Local LLM Benchmarks

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qwen3.8-flash-next-ple4

Quantization
W4A16
Reasoning
off
Profile
quick
Suite
v2b
Date
2026-09-17 – 2026-09-18
Hardware
NVIDIA DGX Spark, 128 GB RAM
Inference software
vLLM 0.26.0
Measured
directly at the inference server
Overall
71.5

Categories

CategoryScore
Knowledge & reasoning77.9
Math73.2
Instruction following49.6
Code75.5
German81.1

Tasks

CategoryTaskScore±n
Knowledge & reasoning mmlu_pro 86.3 ± 2.0 300
Knowledge & reasoning gpqa_diamond_gen 77.3 ± 3.0 198
Knowledge & reasoning musr_gen 70.0 ± 2.9 250
Math omni_math_gen 73.2 ± 2.8 250
Instruction following ifbench 36.0 ± 2.8 300
Instruction following ifeval 90.7 ± 2.4 150
Code livecodebench_gen 75.5 ± 3.0 200
German mmlu_prox_de 85.7 ± 2.0 300
German include_de_gen 72.1 ± 3.6 154

± is the standard error; the 95% interval spans roughly 1.96 standard errors around the score.

Speed

MeasureContext (target)Context (actual)Medianp10p90n
Generation [t/s] – – 26.4 26.3 26.6 5
Prompt processing [t/s] 512 529 1051.1 1048.4 1056.2 5
Prompt processing [t/s] 4096 4029 2041.5 2032.9 2044.5 5
Prompt processing [t/s] 16384 16012 2266.7 2263.1 2267.9 5
Time to first token [ms] 512 529 503.3 500.3 504.6 5
Time to first token [ms] 4096 4029 1973.6 1970.7 1982.0 5
Time to first token [ms] 16384 16012 7064.0 7060.4 7075.3 5

Measured directly at the inference server.