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Two Confounds in Cross-Model Value Comparison: Response Determinism and the Access Harness
arXiv cs.LG — Machine Learning
Factual evidence
What the source reports
Research identifies two confounds—response determinism and access harness—in cross-model value comparisons, proposing a new separation protocol.
Open sourceOneBench interpretation
Institutional assessment
So what
The reliability of evaluating LLM 'values' for critical banking applications, especially for model risk management, depends on robust comparison methodologies.
Do what
Your model validation teams need to understand and account for confounding factors in LLM behavior when assessing alignment with banking ethical guidelines.