ActMap: Single-Pass Uncertainty Quantification from Generation-Time Activation Maps

Jacopo Dardini, Roberta Calegari

Practical uncertainty quantification (UQ) for large language models must decide, from a single generation, whether a specific answer should be trusted. Existing methods either samp…