This work compares distilled and non-distilled language models on reliability and sycophancy. It also studies whether conformal risk control can turn calibrated uncertainty thresholds into a practical intervention for harmful agreement.
This work compares distilled and non-distilled language models on reliability and sycophancy. It also studies whether conformal risk control can turn calibrated uncertainty thresholds into a practical intervention for harmful agreement.