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Model Pareto

Qwen3.5 4B

Alibaba QwenOpen weightsartificialanalysis.ai ↗
Input
$0.03/M tok
Output
$0.15/M tok
Blended
$0.06/M tok · 3:1
Speed
23tok/s
Context
262Ktokens

Long-tail import from Artificial Analysis (2026-09-24); AA variant: Qwen3.5 4B (Non-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, compared with the API price above.

Hardware
1× B200 180GB
BF16 weights
Throughput
~15,768 tok/s
many requests batched
Price
$0.048–0.43 /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 (4B params) + 25% KV-cache headroom ≈ 10 GB
  • 1× B200 180GB at $5.98–$14.24/GPU-hour on-demand (2026-09-24)
  • ~15,768 output tok/s aggregate at batch 256 (bandwidth-bound)
  • Blended 3:1 input:output; prefill ~132,891 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. ~#5Qwen3.5 4BEstimated<81.3%
No published score — estimated from related benchmarks
~#41 of 54 (estimated)~1379 Elo
  1. #1Claude Opus 5.51509
  2. #2Claude Fable 5.11501
  3. #40Qwen3 Next 80B A3B Instruct1399
  4. ~#41Qwen3.5 4BEstimated1379
  5. #41GLM-4.6VFew votes1378
No published score — estimated from related benchmarks
~#21 of 26 (estimated)~1492 Elo
  1. #1GPT-6 Astra2173
  2. #2Claude Fable 5.12162
  3. #20DeepSeek V4.1 Flash1540
  4. ~#21Qwen3.5 4BEstimated1492
  5. #21Gemini 3.1 Pro1491
No published score — estimated from related benchmarks

Vision

MMMUEstimated
~#2 of 3 (estimated)~71.3%
  1. #1Claude Haiku 4.573.2%
  2. ~#2Qwen3.5 4BEstimated71.3%
  3. #2Llama 4 Maverick69.4%
No published score — estimated from related benchmarks
~last of 9 (estimated)below measured range (<74.5%)
  1. #1Gemini 3.8 Flash86.2%
  2. #2Kimi K384.8%
  3. #8Gemini 3.5 Flash-Lite74.5%
  4. ~#9Qwen3.5 4BEstimated<74.5%
No published score — estimated from related benchmarks
~#6 of 8 (estimated)~78.5%
  1. #1MiniMax-M391.6%
  2. #2Kimi K391.1%
  3. #5Claude Haiku 4.579.6%
  4. ~#6Qwen3.5 4BEstimated78.5%
  5. #6Mistral Small 476.4%
No published score — estimated from related benchmarks
GDP.pdf (AA)Estimated
~#33 of 43 (estimated)~5.7%
  1. #1GPT-6 Astra31.0%
  2. #2Muse Spark 1.326.6%
  3. #32Qwen3.6 35B A3B6.6%
  4. ~#33Qwen3.5 4BEstimated5.7%
  5. #33Claude Haiku 4.53.8%
No published score — estimated from related benchmarks
ChartographyEstimated
~last of 23 (estimated)below measured range (<9.0%)
  1. #1GPT-6 Astra71.0%
  2. #2Claude Opus 5.566.3%
  3. #22Mistral Large 39.0%
  4. ~#23Qwen3.5 4BEstimated<9.0%
No published score — estimated from related benchmarks

Hard reasoning

Agents