Author

Yuhan Shao

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Preprint Aug 2026

FFSlim: An Efficient and Lightweight Format for Multi-modal Data Storage and Retrieval

With the rapid expansion of large-scale media-text corpora, multi-modal datasets increasingly require efficient storage and retrieval. Existing formats such as Files, TDP, and FFRecord work adequately for uni-modal data but expose fundamental limitations in multi-modal settings, including storage redundancy, massive sm...

Long Yang, Yu Mao, Yuhan Shao et al. · 0 citations

Preprint Aug 2026

Evaluating Multimodal Narrative Understanding of Popular Hollywood Films

It is found that many vision-language models struggle on this task (with many performing at near-chance levels of accuracy), while audio-visual models (including those that use audio in captioning scenes) reach a maximum accuracy of 61.1%, well below human-level performance.

David Bamman, Kent K. Chang, Allison Cooper et al. · 2 citations