Unverified50% confidenceFactExact time
In Q2D-Web, LLM judgments are designed as one of three sets rather than the sole basis, in order to guard against the biases that LLM judgments themselves may introduce.
1
Sources
50%
Confidence
Long-term
Relevance
9/15/2026
First Seen
Sources
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Unverified思维链提示有效的原理是：LLM是逐词生成的自回归模型，先生成推理过程可作为后续推断的工作记忆，降低直接跳结论的错误率71% similarUnverifiedLLM裁判仅作辅助，不可单独作为最终评判依据，缓解策略包括多模型交叉打分、结构化评分Rubric、定期与人工标注对齐71% similarUnverifiedFor non-deterministic LLM applications, deeply comparing intermediate steps one by one rather than only comparing final results can effectively pinpoint the critical turning point where behavioral divergence occurs.71% similarUnverifiedLLMs' probability judgments drift under the influence of irrelevant factors such as how evidence is framed and the order in which it is presented.70% similar
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