INTERPRETATION AND VERIFICATION OF LARGE LANGUAGE MODEL DECISIONS: TAXONOMY OF METHODS, TRUST METRICS,AND EVALUATION PROTOCOLS
A five-level taxonomy of large language model interpretation methods is proposed, covering the range from the analysis of individual neuron activations to behavioral testing at the level of complete textual outputs, and it is demonstrated that proper probability calibration is a necessary prerequisite for the practical...