Probe Generalization as Subspace Selection for OOD Deception Detection
The results suggest that the OOD robustness of probes is largely determined by subspace selection, and projecting inputs onto a small subset of principal components from the training distribution of activations enables cross-domain transfer that nearly matches the performance of probes trained directly on the test dist...