Jul 2026
Hierarchical Group-Conditional Conformal Risk Control for Selective Prediction in Language Models
Hierarchical Group-Conditional CRC (Hierarchical Group-Conditional CRC), a post-hoc calibration framework enforcing simultaneous risk guarantees across all nodes of a user-defined group hierarchy, reaches an empirical 0% violation rate and WGER=0 on ARC Challenge for high-accuracy models.
Murilo Salem, Luísa Böhm, Daniel Pontes et al.
· arXiv.org · 1 citation