Back to leaderboard

qwen3.5:4b-mlx

OLLAMA GGUF

nvfp4

Marginal

Aug 24, 2026 · Apple M2

gemma4:12b

OLLAMA GGUF

gemma4 · 11.9B · Q4_K_M

Excellent

Jul 4, 2026 · Apple M2 Pro

Global Score
53 vs 89
Hardware Fit
82 vs 88
Quality Score
41 vs 89

Hardware

qwen3.5:4b-mlx gemma4:12b
MachineMac miniMacBook Pro
CPUApple M2Apple M2 Pro
Cores810
RAM8 GB16 GB
GPUApple M2Apple M2 Pro
OSmacOS 26.5.2macOS 26.5
Archarm64arm64
Power Modebalancedbalanced

Performance

qwen3.5:4b-mlx gemma4:12b
Tokens/sec24.718.4
First chunk302 ms758 ms
TTFT7.4 s758 ms
Load time3.2 s0.3 s
Memory usage3.8 GB7.5 GB
Memory %47%47%

HW Fit Score Breakdown

qwen3.5:4b-mlx

Speed
50/50
TTFT
6/20
Memory
26/30

gemma4:12b

Speed
42/50
TTFT
20/20
Memory
26/30

Quality

qwen3.5:4b-mlx

Reasoning
13/20
Coding
2/20
Instruction
4/20
Structured
4/15
Math
10/15
Multilingual
8/10
Reasoning: Adequate Coding: Poor Instruction Following: Poor Structured Output: Weak Math: Adequate Multilingual: Strong

gemma4:12b

Reasoning
17/20
Coding
18/20
Instruction
17/20
Structured
15/15
Math
12/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong
View qwen3.5:4b-mlx details | View gemma4:12b 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