Local LLM Benchmarks

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nemotron-3.5-lightning-dspark

Quantization
NVFP4
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
53.1

Categories

CategoryScore
Knowledge & reasoning55.8
Math40.4
Instruction following46.0
Code53.0
German70.5

Tasks

CategoryTaskScore±n
Knowledge & reasoning mmlu_pro 71.0 ± 2.6 300
Knowledge & reasoning gpqa_diamond_gen 57.1 ± 3.5 198
Knowledge & reasoning musr_gen 39.2 ± 3.1 250
Math omni_math_gen 40.4 ± 3.1 250
Instruction following ifbench 35.0 ± 2.8 300
Instruction following ifeval 79.3 ± 3.3 150
Code livecodebench_gen 53.0 ± 3.5 200
German mmlu_prox_de 72.0 ± 2.6 300
German include_de_gen 67.5 ± 3.8 154

± 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] – – 83.8 80.7 87.5 5
Prompt processing [t/s] 512 528 3738.2 2851.3 3772.4 5
Prompt processing [t/s] 4096 4010 7236.8 6862.4 7270.2 5
Prompt processing [t/s] 16384 15960 7177.3 7129.3 7180.0 5
Time to first token [ms] 512 528 141.2 140.0 185.0 5
Time to first token [ms] 4096 4010 554.1 551.6 585.4 5
Time to first token [ms] 16384 15960 2223.7 2222.8 2238.7 5

Measured directly at the inference server.