Author

Aditya Raikwar

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Jul 2026

Do Video-LLMs Actually Watch? Diagnosing Character-Tracking Failures in Long-Form Video

A diagnostic toolkit for auditing what benchmark scores for open-source Video-LLM models actually measure, and finds the accuracy does not come from character tracking.

Mohammad Al-Ratrout, Shayla Sharmin, Aditya Raikwar et al. · arXiv.org · 0 citations