Unverified50% confidenceFactExact time
LLMs compress both the representation and decision stages into a single forward inference pass.
1
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50%
Confidence
Long-term
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9/17/2026
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Related Claims
UnverifiedFor SOC scenarios, a hybrid strategy is recommended with rule-based routing as the primary approach and LLM judgment as a supplement: first use rules to cover deterministic paths, and fall back to LLM for a secondary judgment only when rules cannot clearly classify a case.75% similarUnverifiedLLMs' probability judgments drift under the influence of irrelevant factors such as how evidence is framed and the order in which it is presented.73% similarUnverifiedAlthough LLMs do not directly output normalized probability vectors, decision confidence can be approximately estimated through various engineering methods.73% similarUnverifiedIn 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.72% similarVerifiedLLM 推理分为预填充阶段（Prefill，计算密集型）和解码阶段（Decode，内存带宽密集型）两个阶段72% similar
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