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maternion/ling-3.0-tiny:8b

OLLAMA GGUF

bailingmoe3 · 7.9B · Q4_K_M

Excellent

Aug 25, 2026 · Apple M1 Pro

llama3.1:8b

OLLAMA GGUF

llama · 8.0B · Q4_K_M

Good

Mar 2, 2026 · Apple M4

Global Score
88 vs 75
Hardware Fit
98 vs 93
Quality Score
83 vs 67

Hardware

maternion/ling-3.0… llama3.1:8b
MachineMacBook ProMacBook Air
CPUApple M1 ProApple M4
Cores1010
RAM16 GB32 GB
GPUApple M1 ProApple M4
OSmacOS 26.6.2macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

maternion/ling-3.0… llama3.1:8b
Tokens/sec73.020.3
First chunk175 msN/A
TTFT175 ms315 ms
Load time3.2 s1.1 s
Memory usage5.9 GB10.4 GB
Memory %37%33%

HW Fit Score Breakdown

maternion/ling-3.0-tiny…

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

llama3.1:8b

Speed
33/50
TTFT
30/20
Memory
30/30

Quality

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

llama3.1:8b

Reasoning
12/20
Coding
15/20
Instruction
13/20
Structured
13/15
Math
4/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Weak 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