Retrieval-augmented generation
VideoChat
VideoChat: Chat-Centric Video Understanding
Superseded baseline#339 of 1,179 most-superseded · first seen May 10, 2023
Superseded — cited as a baseline and beaten by newer methods
0 papers critique it · 1 beat it on benchmarks
Beaten on benchmarks
Head-to-head results where a newer method reports beating VideoChat. Values are copied from the source paper's tables — verify against the cited paper.
AffectAgent beats VideoChat
40.15 vs 34.01
Mean · [all MLLM backbones - VideoChat]
AffectAgent: Collaborative Multi-Agent Reasoning for Retrieval-Augmented Multimodal Emotion Recognition
What to use instead
Recent methods in the same sub-problem, not yet superseded in the knowledge base — arXiv benchmark leaders, not vetted production recommendations.