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Existing temporal relation (TempRel) annotation schemes often have low inter-annotator agreements (IAA) even between experts, suggesting that the current annotation task needs a better definition.
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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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Inducing temporal graphs
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SemEval-2007 Task 15: TempEval temporal relation identification
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Temporal reasoning about fuzzy intervals
Steven Schockaert and Martine De Cock. 2008 · 2008
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FactBank: a corpus annotated with event factuality
Roser Saurí and James Pustejovsky. 2009 · 2009
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SemEval-2010 Task 13: TempEval-2
Marc Verhagen, Roser Sauri, Tommaso Caselli, and James Pustejovsky. 2010 · 2010
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Time in language: Event duration in language comprehension
Marta Coll-Florit and Silvia P Gennari. 2011 · 2011
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Annotating story timelines as temporal dependency structures
Steven Bethard, Oleksandr Kolomiyets, and Marie-Francine Moens. 2012 · 2012
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Joint inference for event timeline construction
Quang Xuan Do, Wei Lu, and Dan Roth. 2012 · 2012
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Learning to temporally order medical events in clinical text
Preethi Raghavan, Eric Fosler-Lussier, and Albert M Lai. 2012 · 2012
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SemEval-2013 Task 1: TempEval-3: Evaluating time expressions, events, and temporal relations
Naushad UzZaman, Hector Llorens, James Allen, Leon Derczynski, Marc Verhagen, and James Pustejovsky. 2013 · 2013
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An annotation framework for dense event ordering
Taylor Cassidy, Bill McDowell, Nathanel Chambers, and Steven Bethard. 2014 · 2014
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Dense event ordering with a multi-pass architecture
Nathanael Chambers, Taylor Cassidy, Bill McDowell, and Steven Bethard. 2014 · 2014
SemEval-2015 Task 4: TimeLine: Cross-document event ordering
Anne-Lyse Minard, Manuela Speranza, Eneko Agirre, Itziar Aldabe, Marieke van Erp, Bernardo Magnini, German Rigau, Ruben Urizar, and Fondazione Bruno Kessler. 2015 · 2015
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Event nugget annotation: Processes and issues
Teruko Mitamura, Yukari Yamakawa, Susan Holm, Zhiyi Song, Ann Bies, Seth Kulick, and Stephanie Strassel. 2015 · 2015
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From light to rich ere: Annotation of entities, relations, and events
Zhiyi Song, Ann Bies, Stephanie Strassel, Tom Riese, Justin Mott, Joe Ellis, Jonathan Wright, Seth Kulick, Neville Ryant, and Xiaoyi Ma. 2015 · 2015
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SemEval-2016 Task 12: Clinical TempEval
Steven Bethard, Guergana Savova, Wei-Te Chen, Leon Derczynski, James Pustejovsky, and Marc Verhagen. 2016 · 2016
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CaTeRS: Causal and temporal relation scheme for semantic annotation of event structures
Nasrin Mostafazadeh, Alyson Grealish, Nathanael Chambers, James Allen, and Lucy Vanderwende. 2016 · 2016
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Cited alongside, same era.
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, et al. 2014 · 2014
Cited alongside, same era.
SemEval-2015 Task 6: Clinical TempEval
Steven Bethard, Leon Derczynski, Guergana Savova, James Pustejovsky, and Marc Verhagen. 2015 · 2015
Cited alongside, same era.
Event detection and factuality assessment with non-expert supervision
Kenton Lee, Yoav Artzi, Yejin Choi, and Luke Zettlemoyer. 2015 · 2015
Cited alongside, same era.
SemEval-2015 Task 5: QA TEMPEVAL - evaluating temporal information understanding with question answering
Hector Llorens, Nathanael Chambers, Naushad UzZaman, Nasrin Mostafazadeh, James Allen, and James Pustejovsky. 2015 · 2015
Cited alongside, same era.
Improving temporal relation extraction with a globally acquired statistical resource
Qiang Ning, Hao Wu, Haoruo Peng, and Dan Roth. 2018a
Cited in the paper.
Exploiting partially annotated data for temporal relation extraction
Qiang Ning, Zhongzhi Yu, Chuchu Fan, and Dan Roth. 2018b
Cited in the paper.
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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Temporal anchoring of events for the timebank corpus
Nils Reimers, Nazanin Dehghani, and Iryna Gurevych. 2016 · 2016
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SemEval-2017 Task 12: Clinical TempEval
Steven Bethard, Guergana Savova, Martha Palmer, and James Pustejovsky. 2017 · 2017
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Structured learning for temporal relation extraction from clinical records
Tuur Leeuwenberg and Marie-Francine Moens. 2017 · 2017
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A structured learning approach to temporal relation extraction
Qiang Ning, Zhili Feng, and Dan Roth. 2017 · 2017
Later among the works it cites.