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

qwen3-4b-qwen3.6-plus-reasoning-distilled

LM-STUDIO GGUF

qwen3 · 4B · Q4_1

Good

Apr 21, 2026 · Apple M2 Max

Global Score
92 vs 65
Hardware Fit
100 vs 96
Quality Score
89 vs 51

Hardware

google/gemma-4-12b… qwen3-4b-qwen3.6-p…
MachineMicro-Star International Co., Ltd. MS-7E51Mac Studio
CPUAMD Ryzen 7 9700X 8-Core ProcessorApple M2 Max
Cores1612
RAM31 GB96 GB
GPUNVIDIA GeForce RTX 5080, AMD Radeon(TM) GraphicsApple M2 Max
OSMicrosoft Windows 11 Pro 10.0.26200macOS 26.1
Archx64arm64
Power Modebalancedbalanced

Performance

google/gemma-4-12b… qwen3-4b-qwen3.6-p…
Tokens/sec90.799.6
First chunk26 ms18 ms
TTFT127 ms1.6 s
Load timeN/A4.8 s
Memory usage6.7 GB0.3 GB
Memory %21%0%

HW Fit Score Breakdown

google/gemma-4-12b-qat

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

qwen3-4b-qwen3.6-plus-r…

Speed
50/50
TTFT
16/20
Memory
30/30

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

qwen3-4b-qwen3.6-plus-r…

Reasoning
8/20
Coding
4/20
Instruction
14/20
Structured
9/15
Math
8/15
Multilingual
8/10
Reasoning: Weak Coding: Poor Instruction Following: Adequate Structured Output: Adequate Math: Adequate Multilingual: Strong
View google/gemma-4-12b… details | View qwen3-4b-qwen3.6-p… 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