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All SourcesarXiv
#temporal localization

Agentic Very Long Video Understanding

Intermediate
Aniket Rege, Arka Sadhu et al.Jan 26arXiv

The paper tackles understanding super long, first‑person videos (days to a week) by giving an AI a smarter memory and better tools.

#entity scene graph#agentic planning#long-horizon video understanding

MMSI-Video-Bench: A Holistic Benchmark for Video-Based Spatial Intelligence

Intermediate
Jingli Lin, Runsen Xu et al.Dec 11arXiv

This paper introduces MMSI-Video-Bench, a big, carefully hand-made test to check how well AI understands space and motion in videos.

#video-based spatial intelligence#multimodal large language models#spatial construction

See, Hear, and Understand: Benchmarking Audiovisual Human Speech Understanding in Multimodal Large Language Models

Intermediate
Le Thien Phuc Nguyen, Zhuoran Yu et al.Dec 1arXiv

This paper introduces AV-SpeakerBench, a new test that checks if AI can truly see, hear, and understand who is speaking, what they say, and when they say it in real videos.

#audiovisual reasoning#speaker attribution#temporal grounding