Verified80% confidenceFactExact time
Speculative decoding guarantees that the final output distribution is completely consistent with pure target-model generation through a rejection sampling protocol.
4
Sources
80%
Confidence
Long-term
Relevance
7/8/2026
First Seen
Sources
Related Claims
UnverifiedUnder lossless verification, speculative decoding's output distribution is exactly identical to that of the target model, so the number of accepted tokens per round can reflect the true speedup ratio.76% similarUnverifiedSpeculative decoding improves generation throughput while guaranteeing that the output is completely identical to that of the original model.76% similarUnverified投机解码中被接受的Token序列在统计分布上等价于主模型直接生成的结果，因此输出质量不会下降75% similarUnverifiedSpeculative decoding generates drafts with a small model and verifies them in batch with a large model; mathematically it guarantees output fully consistent with the large model through rejection sampling, making it lossless acceleration71% similarUnverifiedThe martingale posterior uses exchangeable predictive rules to directly generate posterior samples of clustering structures; as long as the predictive rules satisfy consistency conditions, probabilistic calibration of the posterior is guaranteed without requiring parametric assumptions about the data distribution.70% similar
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