Expired50% confidenceBenchmarkExact time
The GGUF format combined with the llama.cpp inference engine can run 4-bit quantized models on pure CPU, with inference speeds for 3B models typically ranging from 10–30 tokens/second on modern CPUs.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
7/16/2026
First Seen
Valid until: 10/14/2026(expired)
Sources
Related Claims
UnverifiedCPU推理速度通常为GPU速度的1/5到1/1072% similarUnverifiedThis GDScript+Vulkan solution runs at approximately 1/10 the speed of the llama.cpp+CUDA solution.71% similarUnverifiedIn Ollama's CPU inference mode, generation speed drops from 30–80 tokens per second on GPU to 2–8 tokens per second.70% similarVerifiedThe GGUF format was introduced by the llama.cpp project and is optimized for CPU inference scenarios.69% similarUnverified软件解码的 CPU 占用可能是硬件加速路径的 5 到 10 倍68% similar
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