Model comparison

Gemma 3 12B vs GLM-5V-Turbo

GLM-5V-Turbo is the stronger model overall, scoring 43.1 to 31.8 on the Noometry Index. Gemma 3 12B costs 25× less per token, which makes it the better buy when GLM-5V-Turbo's lead doesn't matter for your workload.

Last verified . 12 shared benchmarks.

Gemma 3 12B Google

31.8

Rank #255 Confirmed

GLM-5V-Turbo Z.ai (Zhipu)

43.1

Rank #86 Confirmed

Summary

  • They share 12 benchmarks with published results for both. Gemma 3 12B scores higher in 0 categories and GLM-5V-Turbo in 8 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in math, where GLM-5V-Turbo leads 36.6 to 21.0.
  • Gemma 3 12B is cheaper at $0.05 / $0.15 per million input/output tokens, against $1.20 / $4 for GLM-5V-Turbo.
  • GLM-5V-Turbo accepts more context: 200K tokens versus 131K.
  • Gemma 3 12B has downloadable open weights; the other is API-only.

Side by side

Gemma 3 12B and GLM-5V-Turbo specifications
Gemma 3 12BGLM-5V-Turbo
ProviderGoogleZ.ai (Zhipu)
Noometry Index31.843.1
Released2025-03-122026-04-01
WeightsOpenProprietary
Context window131K200K
Max output8K131K
Input $ / M tokens$0.05$1.20
Output $ / M tokens$0.15$4
Results tracked2419

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Category by category

Coding GLM-5V-Turbo leads

Gemma 3 12B: 31.2 (#276), GLM-5V-Turbo: 41.8 (#105)

Coding benchmarks
BenchmarkGemma 3 12BGLM-5V-Turbo
LMArena Coding12811467
LMArena WebDev—1400
SciCode17.4%—

Agentic & Tool Use Not comparable

Gemma 3 12B: 25.3 (#101), GLM-5V-Turbo: —

Agentic & Tool Use benchmarks
BenchmarkGemma 3 12BGLM-5V-Turbo
Berkeley Function Calling Leaderboard30.4%—

Reasoning GLM-5V-Turbo leads

Gemma 3 12B: 15.2 (#307), GLM-5V-Turbo: 28.5 (#87)

Reasoning benchmarks
BenchmarkGemma 3 12BGLM-5V-Turbo
LMArena Hard Prompts13091443
CritPt0%—
Chess Puzzles0%—
DTBench48.8%—
LMCA4.5%—
Epoch Capabilities Index123.49—

Math GLM-5V-Turbo leads

Gemma 3 12B: 21.0 (#273), GLM-5V-Turbo: 36.6 (#109)

Math benchmarks
BenchmarkGemma 3 12BGLM-5V-Turbo
LMArena Math13071440
OTIS Mock AIME 2024-202516.7%—

Knowledge GLM-5V-Turbo leads

Gemma 3 12B: 26.5 (#250), GLM-5V-Turbo: 39.9 (#113)

Knowledge benchmarks
BenchmarkGemma 3 12BGLM-5V-Turbo
LMArena Expert12481451
GPQA Diamond39.5%—
Vectara Hallucination Rate4.4%—

Multimodal Not comparable

Gemma 3 12B: —, GLM-5V-Turbo: 40.1 (#41)

Multimodal benchmarks
BenchmarkGemma 3 12BGLM-5V-Turbo
LMArena Vision—1264
LMArena Document—1416
MindCube46.7%—

Multilingual GLM-5V-Turbo leads

Gemma 3 12B: 45.9 (#160), GLM-5V-Turbo: 53.2 (#69)

Multilingual benchmarks
BenchmarkGemma 3 12BGLM-5V-Turbo
LMArena Non-English13181420
LMArena German13701422
LMArena Russian13351432
LMArena Chinese—1488
LMArena French—1443
LMArena Korean—1399
LMArena Spanish—1446

Instruction Following GLM-5V-Turbo leads

Gemma 3 12B: 68.8 (#179), GLM-5V-Turbo: 75.1 (#75)

Instruction Following benchmarks
BenchmarkGemma 3 12BGLM-5V-Turbo
LMArena Instruction Following12991422

Long Context GLM-5V-Turbo leads

Gemma 3 12B: 40.0 (#157), GLM-5V-Turbo: 44.0 (#76)

Long Context benchmarks
BenchmarkGemma 3 12BGLM-5V-Turbo
LMArena Longer Query13171439

Writing & Preference GLM-5V-Turbo leads

Gemma 3 12B: 47.7 (#205), GLM-5V-Turbo: 62.6 (#69)

Writing & Preference benchmarks
BenchmarkGemma 3 12BGLM-5V-Turbo
LMArena Text13341437
LMArena Creative Writing13311414
LMArena Multi-Turn13341432
EQ-Bench Creative Writing1126—

Frequently asked questions

Is Gemma 3 12B better than GLM-5V-Turbo?

GLM-5V-Turbo is the stronger model overall, scoring 43.1 to 31.8 on the Noometry Index. Gemma 3 12B costs 25× less per token, which makes it the better buy when GLM-5V-Turbo's lead doesn't matter for your workload.

Which is cheaper, Gemma 3 12B or GLM-5V-Turbo?

Gemma 3 12B is cheaper. It lists at $0.05 per million input tokens and $0.15 per million output tokens; GLM-5V-Turbo lists at $1.20 and $4.

Is Gemma 3 12B or GLM-5V-Turbo better for coding?

GLM-5V-Turbo scores higher on coding benchmarks: 41.8 versus 31.2 in the Noometry coding category.

Which has the bigger context window?

GLM-5V-Turbo does, with 200K tokens against 131K.

How many benchmarks do Gemma 3 12B and GLM-5V-Turbo share?

12 benchmarks have published results for both models. Gemma 3 12B has 24 scored results on Noometry and GLM-5V-Turbo has 19.

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