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RealCompanion: Benchmarking Human Understanding from Reasoning over Longitudinal Real-World Conversations

110 upvotes · 1 OCT 2026 · Arman Behnam, Sunglyoung Kim, Liangwei Yang

This paper benchmarks a conversational AI system's ability to understand humans over long-term conversations, testing its ability to remember past interactions and reason about their context. Practitioners might care because this research helps improve AI systems' capacity for human-like understanding and conversation.

human-computer interactionconversation AIlong-term memoryreasoningdialogue systems