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Model Pareto

Nemotron 3.5 Super VL NVFP4

NVIDIAOpen weightsNVFP4quantized from Nemotron 3.5 Super VLhuggingface.co ↗
Compare with nearest rivalsCompare with…
Input
—
Output
—
Speed
~160tok/sest.
Context
1Mtokens
Price
—
Time
—

Rankings

Self-hostingEstimated

How we estimate →

What it would cost to run these open weights yourself on rented GPUs. No API sells this model, so this is its price on the chart.

Hardware
1× B200 180GB
NVFP4 weights
Throughput
~6,269 tok/s
many requests batched
Price
$0.11–0.96 /M tok
busy → light use
On your own machine
Mac Studio M5 Max 128GB (NVFP4, ~72 tok/s single-stream)
single consumer GPU or Mac
Assumptions (5)
  • NVFP4 weights (120B params, 12B active per token) + 40% KV-cache headroom ≈ 84 GB
  • 1× B200 180GB at $5.98–$14.24/GPU-hour on-demand (2026-09-24)
  • ~6,269 output tok/s aggregate at batch 179 (bandwidth-bound); MoE compute scales with active params
  • Blended 3:1 input:output; prefill ~88,594 tok/s
  • Low = 75% utilization at the low GPU price; high = 20% at the high price

Benchmark scores

~ italic, dashed = no published score yet, estimated from related benchmarks.

Coding

SciCodeEstimated
~#54 of 118 (estimated)~47.5%
  1. #1Claude Opus 5.566.9%
  2. #2Claude Fable 5.163.1%
  3. #53Intern-S2-397B47.6%
  4. ~#54Nemotron 3.5 Super VL NVFP4Estimated47.5%
  5. #54GPT-5.4 nano47.2%
No published score — estimated from related benchmarks

Writing & chat

MMMLUEstimated
~#2 of 5 (estimated)~88.7%
  1. #1Gemini 3.1 Pro92.6%
  2. ~#2Nemotron 3.5 Super VL NVFP4Estimated88.7%
  3. #2Gemma 4 31B88.4%
No published score — estimated from related benchmarks
LMArena Text, Non-English (Elo)Estimated
~#35 of 57 (estimated)~1419 Elo
  1. #1Gemini 4 ArgonFew votes1512
  2. #2Claude Opus 5.51497
  3. #34Gemma 4 26B A4BFew votes1423
  4. ~#35Nemotron 3.5 Super VL NVFP4Estimated1419
  5. #35Muse GlimmerFew votes1418
No published score — estimated from related benchmarks
LMArena Text (Elo)Estimated
~#36 of 57 (estimated)~1434 Elo
  1. #1Gemini 4 Argon1525
  2. #2Claude Opus 5.51507
  3. #35MiMo-V2.51434
  4. ~#36Nemotron 3.5 Super VL NVFP4Estimated1434
  5. #36Mistral Medium 3.51426
No published score — estimated from related benchmarks

Vision

MMMUEstimated
~#2 of 3 (estimated)~71.3%
  1. #1Claude Haiku 4.573.2%
  2. ~#2Nemotron 3.5 Super VL NVFP4Estimated71.3%
  3. #2Llama 4 Maverick69.4%
No published score — estimated from related benchmarks
MMMU-ProEstimated
~#39 of 88 (estimated)~74.9%
  1. #1Claude Opus 5.587.7%
  2. #2GPT-6 Astra86.9%
  3. #37Qwen3.6 35B A3B75.0%
  4. ~#39Nemotron 3.5 Super VL NVFP4Estimated74.9%
  5. #39Qwen3.8 27B NVFP474.9%
No published score — estimated from related benchmarks
OmniDocBench v1.5Estimated
~#4 of 8 (estimated)~87.2%
  1. #1MiniMax-M391.6%
  2. #2Kimi K391.1%
  3. #2Qwen3.8 27B91.1%
  4. ~#4Nemotron 3.5 Super VL NVFP4Estimated87.2%
  5. #4Gemini 3.1 Pro85.3%
No published score — estimated from related benchmarks
GDP.pdf (AA)Estimated
~#22 of 47 (estimated)~16.5%
  1. #1Muse Wonder Full32.6%
  2. #2GPT-6 Astra31.0%
  3. #21Qwen3.8 27B16.6%
  4. ~#22Nemotron 3.5 Super VL NVFP4Estimated16.5%
  5. #22Qwen3.8 Flash-Next15.6%
No published score — estimated from related benchmarks
ChartographyEstimated
~#15 of 24 (estimated)~24.9%
  1. #1GPT-6 Astra71.0%
  2. #2Claude Opus 5.566.3%
  3. #14Gemini 3.1 Pro26.1%
  4. ~#15Nemotron 3.5 Super VL NVFP4Estimated24.9%
  5. #15Grok 4.620.5%
No published score — estimated from related benchmarks

Hard reasoning

Agents

OSWorld 2.0Estimated
~last of 5 (estimated)below measured range (<47.5%)
  1. #1GLM-5.3 Flash59.1%
  2. #2Kimi K358.3%
  3. #4GPT-5.547.5%
  4. ~#5Nemotron 3.5 Super VL NVFP4Estimated<47.5%
No published score — estimated from related benchmarks
GDPval-AA (Elo)Estimated
~#21 of 91 (estimated)~1454 Elo
  1. #1Claude Opus 5.51866
  2. #2Muse Wonder Full1857
  3. #20GPT-6 Sol1487
  4. ~#21Nemotron 3.5 Super VL NVFP4Estimated1454
  5. #21Claude Sonnet 51449
No published score — estimated from related benchmarks
τ-Bench Banking (AA)Estimated
~#29 of 91 (estimated)~24.4%
  1. #1Muse Spark 1.350.5%
  2. #2GLM-5.350.3%
  3. #28Apodex 1.125.2%
  4. ~#29Nemotron 3.5 Super VL NVFP4Estimated24.4%
  5. #29Muse Glimmer23.5%
No published score — estimated from related benchmarks