MirrorBench reveals that leading MLLMs perform far below humans on tasks requiring self-referential perception and representation, even at the simplest level.
Chimpanzees: self-recognition
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A Transformer-based self-prior in active inference enables a simulated agent to spontaneously recognize and remove a mark on its face in a mirror by detecting discrepancies in learned visual-proprioceptive experiences.
citing papers explorer
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MirrorBench: Evaluating Self-centric Intelligence in MLLMs by Introducing a Mirror
MirrorBench reveals that leading MLLMs perform far below humans on tasks requiring self-referential perception and representation, even at the simplest level.
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Active Inference with a Self-Prior in the Mirror-Mark Task
A Transformer-based self-prior in active inference enables a simulated agent to spontaneously recognize and remove a mark on its face in a mirror by detecting discrepancies in learned visual-proprioceptive experiences.