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starcoder2:3b

starcoder2 · 3B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

phi4:14b

phi3 · 14.7B · Q4_K_M

Good

Mar 2, 2026 · Apple M4

Global Score
39 vs 75
Hardware Fit
100 vs 79
Quality Score
13 vs 73

Hardware

starcoder2:3b phi4:14b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

starcoder2:3b phi4:14b
Tokens/sec49.411.0
TTFT155 ms532 ms
Load time0.4 s0.7 s
Memory usage3.0 GB13.4 GB
Memory %9%42%

HW Fit Score Breakdown

starcoder2:3b

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

phi4:14b

Speed
19/40
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

phi4:14b

Reasoning
15/20
Coding
18/20
Instruction
10/20
Structured
13/15
Math
7/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong

Run yours and compare

npx metrillm@latest bench

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