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starcoder2:3b

starcoder2 · 3B · Q4_0

Marginal

Mar 2, 2026 · Apple M4

qwen2.5:14b

qwen2 · 14.8B · Q4_K_M

Excellent

Mar 1, 2026 · Apple M4

Global Score
48 vs 82
Hardware Fit
100 vs 80
Quality Score
13 vs 84

Hardware

starcoder2:3b qwen2.5:14b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

starcoder2:3b qwen2.5:14b
Tokens/sec49.411.2
TTFT155 ms539 ms
Load time0.4 s1.0 s
Memory usage3.0 GB16.5 GB
Memory %9%52%

HW Fit Score Breakdown

starcoder2:3b

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

qwen2.5:14b

Speed
20/40
TTFT
30/30
Memory
30/30

Quality

starcoder2:3b

Reasoning
0/20
Coding
2/20
Instruction
5/20
Structured
2/15
Math
2/15
Multilingual
2/10
Reasoning: Poor Coding: Poor Instruction Following: Weak Structured Output: Poor Math: Poor Multilingual: Poor

qwen2.5:14b

Reasoning
17/20
Coding
18/20
Instruction
14/20
Structured
15/15
Math
10/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running