Model comparison

GPT-6 Astra vs QwQ-32B

GPT-6 Astra is the stronger model overall, scoring 70.8 to 39.8 on the Noometry Index.

Last verified . 22 shared benchmarks.

GPT-6 Astra OpenAI

70.8

Rank #1 Confirmed

QwQ-32B Alibaba (Qwen)

39.8

Rank #159 Confirmed

Summary

  • They share 22 benchmarks with published results for both. GPT-6 Astra scores higher in 7 categories and QwQ-32B in 1 category; 8 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where GPT-6 Astra leads 85.1 to 23.7.
  • The biggest single-benchmark swing is Chess Puzzles: 72% for GPT-6 Astra and 5% for QwQ-32B.
  • QwQ-32B has downloadable open weights; the other is API-only.

Side by side

GPT-6 Astra and QwQ-32B specifications
GPT-6 AstraQwQ-32B
ProviderOpenAIAlibaba (Qwen)
Noometry Index70.839.8
Released2026-09-032024-11-28
WeightsProprietaryOpen
Context window1.05M—
Max output128K—
Input $ / M tokens$10—
Output $ / M tokens$50—
Results tracked5636

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Category by category

Coding GPT-6 Astra leads

GPT-6 Astra: 73.7 (#2), QwQ-32B: 35.4 (#226)

Coding benchmarks
BenchmarkGPT-6 AstraQwQ-32B
LMArena Coding14871333
DeepSWE74.1%—
FrontierCode53.3%—
Aider Polyglot—20.9%
LMArena WebDev1786—
FrontierSWE65.5%—
SciCode56.5%—
GSO79.4%—
WeirdML93.6%—
BigCodeBench Instruct—44.6%
LiveBench Coding—72.2%
MirrorCode46.7%—
BigCodeBench Complete—54.4%
ALE-Bench2,951—

Agentic & Tool Use Not comparable

GPT-6 Astra: 52.9 (#3), QwQ-32B: —

Agentic & Tool Use benchmarks
BenchmarkGPT-6 AstraQwQ-32B
APEX-Agents64.7%—
Remote Labor Index20.8%—
BALROG68.3%—
GDP.pdf34.2%—
Vending-Bench 215,515—

Reasoning GPT-6 Astra leads

GPT-6 Astra: 85.1 (#1), QwQ-32B: 23.7 (#174)

Reasoning benchmarks
BenchmarkGPT-6 AstraQwQ-32B
Chess Puzzles72%5%
LMArena Hard Prompts14621325
Epoch Capabilities Index166.45137.6
ARC-AGI-295%—
NYT Connections (extended)98.1%—
ARC-AGI-198.5%—
CritPt31.7%—
EBR-Bench76.2%—
LiveBench Reasoning—83.5%
Mystery Game Puzzles84%—
DTBench97.3%—
LiveBench Data Analysis—65%
LMCA64.4%—
Bench to the Future 30.14—
ForecastBench—58.3
LiveBench—72%

Math GPT-6 Astra leads

GPT-6 Astra: 93.5 (#2), QwQ-32B: 38.0 (#143)

Math benchmarks
BenchmarkGPT-6 AstraQwQ-32B
OTIS Mock AIME 2024-2025100%59.2%
LMArena Math14651359
FrontierMath (Tiers 1-3)93.7%—
FrontierMath Tier 497.6%—
ProofBench99%—
LiveBench Math—77.8%
FrontierMath Erdős2.9%—

Knowledge GPT-6 Astra leads

GPT-6 Astra: 75.3 (#1), QwQ-32B: 37.2 (#158)

Knowledge benchmarks
BenchmarkGPT-6 AstraQwQ-32B
GPQA Diamond95.8%65.3%
LMArena Expert14831324
Humanity's Last Exam54.8%—
SimpleQA Verified75.6%—
Confabulations—15.6%
Vectara Hallucination Rate8.7%—

Multimodal Not comparable

GPT-6 Astra: 55.0 (#3), QwQ-32B: —

Multimodal benchmarks
BenchmarkGPT-6 AstraQwQ-32B
LMArena Vision1281—
Blueprint-Bench 249.7%—
Furniture Assembly80%—
LMArena Document1468—

Multilingual GPT-6 Astra leads

GPT-6 Astra: 53.7 (#61), QwQ-32B: 44.8 (#176)

Multilingual benchmarks
BenchmarkGPT-6 AstraQwQ-32B
LMArena Non-English14301305
LMArena Chinese14841378
LMArena French14561336
LMArena German14401313
LMArena Japanese13791262
LMArena Korean14261279
LMArena Russian14361297
LMArena Spanish14071354

Instruction Following GPT-6 Astra leads

GPT-6 Astra: 76.3 (#44), QwQ-32B: 72.6 (#137)

Instruction Following benchmarks
BenchmarkGPT-6 AstraQwQ-32B
LMArena Instruction Following14501297
LiveBench Instruction Following—81.8%

Long Context QwQ-32B leads

GPT-6 Astra: 44.5 (#62), QwQ-32B: 49.0 (#11)

Long Context benchmarks
BenchmarkGPT-6 AstraQwQ-32B
LMArena Longer Query14561308
Fiction.LiveBench—83.3%

Writing & Preference GPT-6 Astra leads

GPT-6 Astra: 75.3 (#7), QwQ-32B: 50.6 (#180)

Writing & Preference benchmarks
BenchmarkGPT-6 AstraQwQ-32B
LMArena Text14411329
LMArena Creative Writing14181288
EQ-Bench Creative Writing21731257
LMArena Multi-Turn14481314
Short-Story Creative Writing—80.2%
LiveBench Language—51.4%

Frequently asked questions

Is GPT-6 Astra better than QwQ-32B?

GPT-6 Astra is the stronger model overall, scoring 70.8 to 39.8 on the Noometry Index.

Is GPT-6 Astra or QwQ-32B better for coding?

GPT-6 Astra scores higher on coding benchmarks: 73.7 versus 35.4 in the Noometry coding category.

How many benchmarks do GPT-6 Astra and QwQ-32B share?

22 benchmarks have published results for both models. GPT-6 Astra has 56 scored results on Noometry and QwQ-32B has 36.

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