Model comparison

Gemma 3 12B vs Qwen3 235B-A22B

Qwen3 235B-A22B is the stronger model overall, scoring 43.5 to 32.1 on the Noometry Index. Gemma 3 12B costs 16× less per token, which makes it the better buy when Qwen3 235B-A22B's lead doesn't matter for your workload.

Last verified . 23 shared benchmarks.

Gemma 3 12B Google

32.1

Rank #262 Confirmed

Qwen3 235B-A22B Alibaba (Qwen)

43.5

Rank #91 Confirmed

Summary

  • They share 23 benchmarks with published results for both. Gemma 3 12B scores higher in 0 categories and Qwen3 235B-A22B in 9 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in math, where Qwen3 235B-A22B leads 50.4 to 22.3.
  • The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 16.7% for Gemma 3 12B and 86.7% for Qwen3 235B-A22B.
  • Gemma 3 12B is cheaper at $0.05 / $0.15 per million input/output tokens, against $0.70 / $2.80 for Qwen3 235B-A22B.

Side by side

Gemma 3 12B and Qwen3 235B-A22B specifications
Gemma 3 12BQwen3 235B-A22B
ProviderGoogleAlibaba (Qwen)
Noometry Index32.143.5
Released2025-03-122025-04
WeightsOpenOpen
Context window131K131K
Max output8K16K
Input $ / M tokens$0.05$0.70
Output $ / M tokens$0.15$2.80
Results tracked2449

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Category by category

Coding Qwen3 235B-A22B leads

Gemma 3 12B: 31.7 (#280), Qwen3 235B-A22B: 44.3 (#75)

Coding benchmarks
BenchmarkGemma 3 12BQwen3 235B-A22B
SciCode17.4%42.4%
LMArena Coding12811445
Aider Polyglot—59.6%
WeirdML—41%

Agentic & Tool Use Qwen3 235B-A22B leads

Gemma 3 12B: 25.5 (#108), Qwen3 235B-A22B: 33.9 (#51)

Agentic & Tool Use benchmarks
BenchmarkGemma 3 12BQwen3 235B-A22B
Berkeley Function Calling Leaderboard30.4%52.1%
Vending-Bench 2—-11.34

Reasoning Too close to call

Gemma 3 12B: 15.7 (#313), Qwen3 235B-A22B: 15.7 (#311)

Reasoning benchmarks
BenchmarkGemma 3 12BQwen3 235B-A22B
CritPt0%0%
Chess Puzzles0%12%
LMArena Hard Prompts13091433
DTBench48.8%80.3%
LMCA4.5%29.3%
Epoch Capabilities Index123.5143.85
ARC-AGI-2—1.3%
SimpleBench—31%
Kagi LLM Benchmark—69.4%
ARC-AGI-1—11%
Mystery Game Puzzles—9%
ForecastBench—59.7

Math Qwen3 235B-A22B leads

Gemma 3 12B: 22.3 (#279), Qwen3 235B-A22B: 50.4 (#57)

Math benchmarks
BenchmarkGemma 3 12BQwen3 235B-A22B
OTIS Mock AIME 2024-202516.7%86.7%
LMArena Math13071432
Omni-MATH—71.8%
MATH Level 5—68.9%
FrontierMath (Feb 2025 set)—8.5%
FrontierMath Tier 4 (v1)—0%

Knowledge Qwen3 235B-A22B leads

Gemma 3 12B: 26.5 (#257), Qwen3 235B-A22B: 49.6 (#73)

Knowledge benchmarks
BenchmarkGemma 3 12BQwen3 235B-A22B
GPQA Diamond39.5%80.1%
Vectara Hallucination Rate4.4%9.3%
LMArena Expert12481463
SimpleQA Verified—40.4%
MMLU-Pro—84.4%
Confabulations—15.6%
GPQA (HELM)—72.7%

Multimodal Not comparable

Gemma 3 12B: —, Qwen3 235B-A22B: —

Multimodal benchmarks
BenchmarkGemma 3 12BQwen3 235B-A22B
MindCube46.7%—

Multilingual Qwen3 235B-A22B leads

Gemma 3 12B: 45.7 (#165), Qwen3 235B-A22B: 52.3 (#89)

Multilingual benchmarks
BenchmarkGemma 3 12BQwen3 235B-A22B
LMArena Non-English13181409
LMArena German13701433
LMArena Russian13351411
LMArena Chinese—1481
LMArena French—1445
LMArena Japanese—1399
LMArena Korean—1391
LMArena Spanish—1430

Instruction Following Qwen3 235B-A22B leads

Gemma 3 12B: 68.6 (#186), Qwen3 235B-A22B: 72.6 (#136)

Instruction Following benchmarks
BenchmarkGemma 3 12BQwen3 235B-A22B
LMArena Instruction Following12991408
IFEval—83.5%

Long Context Qwen3 235B-A22B leads

Gemma 3 12B: 40.0 (#162), Qwen3 235B-A22B: 46.1 (#26)

Long Context benchmarks
BenchmarkGemma 3 12BQwen3 235B-A22B
LMArena Longer Query13171426
Fiction.LiveBench—75%

Writing & Preference Qwen3 235B-A22B leads

Gemma 3 12B: 47.5 (#209), Qwen3 235B-A22B: 59.6 (#108)

Writing & Preference benchmarks
BenchmarkGemma 3 12BQwen3 235B-A22B
LMArena Text13341419
LMArena Creative Writing13311384
EQ-Bench Creative Writing11261366
LMArena Multi-Turn13341432
Short-Story Creative Writing—83%
WildBench—86.6%

Frequently asked questions

Is Gemma 3 12B better than Qwen3 235B-A22B?

Qwen3 235B-A22B is the stronger model overall, scoring 43.5 to 32.1 on the Noometry Index. Gemma 3 12B costs 16× less per token, which makes it the better buy when Qwen3 235B-A22B's lead doesn't matter for your workload.

Which is cheaper, Gemma 3 12B or Qwen3 235B-A22B?

Gemma 3 12B is cheaper. It lists at $0.05 per million input tokens and $0.15 per million output tokens; Qwen3 235B-A22B lists at $0.70 and $2.80.

Is Gemma 3 12B or Qwen3 235B-A22B better for coding?

Qwen3 235B-A22B scores higher on coding benchmarks: 44.3 versus 31.7 in the Noometry coding category.

Which has the bigger context window?

Both accept 131K tokens.

How many benchmarks do Gemma 3 12B and Qwen3 235B-A22B share?

23 benchmarks have published results for both models. Gemma 3 12B has 24 scored results on Noometry and Qwen3 235B-A22B has 49.

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