Unverified50% confidenceSolutionExact time
In TomasuLLM, speculative results are formally committed only after they have been validated against the committed state in trajectory order.
1
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50%
Confidence
Long-term
Relevance
10/1/2026
First Seen
Sources
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Related Claims
UnverifiedTraditional 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.66% similarUnverifiedFor checkpoints with definitive correct answers (such as dates, amounts, and IDs), deterministic validation should be used rather than relying on another LLM to judge whether the result is reasonable.65% similarUnverified若有明确验收标准，最好同步提供验证脚本，验证失败则继续修复直至通过；若未提供验证命令，系统默认以所有步骤完成作为判定条件64% similarUnverifiedSMC employs an execute-first, verify-later commit mechanism: when the authoritative model's tool call successfully matches the first action of the drafter model's predicted action chain, the pre-executed remaining steps and observations are committed to the official trajectory.63% similarUnverifiedThe check in loop engineering should be to verify results rather than to regenerate them; having the model regenerate once more often yields only another version of the answer.63% similar
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