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The "is this chunk relevant?" task that the LLM judge is prompted to imitate is essentially the scoring function of a cross-encoder; replacing the LLM judge with a specialized reranker is usually the easiest migration win to achieve, because the two have exactly the same output form and the reranker's scores are calibrated.
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10/12/2026
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UnverifiedLLM在「生成」和「评估」时激活的推理路径不同，生成任务偏向延续已有语义方向，评估任务激活更多批判性、面向异常检测的推理路径78% similarUnverifiedScoring functions often require careful design and may even rely on another LLM for scoring, known as the LLM-as-judge pattern.76% similarUnverifiedLLMs are essentially pattern-matching systems based on statistical regularities, learning through pre-training on massive code corpora what code typically follows a given context.76% similarUnverifiedLLM 的判别能力（判断输出质量）通常优于其生成能力（直接产出完美结果），因此多轮迭代可逐步缩小两者差距75% similar
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