temporal relation

UERLens: Understanding Event Relations in Large Language Models ACL 2026 Efficient Document-level Event Relation Extraction NAACL 2025 EventFull: Complete and Consistent Event Relation Annotation NAACL 2025 EventRelBench: A Comprehensive Benchmark for Evaluating Event Relation Understanding in Large Language Models EMNLP 2025 ExpliCa: Evaluating Explicit Causal Reasoning in Large Language Models ACL 2025 Motion-aware Contrastive Learning for Temporal Panoptic Scene Graph Generation AAAI 2025 Visual Representations of Temporal Relations between Events and Time Expressions in News Stories ACL 2025 Chaining Event Spans for Temporal Relation Grounding EACL 2024 Exploring the Potential of ChatGPT on Sentence Level Relations: A Focus on Temporal, Causal, and Discourse Relations EACL 2024 LLMs Are Prone to Fallacies in Causal Inference EMNLP 2024 SIRA: Scalable Inter-frame Relation and Association for Radar Perception CVPR 2024 Are Transformers Effective for Time Series Forecasting? AAAI 2023 Enhance Temporal Relations in Audio Captioning with Sound Event Detection Interspeech 2023 LEAF: Linguistically Enhanced Event Temporal Relation Framework EMNLP 2023 Open-Domain Hierarchical Event Schema Induction by Incremental Prompting and Verification ACL 2023 Temporal Relation Classification using Boolean Question Answering ACL 2023 Test of Time: Instilling Video-Language Models With a Sense of Time CVPR 2023 How about Time? Probing a Multilingual Language Model for Temporal Relations COLING 2022 Interpreting Time-Varying Dynamic Bayesian Networks for Earth Climate Modelling PGM 2022 MAVEN-ERE: A Unified Large-scale Dataset for Event Coreference, Temporal, Causal, and Subevent Relation Extraction EMNLP 2022 Salient-to-Broad Transition for Video Person Re-Identification CVPR 2022 Selecting Optimal Context Sentences for Event-Event Relation Extraction AAAI 2022 Understand before Answer: Improve Temporal Reading Comprehension via Precise Question Understanding NAACL 2022 Event-Centric Natural Language Processing ACL 2021 EventPlus: A Temporal Event Understanding Pipeline NAACL 2021