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Findings

• IC-048Existing video LLMs (TimeChat, VTG-LLM, Momentor, Hawkeye) show limited zero-shot video temporal grounding capability and struggle to improve with fine-tuning [eval]
• IC-1389Video-language models do not significantly outperform image-language models on temporal reasoning tasks in VILMA [source]