Higher precision in noisy screening signals can reduce decision accuracy by prompting increased strategic mimicry from low-quality agents.
Ilr Review , volume=
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
years
2026 2verdicts
UNVERDICTED 2representative citing papers
The paper characterizes deductive stereotyping in LLMs and introduces Fair-GCG to discover injection phrases that improve fairness across benchmarks, reasoning, and real-world tasks.
citing papers explorer
-
Pitfall of Precision in Noisy Signaling
Higher precision in noisy screening signals can reduce decision accuracy by prompting increased strategic mimicry from low-quality agents.
-
Wait, am I Being Fair? Characterizing Deductive Stereotyping and Mitigating It with Fair-GCG
The paper characterizes deductive stereotyping in LLMs and introduces Fair-GCG to discover injection phrases that improve fairness across benchmarks, reasoning, and real-world tasks.