MIRROR: A Hierarchical Benchmark for Metacognitive Calibration in Large Language Models

Jason Z Wang

We introduce MIRROR, a benchmark comprising eight experiments across four metacognitive levels that evaluates whether large language models can use self-knowledge to make better de…