Unverified50% confidenceFactExact time
llama.cpp benchmarks measure prompt processing (prefill) and text generation (decode) separately.
1
Sources
50%
Confidence
Long-term
Relevance
9/29/2026
First Seen
Sources
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Related Claims
Unverifiedllama.cpp的grammar功能基于上下文无关文法(CFG)的解析器引导生成72% similarUnverifiedLLM inference requests are divided into two phases—Prefill (input) and Decode (output); Prefill can read inputs in parallel with extremely high throughput, while Decode requires token-by-token serial inference and occupies significantly more GPU time.64% similarUnverifiedOpen-source frameworks such as Outlines, llama.cpp's grammar sampling, and vLLM's guided decoding provide constrained decoding capabilities.63% similar
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