Diagnosing Long-Video Quantitative Reasoning in Multimodal LLMs via Enumeration and Counting

Fumihiko Tsuchiya, Taiki Miyanishi, Shunsuke Yasuki +5

Final-answer video QA can show whether a model predicts the right number, but not which instances it counted, when the supporting evidence occurs, or why it failed. We diagnose lon…