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Model Pareto

Muse Wonder Full

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Output
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Speed
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Context
1Mtokens

Rankings

Benchmark scores

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

Coding

SWE-bench VerifiedEstimated
~#2 of 20 (estimated)~93.9%
  1. #1Claude Opus 596.0%
  2. ~#2Muse Wonder FullEstimated93.9%
  3. #2Claude Sonnet 585.2%
No published score — estimated from related benchmarks
SWE-bench Pro (Public)Estimated
~#5 of 23 (estimated)~78.6%
  1. #1Claude Opus 5.589.9%
  2. #2Claude Sonnet 5.581.3%
  3. #4Claude Opus 579.2%
  4. ~#5Muse Wonder FullEstimated78.6%
  5. #5Intern-S2-397B68.5%
No published score — estimated from related benchmarks
LiveCodeBenchEstimated
~#2 of 28 (estimated)~92.3%
  1. #1Qwen3.8-Omni-Flash92.6%
  2. ~#2Muse Wonder FullEstimated92.3%
  3. #2Qwen3.8 Flash-Next91.9%
No published score — estimated from related benchmarks

Vision

MMMUEstimated
~#2 of 3 (estimated)~71.3%
  1. #1Claude Haiku 4.573.2%
  2. ~#2Muse Wonder FullEstimated71.3%
  3. #2Llama 4 Maverick69.4%
No published score — estimated from related benchmarks
MMMU-ProEstimated
~#2 of 88 (estimated)~87.6%
  1. #1Claude Opus 5.587.7%
  2. ~#2Muse Wonder FullEstimated87.6%
  3. #2GPT-6 Astra86.9%
No published score — estimated from related benchmarks
CharXiv ReasoningEstimated
~#2 of 12 (estimated)~86.0%
  1. #1Gemini 3.8 Flash86.2%
  2. ~#2Muse Wonder FullEstimated86.0%
  3. #2Kimi K384.8%
No published score — estimated from related benchmarks
OmniDocBench v1.5Estimated
~#2 of 8 (estimated)~91.1%
  1. #1MiniMax-M391.6%
  2. ~#2Muse Wonder FullEstimated91.1%
  3. #2Kimi K391.1%
No published score — estimated from related benchmarks
ChartographyEstimated
~#4 of 24 (estimated)~53.6%
  1. #1GPT-6 Astra71.0%
  2. #2Claude Opus 5.566.3%
  3. #3GPT-6 Sol53.6%
  4. ~#4Muse Wonder FullEstimated53.6%
  5. #4Claude Haiku 5.546.4%
No published score — estimated from related benchmarks

Hard reasoning

GPQA DiamondEstimated
~#2 of 191 (estimated)~96.1%
  1. #1GPT-6 Astra96.1%
  2. ~#2Muse Wonder FullEstimated96.1%
  3. #2Gemini 3.8 Flash95.3%
No published score — estimated from related benchmarks
AIME (latest)Estimated
~#2 of 33 (estimated)~99.1%
  1. #1GLM-5.3 NVFP499.5%
  2. ~#2Muse Wonder FullEstimated99.1%
  3. #2Beam 1.0 501B A23B97.7%
No published score — estimated from related benchmarks

Agents

τ²-bench (Telecom)Estimated
~#2 of 120 (estimated)~98.3%
  1. #1Step 3.7 Flash98.5%
  2. ~#2Muse Wonder FullEstimated98.3%
  3. #2DeepSeek-V4-Pro-0813-nvfp4-DSpark98.3%
No published score — estimated from related benchmarks
OSWorld-VerifiedEstimated
~#2 of 15 (estimated)~84.5%
  1. #1Kimi K384.8%
  2. ~#2Muse Wonder FullEstimated84.5%
  3. #2Qwen3.8 27B84.3%
No published score — estimated from related benchmarks
OSWorld 2.0Estimated
~#2 of 5 (estimated)~58.6%
  1. #1GLM-5.3 Flash59.1%
  2. ~#2Muse Wonder FullEstimated58.6%
  3. #2Kimi K358.3%
No published score — estimated from related benchmarks
BrowseCompEstimated
~#2 of 22 (estimated)~92.2%
  1. #1Atria Dawn Preview92.5%
  2. ~#2Muse Wonder FullEstimated92.2%
  3. #2GPT-6 Astra91.5%
No published score — estimated from related benchmarks
τ-Bench Banking (AA)Estimated
~#3 of 91 (estimated)~50.0%
  1. #1Muse Spark 1.350.5%
  2. #2GLM-5.350.3%
  3. ~#3Muse Wonder FullEstimated50.0%
  4. #3Qwen3.8 2.4T A95B49.1%
No published score — estimated from related benchmarks