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Papers
OVO-Bench: How Far is Your Video-LLMs from Real-World Online Video Understanding?
CVPR 2025
Perceive the Passage of Time: A Systematic Evaluation of Large Language Model in Temporal Relativity
COLING 2025
Punching Bag vs. Punching Person: Motion Transferability in Videos
ICCV 2025
R2A-TLS: Reflective Retrieval-Augmented Timeline Summarization with Causal-Semantic Integration
EMNLP 2025
RASTeR: Robust, Agentic, and Structured Temporal Reasoning
IJCNLP 2025
RoboAnnotatorX: A Comprehensive and Universal Annotation Framework for Accurate Understanding of Long-horizon Robot Demonstration
ICCV 2025
Robust Table Information Extraction from Sustainability Reports: A Time-Aware Hybrid Two-Step Approach
ACL 2025
Sable: a Performant, Efficient and Scalable Sequence Model for MARL
ICML 2025
SCVBench: A Benchmark with Multi-turn Dialogues for Story-Centric Video Understanding
IJCAI 2025
STOP: Integrated Spatial-Temporal Dynamic Prompting for Video Understanding
CVPR 2025
SVBench: A Benchmark with Temporal Multi-Turn Dialogues for Streaming Video Understanding
ICLR 2025
SVLTA: Benchmarking Vision-Language Temporal Alignment via Synthetic Video Situation
CVPR 2025
Synergizing Multimodal Temporal Knowledge Graphs and Large Language Models for Social Relation Recognition
EMNLP 2025
TCP: a Benchmark for Temporal Constraint-Based Planning
EMNLP 2025
Temporal reasoning for timeline summarisation in social media
ACL 2025
Temporal Reasoning Transfer from Text to Video
ICLR 2025
Temporal Referential Consistency: Do LLMs Favor Sequences Over Absolute Time References?
EMNLP 2025
Temporal Specification Optimisation for the Event Calculus
AAAI 2025
TEOChat: A Large Vision-Language Assistant for Temporal Earth Observation Data
ICLR 2025
Test of Time: A Benchmark for Evaluating LLMs on Temporal Reasoning
ICLR 2025
The Devil is in Temporal Token: High Quality Video Reasoning Segmentation
CVPR 2025
The Power of Simplicity in LLM-Based Event Forecasting
ACL 2025
Time After Time: Deep-Q Effect Estimation for Interventions on When and What to do
ICLR 2025
Time-aware ReAct Agent for Temporal Knowledge Graph Question Answering
NAACL 2025
Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement
ACL 2025