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Validating the Comparison, Not Just the Scorer: Why Overall Accuracy Can Mislead in Interactive LLM Evaluation
Not provided in the abstract
evaluationLLMpromptingaccuracy
2610.31678
Builder Relevance
1h ago70%
Abstract
The paper discusses how relying solely on overall accuracy can mislead evaluations of LLM responses to different prompts.
Reality Card
Core Claim
Researchers should validate the exact difference they plan to report in LLM evaluations, not just the overall scorer accuracy.
Method / Result
In a balanced audit, overall F1 was 0.916, but prompt-specific errors ranged from 2.6% to 33.3%.
Limitations
The uncertainty in prompt-specific estimates and the potential for misrepresentation of performance due to audit composition.
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