temporal relation extraction

BeDiscovER: The Benchmark of Discourse Understanding in the Era of Reasoning Language Models EACL 2026 Beyond Pairwise: Global Zero-shot Temporal Graph Generation EMNLP 2025 Consistent Discourse-level Temporal Relation Extraction Using Large Language Models EMNLP 2025 Extracting Military Event Temporal Relations via Relative Event Time Prediction and Virtual Adversarial Training NAACL 2025 Temporal Relation Extraction in Clinical Texts: A Span-based Graph Transformer Approach ACL 2025 Analysing zero-shot temporal relation extraction on clinical notes using temporal consistency ACL 2024 ConTempo: A Unified Temporally Contrastive Framework for Temporal Relation Extraction ACL 2024 Event Semantic Classification in Context EACL 2024 LAILab at Chemotimelines 2024: Finetuning sequence-to-sequence language models for temporal relation extraction towards cancer patient undergoing chemotherapy treatment NAACL 2024 Lexicans at Chemotimelines 2024: Chemotimeline Chronicles - Leveraging Large Language Models (LLMs) for Temporal Relations Extraction in Oncological Electronic Health Records NAACL 2024 Overview of the 2024 Shared Task on Chemotherapy Treatment Timeline Extraction NAACL 2024 QA-based Event Start-Points Ordering for Clinical Temporal Relation Annotation COLING 2024 Towards Using Automatically Enhanced Knowledge Graphs to Aid Temporal Relation Extraction COLING 2024 UTSA-NLP at ChemoTimelines 2024: Evaluating Instruction-Tuned Language Models for Temporal Relation Extraction NAACL 2024 End-to-end clinical temporal information extraction with multi-head attention ACL 2023 Event-independent temporal positioning: application to French clinical text ACL 2023 Event Temporal Relation Extraction with Bayesian Translational Model EACL 2023 Extracting or Guessing? Improving Faithfulness of Event Temporal Relation Extraction EACL 2023 LEAF: Linguistically Enhanced Event Temporal Relation Framework EMNLP 2023 More than Classification: A Unified Framework for Event Temporal Relation Extraction ACL 2023 TIMELINE: Exhaustive Annotation of Temporal Relations Supporting the Automatic Ordering of Events in News Articles EMNLP 2023 Toward Consistent and Informative Event-Event Temporal Relation Extraction ACL 2023 Typed Markers and Context for Clinical Temporal Relation Extraction MLHC 2023 Zero-shot Temporal Relation Extraction with ChatGPT ACL 2023 DCT-Centered Temporal Relation Extraction COLING 2022