Machine Learning Algorithms & Natural Language Processing
Nov 10, 2026 · Artificial Intelligence
UtilityBench: Measuring LLM Responsibility When Errors Have Unequal Costs
UtilityBench introduces a utility-based evaluation framework that assigns real-world costs to errors, revealing that higher LLM accuracy does not reliably translate into responsible answering or refusal behavior across 23 tested models.
AI safetyBenchmarkLLM evaluation
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