event understanding

ChronoSense: Exploring Temporal Understanding in Large Language Models with Time Intervals of Events ACL 2025 Cross-Document Event-Keyed Summarization ACL 2025 GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning ACL 2025 Is Your World Simulator a Good Story Presenter? A Consecutive Events-Based Benchmark for Future Long Video Generation CVPR 2025 LongVALE: Vision-Audio-Language-Event Benchmark Towards Time-Aware Omni-Modal Perception of Long Videos CVPR 2025 RoadSocial: A Diverse VideoQA Dataset and Benchmark for Road Event Understanding from Social Video Narratives CVPR 2025 Grounding Partially-Defined Events in Multimodal Data EMNLP 2024 MAVEN-FACT: A Large-scale Event Factuality Detection Dataset EMNLP 2024 SAGA: A Participant-specific Examination of Story Alternatives and Goal Applicability for a Deeper Understanding of Complex Events ACL 2024 Synergetic Event Understanding: A Collaborative Approach to Cross-Document Event Coreference Resolution with Large Language Models ACL 2024 A Dataset for Physical and Abstract Plausibility and Sources of Human Disagreement ACL 2023 Are All Steps Equally Important? Benchmarking Essentiality Detection in Event Processes EMNLP 2023 COMET-M: Reasoning about Multiple Events in Complex Sentences EMNLP 2023 CRAB: Assessing the Strength of Causal Relationships Between Real-world Events EMNLP 2023 Modular Memorability: Tiered Representations for Video Memorability Prediction CVPR 2023 Probing Representations for Document-level Event Extraction EMNLP 2023 Debiasing Event Understanding for Visual Commonsense Tasks ACL 2022 POQue: Asking Participant-specific Outcome Questions for a Deeper Understanding of Complex Events EMNLP 2022 SUTD-TrafficQA: A Question Answering Benchmark and an Efficient Network for Video Reasoning Over Traffic Events CVPR 2021 Time-Stamped Language Model: Teaching Language Models to Understand The Flow of Events NAACL 2021 Analogous Process Structure Induction for Sub-event Sequence Prediction EMNLP 2020 Joint Modeling of Arguments for Event Understanding EMNLP 2020 “Going on a vacation” takes longer than “Going for a walk”: A Study of Temporal Commonsense Understanding EMNLP 2019 Event2Mind: Commonsense Inference on Events, Intents, and Reactions ACL 2018 Grounding Semantic Roles in Images EMNLP 2018