Back to leaderboard

google/gemma-4-12b-qat

LM-STUDIO GGUF

gemma4 · 12B · Q4_0

Excellent

Aug 19, 2026 · AMD Ryzen 7 9700X 8-Core Processor

gemma3:1b

OLLAMA GGUF

gemma3 · 999.89M · Q4_K_M

Good

Feb 28, 2026 · Apple M4

Global Score
92 vs 68
Hardware Fit
100 vs 98
Quality Score
89 vs 55

Hardware

google/gemma-4-12b… gemma3:1b
MachineMicro-Star International Co., Ltd. MS-7E51MacBook Air
CPUAMD Ryzen 7 9700X 8-Core ProcessorApple M4
Cores1610
RAM31 GB32 GB
GPUNVIDIA GeForce RTX 5080, AMD Radeon(TM) GraphicsApple M4
OSMicrosoft Windows 11 Pro 10.0.26200macOS 26.3
Archx64arm64
Power Modebalancedunknown

Performance

google/gemma-4-12b… gemma3:1b
Tokens/sec90.739.4
First chunk26 msN/A
TTFT127 ms362 ms
Load timeN/A0.3 s
Memory usage6.7 GB1.3 GB
Memory %21%4%

HW Fit Score Breakdown

google/gemma-4-12b-qat

Speed
50/50
TTFT
20/20
Memory
30/30

gemma3:1b

Speed
40/50
TTFT
30/20
Memory
28/30

Quality

google/gemma-4-12b-qat

Reasoning
17/20
Coding
19/20
Instruction
18/20
Structured
15/15
Math
11/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong

gemma3:1b

Reasoning
6/20
Coding
13/20
Instruction
15/20
Structured
12/15
Math
1/15
Multilingual
8/10
Reasoning: Weak Coding: Adequate Instruction Following: Strong Structured Output: Strong Math: Poor Multilingual: Strong
View google/gemma-4-12b… details | View gemma3:1b details

Run yours and compare

$ npm install -g metrillm@latest
$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest