Model comparison

Llama 4 Scout vs QwQ-32B

QwQ-32B is the stronger model overall, scoring 39.8 to 27.7 on the Noometry Index.

Last verified . 24 shared benchmarks.

Llama 4 Scout Meta

27.7

Rank #330 Confirmed

QwQ-32B Alibaba (Qwen)

39.8

Rank #159 Confirmed

Summary

  • They share 24 benchmarks with published results for both. Llama 4 Scout scores higher in 0 categories and QwQ-32B in 8 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in long context, where QwQ-32B leads 49.0 to 27.5.
  • The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 7.8% for Llama 4 Scout and 59.2% for QwQ-32B.

Side by side

Llama 4 Scout and QwQ-32B specifications
Llama 4 ScoutQwQ-32B
ProviderMetaAlibaba (Qwen)
Noometry Index27.739.8
Released2025-04-052024-11-28
WeightsOpenOpen
Context window128K—
Max output4K—
Input $ / M tokens$0.10—
Output $ / M tokens$0.30—
Results tracked4336

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Category by category

Coding QwQ-32B leads

Llama 4 Scout: 20.2 (#339), QwQ-32B: 35.4 (#226)

Coding benchmarks
BenchmarkLlama 4 ScoutQwQ-32B
LMArena Coding12861333
BigCodeBench Complete43.1%54.4%
SWE-bench Verified (bash only)9.1%—
Aider Polyglot—20.9%
SciCode17%—
BigCodeBench Instruct—44.6%
LiveBench Coding—72.2%

Agentic & Tool Use Not comparable

Llama 4 Scout: 24.6 (#119), QwQ-32B: —

Agentic & Tool Use benchmarks
BenchmarkLlama 4 ScoutQwQ-32B
Berkeley Function Calling Leaderboard28.1%—

Reasoning QwQ-32B leads

Llama 4 Scout: 9.1 (#345), QwQ-32B: 23.7 (#174)

Reasoning benchmarks
BenchmarkLlama 4 ScoutQwQ-32B
LMArena Hard Prompts12661325
Epoch Capabilities Index129.64137.6
ForecastBench57.558.3
ARC-AGI-20%—
Kagi LLM Benchmark36.9%—
ARC-AGI-10.5%—
CritPt0%—
Chess Puzzles—5%
LiveBench Reasoning—83.5%
DTBench57.9%—
LiveBench Data Analysis—65%
LMCA12%—
LiveBench—72%

Math QwQ-32B leads

Llama 4 Scout: 19.6 (#286), QwQ-32B: 38.0 (#143)

Math benchmarks
BenchmarkLlama 4 ScoutQwQ-32B
OTIS Mock AIME 2024-20257.8%59.2%
LMArena Math12871359
Omni-MATH37.3%—
LiveBench Math—77.8%
MATH Level 562.3%—
FrontierMath (Feb 2025 set)0%—

Knowledge QwQ-32B leads

Llama 4 Scout: 31.9 (#217), QwQ-32B: 37.2 (#158)

Knowledge benchmarks
BenchmarkLlama 4 ScoutQwQ-32B
GPQA Diamond51.8%65.3%
LMArena Expert12351324
MMLU-Pro74.2%—
Confabulations—15.6%
Vectara Hallucination Rate7.7%—
GPQA (HELM)50.7%—

Multimodal Not comparable

Llama 4 Scout: 32.2 (#102), QwQ-32B: —

Multimodal benchmarks
BenchmarkLlama 4 ScoutQwQ-32B
LMArena Vision1118—
SpatialViz-Bench34.2%—

Multilingual QwQ-32B leads

Llama 4 Scout: 41.0 (#212), QwQ-32B: 44.8 (#176)

Multilingual benchmarks
BenchmarkLlama 4 ScoutQwQ-32B
LMArena Non-English12521305
LMArena Chinese12551378
LMArena French12821336
LMArena German12721313
LMArena Japanese12061262
LMArena Korean12071279
LMArena Russian12631297
LMArena Spanish12781354

Instruction Following QwQ-32B leads

Llama 4 Scout: 65.8 (#217), QwQ-32B: 72.6 (#137)

Instruction Following benchmarks
BenchmarkLlama 4 ScoutQwQ-32B
LMArena Instruction Following12481297
LiveBench Instruction Following—81.8%
IFEval81.8%—

Long Context QwQ-32B leads

Llama 4 Scout: 27.5 (#294), QwQ-32B: 49.0 (#11)

Long Context benchmarks
BenchmarkLlama 4 ScoutQwQ-32B
Fiction.LiveBench36%83.3%
LMArena Longer Query12651308

Writing & Preference QwQ-32B leads

Llama 4 Scout: 37.0 (#261), QwQ-32B: 50.6 (#180)

Writing & Preference benchmarks
BenchmarkLlama 4 ScoutQwQ-32B
LMArena Text12791329
LMArena Creative Writing12491288
EQ-Bench Creative Writing7831257
LMArena Multi-Turn12801314
Short-Story Creative Writing—80.2%
WildBench78%—
LiveBench Language—51.4%

Frequently asked questions

Is Llama 4 Scout better than QwQ-32B?

QwQ-32B is the stronger model overall, scoring 39.8 to 27.7 on the Noometry Index.

Is Llama 4 Scout or QwQ-32B better for coding?

QwQ-32B scores higher on coding benchmarks: 35.4 versus 20.2 in the Noometry coding category.

How many benchmarks do Llama 4 Scout and QwQ-32B share?

24 benchmarks have published results for both models. Llama 4 Scout has 43 scored results on Noometry and QwQ-32B has 36.

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