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starcoder2:7b

starcoder2 · 7B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

phi3:14b

phi3 · 14.0B · Q4_0

Good

Mar 2, 2026 · Apple M4

Global Score
35 vs 63
Hardware Fit
97 vs 83
Quality Score
8 vs 55

Hardware

starcoder2:7b phi3:14b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

starcoder2:7b phi3:14b
Tokens/sec23.812.7
TTFT251 ms434 ms
Load time0.4 s0.9 s
Memory usage6.3 GB17.7 GB
Memory %20%55%

HW Fit Score Breakdown

starcoder2:7b

Speed
37/40
TTFT
30/30
Memory
30/30

phi3:14b

Speed
23/40
TTFT
30/30
Memory
30/30

Quality

starcoder2:7b

Reasoning
0/20
Coding
1/20
Instruction
4/20
Structured
2/15
Math
0/15
Multilingual
1/10
Reasoning: Poor Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Poor Multilingual: Poor

phi3:14b

Reasoning
14/20
Coding
2/20
Instruction
14/20
Structured
7/15
Math
8/15
Multilingual
10/10
Reasoning: Adequate Coding: Poor Instruction Following: Adequate Structured Output: Weak Math: Adequate Multilingual: Strong

Run yours and compare

npx metrillm@latest bench

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