Author

Baiqi Li

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#artificial intelligence Jan 2026

TimeBlind: A Spatio-Temporal Compositionality Benchmark for Video LLMs

TimeBlind is presented, a diagnostic benchmark for compositional spatio-temporal understanding that demonstrates that even frontier models rely heavily on static visual shortcuts rather than genuine temporal logic, positioning TimeBlind as a vital diagnostic tool for next-generation video understanding.

Baiqi Li, Kangyi Zhao, Ce Zhang et al. · arXiv.org · 11 citations · ⚡4