabilistic soft logic regularization and global inference
Yichao Zhou, Yu Yan, Rujun Han, John Harry Caufield, Kai-Wei Chang, Yizhou Sun, Peipei Ping, and Wei Wang. 2021 · 1981
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The timebank corpus
James Pustejovsky, Patrick Hanks, Roser Sauri, Andrew See, Robert Gaizauskas, Andrea Setzer, Dragomir Radev, Beth Sundheim, David Day, Lisa Ferro, et al. 2003b · 2003
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Semeval-2007 task 15: Tempeval temporal relation identification
Marc Verhagen, Robert Gaizauskas, Frank Schilder, Mark Hepple, Graham Katz, and James Pustejovsky. 2007 · 2007
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Fei Cheng and Yusuke Miyao. 2020 · 2008
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Iso-timeml: An international standard for semantic annotation
James Pustejovsky, Kiyong Lee, Harry Bunt, and Laurent Romary. 2010 · 2010
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Econet: Effective continual pretraining of language models for event temporal reasoning
Rujun Han, Xiang Ren, and Nanyun Peng. 2020 · 2012
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Semeval-2013 task 1: Tempeval-3: Evaluating time expressions, events, and temporal relations
Naushad UzZaman, Hector Llorens, Leon Derczynski, James Allen, Marc Verhagen, and James Pustejovsky. 2013 · 2013
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An annotation framework for dense event ordering
Taylor Cassidy, Bill McDowell, Nathanael Chambers, and Steven Bethard. 2014 · 2014
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Temporal annotation in the clinical domain
William F. Styler IV, Steven Bethard, Sean Finan, Martha Palmer, Sameer Pradhan, Piet C de Groen, Brad Erickson, Timothy Miller, Chen Lin, Guergana Savova, and James Pustejovsky. 2014 · 2014
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Harnessing deep neural networks with logic rules
Zhiting Hu, Xuezhe Ma, Zhengzhong Liu, Eduard Hovy, and Eric Xing. 2016 · 2016
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Richer event description: Integrating event coreference with temporal, causal and bridging annotation
Tim O’Gorman, Kristin Wright-Bettner, and Martha Palmer. 2016 · 2016
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Hinge-loss markov random fields and probabilistic soft logic
Stephen H Bach, Matthias Broecheler, Bert Huang, and Lise Getoor. 2017 · 2017
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Classifying temporal relations by bidirectional LSTM over dependency paths
An improved neural baseline for temporal relation extraction
Qiang Ning, Sanjay Subramanian, and Dan Roth. 2019 · 2019
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Entity, relation, and event extraction with contextualized span representations
David Wadden, Ulme Wennberg, Yi Luan, and Hannaneh Hajishirzi. 2019 · 2019
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Extracting event temporal relations via hyperbolic geometry
Xingwei Tan, Gabriele Pergola, and Yulan He. 2021 · 2021
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Joint constrained learning for event-event relation extraction
Haoyu Wang, Muhao Chen, Hongming Zhang, and Dan Roth. 2021 · 2021
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Utilizing relative event time to enhance event-event temporal relation extraction
Haoyang Wen and Heng Ji. 2021 · 2021
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Fei Cheng and Yusuke Miyao. 2017 · 2017
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A sequential model for classifying temporal relations between intra-sentence events
Prafulla Kumar Choubey and Ruihong Huang. 2017 · 2017
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Temporal information extraction for question answering using syntactic dependencies in an LSTM-based architecture
Yuanliang Meng, Anna Rumshisky, and Alexey Romanov. 2017 · 2017
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A multi-axis annotation scheme for event temporal relations
Qiang Ning, Hao Wu, and Dan Roth. 2018 · 2018
Cited alongside, same era.
TIMERS: Document-level temporal relation extraction
Puneet Mathur, Rajiv Jain, Franck Dernoncourt, Vlad Morariu, Quan Hung Tran, and Dinesh Manocha. 2021a
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Timers: document-level temporal relation extraction
Puneet Mathur, Rajiv Jain, Franck Dernoncourt, Vlad Morariu, Quan Hung Tran, and Dinesh Manocha. 2021b
Cited in the paper.
Timeml: Robust specification of event and temporal expressions in text
James Pustejovsky, José M Castano, Robert Ingria, Roser Sauri, Robert J Gaizauskas, Andrea Setzer, Graham Katz, and Dragomir R Radev. 2003a
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Zexuan Zhong and Danqi Chen. 2021 · 2021
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Event-event relation extraction using probabilistic box embedding
EunJeong Hwang, Jay-Yoon Lee, Tianyi Yang, Dhruvesh Patel, Dongxu Zhang, and Andrew McCallum. 2022 · 2022
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Selecting optimal context sentences for event-event relation extraction
Hieu Man, Nghia Trung Ngo, Linh Ngo Van, and Thien Huu Nguyen. 2022 · 2022
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Extracting temporal event relation with syntactic-guided temporal graph transformer
Shuaicheng Zhang, Qiang Ning, and Lifu Huang. 2022 · 2022
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