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Some papers on event time embedding, including event time relationship extraction, time segment extraction, time segment prediction.
Methodologies
Time embedding
Year
Source
Methods
2018
ACL
TempRels
2019
ACL
Timex
2021
ACL-IJCNLP
Curcature
Event-Event temporal relation extraction
Year
Source
Methods
2018
KDD
CCMs
2019
CORR
CaTeRS
2020
EMNLP
TORQUE
2021
EMNLP
Stack-Propagation
2021
ACL
TIMERS
2022
ACL
DocTime
Event time argument extraction
Year
Source
Methods
2016
ACL
TemAnchoring
2017
ACL
SynTime
2018
EMNLP
CogCompTime
2018
ACL
DecisionTree
2021
ACL
4-tuple
2021
arxiv
STAGE
Event-Event temporal relation prediction
Year
Source
Methods
Event time argument prediction
Year
Source
Methods
2020
EMNLP
TIMEPLEX
2020
ACL
TACOLM
2021
K-CAP
TIME2BOX
2021
ACL
TTE
2021
ACL-IJCNLP
DeepHit
2022
ACL
VerbalAspect
Time knowledge graph completion
Year
Source
Methods
2020
ICLR
TNTComplEx
2020
EMNLP
RE-NET
2021
AAAI
CyGNet
2021
KDD
T-GAP
Papers
Time embedding
Qiang Ning, Hao Wu, and Dan Roth. "A Multi-Axis Annotation Scheme for Event Temporal Relations". ACL, 2018.
Tanya Goyal and Greg Durrett. "Embedding time expressions for deep temporal ordering models". ACL, 2019.
Sebastien Montella. "Hyperbolic Temporal Knowledge Graph Embeddings with Relational and Time Curvatures". ACL-IJCNLP, 2021.
Kaspar Beelen, Federico Nanni, Mariona Coll Ardanuy, Kasra Hosseini, Giorgia Tolfo, and Barbara McGillivray. "When Time Makes Sense: A Historically-Aware Approach to Targeted Sense Disambiguation". ACL-IJCNLP, 2021.
Event-Event temporal relation extraction
Qiang Ning, Zhili Feng, Hao Wu, Dan Roth. "Joint Reasoning for Temporal and Causal Relations". ACL, 2018.
Rujun Han, Mengyue Liang, Bashar Alhafni, and Nanyun Peng. "Contextualized Word Embeddings Enhanced Event Temporal Relation Extraction for Story Understanding". CoRR, 2019.
Qiang Ning, Hao Wu, Rujun Han, Nanyun Peng, Matt Gardner, and Dan Roth. "TORQUE: A Reading Comprehension Dataset of Temporal Ordering Questions". EMNLP, 2020.
Haoyang Wen and Heng Ji. "Utilizing Relative Event Time to Enhance Event-Event Temporal Relation Extraction". EMNLP, 2021.
Aman Madaan and Yiming Yang. "Neural Language Modeling for Contextualized Temporal Graph Generation". NAACL, 2021.
Puneet Mathur, Vlad I Morariu, Verena Kaynig-Fittkau, Jiuxiang Gu, Franck Dernoncourt, Quan Hung Tran, Ani Nenkova,Dinesh Manocha, and Rajiv Jain. "DocTime: A Document-level Temporal Dependency Graph Parser". ACL, 2022.
Event time argument extraction
Nils Reimers, Nazanin Dehghani, Iryna Gurevych. "Temporal Anchoring of Events for the TimeBank Corpus". ACL, 2016.
Xiaoshi Zhong, Aixin Sun, and Erik Cambria. "Time Expression Analysis and Recognition Using Syntactic Token Types and General Heuristic Rules". ACL 2017.
Qiang Ning, Ben Zhou, Zhili Feng, Haoruo Peng, Dan Roth. "CogCompTime: A Tool for Understanding Time in Natural Language". EMNLP, 2018.
Nils Reimers, Nazanin Dehghani, Iryna Gurevych. "Event Time Extraction with a Decision Tree of Neural Classifiers". ACL, 2018.
Haoyang Wen, Yanru Qu, Heng Ji, Qiang Ning, Jiawei Han, Avirup Sil, Hanghang Tong, Dan Roth. "Event Time Extraction and Propagation via Graph Attention Networks". ACL, 2021.
Luke Breitfeller, Aakanksha Naik, and Carolyn Rose. "STAGE: Tool for Automated Extraction of Semantic Time Cues to Enrich Neural Temporal Ordering Models". Arxiv, 2021.
Event-Event temporal relation prediction
Qiang Ning, Sanjay Subramanian, and Dan Roth. "An Improved Neural Baseline for Temporal Relation Extraction". EMNLP, 2019.
Event time argument prediction
Prachi Jain, Sushant Rathi, Mausam, and Soumen Chakrabarti. "Temporal Knowledge Base Completion: New Algorithms and Evaluation Protocols". EMNLP, 2020.
Ben Zhou, Qiang Ning, Daniel Khashabi, and Dan Roth. "Temporal Common Sense Acquisition with Minimal Supervision". ACL, 2020.
Ling Cai, Krzysztof Janowicz, Bo Yan, Rui Zhu, and Gengchen Mai. "Time in a Box: Advancing Knowledge Graph Completion with Temporal Scopes". K-CAP, 2021.
Nazanin Dehghani, Hassan Hajipoor, Hadi Amiri. "Embedding Time Differences in Context-sensitive Neural Networks for Learning Time to Event". ACL, 2021.
Eleni Metheniti, Tim Van de Cruys, and Nabil Hathout. "About Time: Do Transformers Learn Temporal Verbal Aspect?". ACL, 2021.