ICM-Bench: Person-Level Identity Reasoning in Multimodal Agents with Long-Term Memory
ICM-Bench is a new benchmark designed to test if multimodal agents can remember recurring people across long video sequences. It evaluates identity-centric reasoning by asking questions that require linking faces, voices, and objects to stable identities over time. Results show current systems struggle with accumulating evidence into reliable long-term person profiles.