This work introduces Video2Skill, a benchmark that covers robot tabletop manipulation and human kitchen activity and tests three core capabilities: locating manipulation events in time, grouping events of the same transformation, and deciding when to reuse an existing skill or create a new one.
Jian-Shu Zhang, Ce Zhang, Xi-Yuan Yang et al.· 0 citations
The Very Big Video Reasoning (VBVR) Dataset is introduced, an unprecedentedly large-scale resource spanning 200 curated reasoning tasks following a principled taxonomy and over one million video clips, approximately three orders of magnitude larger than existing datasets.
Maijunxian Wang, Rui-Si Wang, Ju-Yi Lin et al.· arXiv.org· 28 citations· ⚡5
It is shown that hallucinations often accumulate over long contexts, through self-reinforcing dialogue history, and models are particularly vulnerable to questions requiring premise rejection or refusal, which highlights CEDI as a step toward realistic, systematic, and ecologically valid assessments of MLLMs'capabiliti...
Yijiang Li, Huiqi Zou, Bingyang Wang et al.· arXiv.org· 0 citations
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