Unverified50% confidenceFactExact time
Traditional speculative decoding uses strict rejection-sampling-based verification rules, where a draft token is only accepted when it exactly matches the target model's sampled result.
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9/7/2026
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VerifiedSpeculative decoding's rejection-sampling-based verification algorithm ensures that the output distribution is exactly equivalent to—rather than merely an approximation of—running the main model alone.75% similarUnverified精确匹配和规则校验只能验证输出的形式正确性，无法判断语义质量75% similarUnverifiedDeterministic validation (such as compilation passing, type checking, all test cases green, and no lint violations) provides an objective standard of judgment that does not rely on the model's self-assessment75% similarUnverifiedFormal verification is a technique that uses mathematical methods to rigorously prove that system behavior conforms to a predetermined specification, attempting to prove the absence of errors, whereas testing can only detect the presence of errors.74% similarUnverified使用大模型输出的加密代码时必须通过实际请求测试来验证其正确性，不能仅凭代码结构的合理性判断73% similar
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