Unverified50% confidenceBenchmarkExact time
On a desktop CPU of similar performance, the generation speed of a 7B Q4 quantized model is roughly between a few tokens and a dozen-plus tokens per second.
1
Sources
50%
Confidence
Long-term
Relevance
10/16/2026
First Seen
Sources
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Related Claims
Unverified软件解码的 CPU 占用可能是硬件加速路径的 5 到 10 倍74% similarUnverifiedUsing quantized models (4-bit or 8-bit), GPU acceleration, smaller-parameter models, and KV caching can improve model response speed.72% similarUnverifiedCPU推理速度通常为GPU速度的1/5到1/1071% similarUnverifiedThe HD Noise Canceling Processor QN1 used in the Sony XM4 performs more than 700 operations per second.71% similarUnverifiedIn a pure-CPU environment, comparing llama.cpp build 9976 and build 11571 running the same Gemma quantised model, the new build's generation speed is about 9.1% faster than the old build (6.60 vs 6.05 tok/s).70% similar
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