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Model Pareto

MiniCPM5-1B

OpenBMB (MiniCPM)Open weightsartificialanalysis.ai ↗
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Input
—
Output
—
Speed
~140tok/sest.
Context
128Ktokens

Long-tail import from Artificial Analysis (2026-09-24); AA variant: MiniCPM5-1B (Reasoning). Price = AA median host price.

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× H200 141GB
BF16 weights
Throughput
~19,742 tok/s
many requests batched
Price
$0.021–0.18 /M tok
busy → light use
On your own machine
RTX 5090 32GB (int4, 300+ tok/s single-stream)
single consumer GPU or Mac
Assumptions (5)
  • BF16 weights (1.08B params) + 25% KV-cache headroom ≈ 3 GB
  • 1× H200 141GB at $3.59–$7.91/GPU-hour on-demand (2026-09-24)
  • ~19,742 output tok/s aggregate at batch 256 (bandwidth-bound)
  • Blended 3:1 input:output; prefill ~216,344 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.

Writing & chat

MMMLUEstimated
~last of 5 (estimated)below measured range (<81.3%)
  1. #1Gemini 3.1 Pro92.6%
  2. #2Gemma 4 31B88.4%
  3. #4gpt-oss-120b81.3%
  4. ~#5MiniCPM5-1BEstimated<81.3%
No published score — estimated from related benchmarks
LMArena Text, Non-English (Elo)Estimated
~#45 of 54 (estimated)~1326 Elo
  1. #1Claude Opus 5.51501
  2. #2Claude Fable 5.1Few votes1496
  3. #44INTELLECT-3Few votes1327
  4. ~#45MiniCPM5-1BEstimated1326
  5. #45Llama 4 Maverick1311
No published score — estimated from related benchmarks
LMArena Text (Elo)Estimated
~#45 of 54 (estimated)~1349 Elo
  1. #1Claude Opus 5.51509
  2. #2Claude Fable 5.11501
  3. #44gpt-oss-120b1352
  4. ~#45MiniCPM5-1BEstimated1349
  5. #45Llama 3.1 Nemotron Ultra 253B v1Few votes1348
No published score — estimated from related benchmarks
EQ-Bench Creative Writing v3 (Elo)Estimated
~#21 of 26 (estimated)~1532 Elo
  1. #1GPT-6 Astra2173
  2. #2Claude Fable 5.12162
  3. #20DeepSeek V4.1 Flash1540
  4. ~#21MiniCPM5-1BEstimated1532
  5. #21Gemini 3.1 Pro1491
No published score — estimated from related benchmarks

Hard reasoning

AIME (latest)Estimated
~#20 of 25 (estimated)~23.9%
  1. #1Inkling97.1%
  2. #2Muse Glimmer94.7%
  3. #19Ministral 3 14B30.0%
  4. ~#20MiniCPM5-1BEstimated23.9%
  5. #20Ministral 3 3B22.0%
No published score — estimated from related benchmarks
AA Intelligence IndexEstimated
~#69 of 75 (estimated)~8.2
  1. #1Claude Opus 5.557.6
  2. #2Claude Sonnet 5.556.0
  3. #68Devstral 28.6
  4. ~#69MiniCPM5-1BEstimated8.2
  5. #69Devstral Small 27.5
No published score — estimated from related benchmarks

Agents

OSWorld-VerifiedEstimated
~#11 of 12 (estimated)~63.2%
  1. #1Kimi K384.8%
  2. #2Qwen3.8 27B84.3%
  3. #10Muse Glimmer65.9%
  4. ~#11MiniCPM5-1BEstimated63.2%
  5. #11Claude Haiku 4.550.7%
No published score — estimated from related benchmarks
OSWorld 2.0Estimated
~#3 of 5 (estimated)~53.8%
  1. #1GLM-5.3 Flash59.1%
  2. #2Kimi K358.3%
  3. ~#3MiniCPM5-1BEstimated53.8%
  4. #3GPT-5.6 Terra50.2%
No published score — estimated from related benchmarks
BrowseCompEstimated
~#15 of 18 (estimated)~59.2%
  1. #1Atria Dawn Preview92.5%
  2. #2GPT-6 Astra91.5%
  3. #14Inkling77.1%
  4. ~#15MiniCPM5-1BEstimated59.2%
  5. #15Mistral Medium 3.548.6%
No published score — estimated from related benchmarks
GDPval-AA (Elo)Estimated
~#42 of 87 (estimated)~915 Elo
  1. #1Claude Opus 5.51846
  2. #2Claude Fable 5.11735
  3. #41GPT-5.4 nano937
  4. ~#42MiniCPM5-1BEstimated915
  5. #42Qwen3.6 35B A3B879
No published score — estimated from related benchmarks
τ-Bench Banking (AA)Estimated
~#72 of 89 (estimated)~6.2%
  1. #1Muse Spark 1.350.5%
  2. #2GLM-5.350.3%
  3. #71North Mini Code6.4%
  4. ~#72MiniCPM5-1BEstimated6.2%
  5. #72Command A+6.0%
No published score — estimated from related benchmarks