Unverified50% confidenceFactExact time
SpecCompact borrows the idea of speculative decoding, extending the speculation unit from tokens to semantic slots and changing the verification criterion from probabilistic acceptance to semantic plausibility judgment, and therefore does not guarantee complete equivalence with serial generation.
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Long-term
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11/5/2026
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VerifiedStreaming inference involves inference optimization techniques such as speculative decoding and continuous batching.73% similarUnverified当编排逻辑从确定性代码转移至概率性模型推理时,插件间调用的可解释性与可审计性将成为企业级应用的工程挑战71% similarUnverified将逻辑固化为可复用代码比每次让大模型重新推理更快且节省Token,具有确定性和可审计性71% similarUnverifiedCurrent provable reasoning work mostly follows a "local formalization" approach: guarantees are given only for parts that can be discretized or parsed, such as decoding constraints, output formats, and probability bounds.69% similarUnverifiedDeterministic regression logic means that the evaluation judgment logic itself is deterministic, rather than making large model outputs deterministic.69% similar
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