Author

Yi-Lai Liu

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#artificial intelligence Preprint Sep 2026

TempCloze: Can Video-LLMs Identify the Missing Middle?

Temporal reasoning benchmarks for Video-LLMs are often mediated by language, leaving room for linguistic shortcuts from option wording, answer correlations, or language priors, so TempCloze is introduced, a video cloze benchmark for evaluating visual temporal reasoning in Video-LLMs.

Wen-Qi Pei, Henry Hengyuan Zhao, Yi-Lai Liu et al. · 0 citations

Jul 2026

SlotMem: Character-Addressable Internal Memory for Narrative Long Video Generation

Experiments on multiple narrative long video generation benchmarks show that SlotMem improves long-range character consistency over existing baselines, while maintaining comparable video quality.

Yi-Lai Liu, Xin Zhang, Shiyuan Zhang et al. · arXiv.org · 1 citation