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ICM-Bench: Person-Level Identity Reasoning in Multimodal Agents with Long-Term Memory.
ICM-Bench evaluates whether multimodal agents can remember recurring people and reason about their identities and relationships across long video memories. It contains 839 synthetic clips spanning 141 minutes and 1,217 open-ended questions across three identity-centric memory tasks.