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video reasoning

22 papers

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Co-occurring keywords

video understanding (1658) large language model (13587) video question answering (199) video large language model (44) multimodal learning (4645) chain-of-thought reasoning (551) commonsense reasoning (506) multimodal reasoning (197) vision-language model (2348) frame selection (36)

Papers

ReasonAct: Progressive Training for Fine-Grained Video Reasoning in Small Models AAAI 2026
CogStream: Context-guided Streaming Video Question Answering AAAI 2026
VideoEspresso: A Large-Scale Chain-of-Thought Dataset for Fine-Grained Video Reasoning via Core Frame Selection CVPR 2025
VEU-Bench: Towards Comprehensive Understanding of Video Editing CVPR 2025
GLIMPSE: Do Large Vision-Language Models Truly Think With Videos or Just Glimpse at Them? EMNLP 2025
MINERVA: Evaluating Complex Video Reasoning ICCV 2025
Flexible Frame Selection for Efficient Video Reasoning CVPR 2025
Towards Video Thinking Test: A Holistic Benchmark for Advanced Video Reasoning and Understanding ICCV 2025
Video-RTS: Rethinking Reinforcement Learning and Test-Time Scaling for Efficient and Enhanced Video Reasoning EMNLP 2025
Motion-Grounded Video Reasoning: Understanding and Perceiving Motion at Pixel Level CVPR 2025
Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events CVPR 2025
Addressing Blind Guessing: Calibration of Selection Bias in Multiple-Choice Question Answering by Video Language Models ACL 2025
MECD: Unlocking Multi-Event Causal Discovery in Video Reasoning NIPS 2024
SOK-Bench: A Situated Video Reasoning Benchmark with Aligned Open-World Knowledge CVPR 2024
TV-TREES: Multimodal Entailment Trees for Neuro-Symbolic Video Reasoning EMNLP 2024
MVBench: A Comprehensive Multi-modal Video Understanding Benchmark CVPR 2024
YTCommentQA: Video Question Answerability in Instructional Videos AAAI 2024
Let’s Think Frame by Frame with VIP: A Video Infilling and Prediction Dataset for Evaluating Video Chain-of-Thought EMNLP 2023
CLEVRER-Humans: Describing Physical and Causal Events the Human Way NIPS 2022
Rethinking the Video Sampling and Reasoning Strategies for Temporal Sentence Grounding EMNLP 2022
Generative Video Transformer: Can Objects be the Words? ICML 2021
SUTD-TrafficQA: A Question Answering Benchmark and an Efficient Network for Video Reasoning Over Traffic Events CVPR 2021