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gemma3:12b

gemma3 · 12.2B · Q4_K_M

Good

Mar 1, 2026 · Apple M4

qwen3.5:0.8b

qwen35 · 873.44M · Q8_0

Good

Mar 2, 2026 · Apple M4

Global Score
67 vs 70
Hardware Fit
79 vs 99
Quality Score
59 vs 51

Hardware

gemma3:12b qwen3.5:0.8b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modeunknownbalanced

Performance

gemma3:12b qwen3.5:0.8b
Tokens/sec12.348.2
TTFT656 ms195 ms
Load time5.5 s1.0 s
Memory usage11.0 GB2.5 GB
Memory %34%8%

HW Fit Score Breakdown

gemma3:12b

Speed
19/40
TTFT
30/30
Memory
30/30

qwen3.5:0.8b

Speed
40/40
TTFT
30/30
Memory
29/30

Quality

gemma3:12b

Reasoning
14/20
Coding
0/20
Instruction
13/20
Structured
15/15
Math
7/15
Multilingual
10/10
Reasoning: Adequate Coding: Poor Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong

qwen3.5:0.8b

Reasoning
9/20
Coding
6/20
Instruction
11/20
Structured
13/15
Math
5/15
Multilingual
7/10
Reasoning: Weak Coding: Weak Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Adequate

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running