CompanionBench: A Theory-Anchored, Real-World-Grounded Benchmark for AI Emotional Companionship

Yao Liu, Guangjia Chai, Yuming Huang +3

LLM companions are deployed at scale in personally consequential settings, yet poorly evaluated. Existing benchmarks use hand-authored scenarios and prompted simulators, aggregate…