Probe of Internal Recognition Detects Concealed Model Knowledge

The Probe of Internal Recognition (PIR) method identifies knowledge a model possesses but fails to report by analyzing internal states. Unlike other methods, PIR is reference-free and identifies correct answers among decoys by measuring recognition strength within the model's activations.