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starcoder2:3b

OLLAMA GGUF

starcoder2 · 3B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

maternion/ling-3.0-tiny:8b

OLLAMA GGUF

bailingmoe3 · 7.9B · Q4_K_M

Excellent

Aug 25, 2026 · Apple M1 Pro

Global Score
39 vs 88
Hardware Fit
100 vs 98
Quality Score
13 vs 83

Hardware

starcoder2:3b maternion/ling-3.0…
MachineMacBook AirMacBook Pro
CPUApple M4Apple M1 Pro
Cores1010
RAM32 GB16 GB
GPUApple M4Apple M1 Pro
OSmacOS 26.3macOS 26.6.2
Archarm64arm64
Power Modebalancedbalanced

Performance

starcoder2:3b maternion/ling-3.0…
Tokens/sec49.473.0
First chunkN/A175 ms
TTFT155 ms175 ms
Load time0.4 s3.2 s
Memory usage3.0 GB5.9 GB
Memory %9%37%

HW Fit Score Breakdown

starcoder2:3b

Speed
40/50
TTFT
30/20
Memory
30/30

maternion/ling-3.0-tiny…

Speed
50/50
TTFT
20/20
Memory
28/30

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

maternion/ling-3.0-tiny…

Reasoning
16/20
Coding
19/20
Instruction
15/20
Structured
15/15
Math
8/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong

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