ALIEN trains a lightweight uncertainty head initialized to model entropy and refined via supervised regularization to improve detection of incorrect predictions and calibration on classification and NER tasks.
ICML 2021 Workshop on Uncertainty and Robustness in Deep Learning (2021)
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CL 1years
2025 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
ALIEN: Aligned Entropy Head for Improving Uncertainty Estimation of LLMs
ALIEN trains a lightweight uncertainty head initialized to model entropy and refined via supervised regularization to improve detection of incorrect predictions and calibration on classification and NER tasks.