familiarity-inference

FriendBench is a new benchmark for evaluating whether humans and multimodal LLMs can infer if two people are familiar or strangers from a 20-second video clip of an ice-breaker conversation. Results show the best models match human accuracy but differ in bias, and only humans benefit from richer visual behavior.