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Large Language ModelsarXiv cs.CLPublished: Apr 13, 2026, 13:00 JST

New TCVA method enables AI evaluation systems to adjust strictness levels based on application needs, matching human judgment without extra AI calls.

New TCVA method enables AI evaluation systems to adjust strictness levels based on application needs, matching human judgment without extra AI calls.

Temperature-Controlled Verdict Aggregation (TCVA) uses a temperature parameter (0.1-1.0) to control how strict AI evaluations are, ranging from pessimistic scores for safety-critical applications to lenient scores for conversational AI

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