Unverified50% confidenceFactExact time
Pattern matching has limited performance in tasks requiring strict deduction (such as mathematical proofs or program verification), because its soft similarity judgments cannot provide the guarantees of formal verification.
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50%
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Long-term
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10/17/2026
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Related Claims
Unverified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80% similarUnverifiedFormal verification only guarantees that the code satisfies the specification, not that the specification is faithful to the natural language requirement, so a machine proof of a property narrower than the requirement may be worthless yet pass all checks.74% similarUnverifiedThe claim-detection uses contiguous phrase matching rather than regular expressions, because negation words break the phrase, for example "测试未通过" does not contain the substring "测试通过".73% similarUnverifiedTraditional 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.73% similar
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