Green Shielding introduces CUE criteria and the HCM-Dx benchmark to demonstrate that routine prompt variations systematically alter LLM diagnostic behavior along clinically relevant dimensions, producing Pareto-like tradeoffs in plausibility versus coverage.
Veridical data science.Proceedings of the National Academy of Sciences, 117(8):3920–3929
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
citation-role summary
dataset 1
citation-polarity summary
years
2026 2verdicts
UNVERDICTED 2roles
dataset 1polarities
use dataset 1representative citing papers
Introduces task-oriented randomization for black-box stability with theoretical guarantees, stability-exploration trade-off analysis, and extension to top-k ranking motivated by LLMs.
citing papers explorer
-
Stabilizing black-box algorithms through task-oriented randomization
Introduces task-oriented randomization for black-box stability with theoretical guarantees, stability-exploration trade-off analysis, and extension to top-k ranking motivated by LLMs.