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maternion/ling-3.0-tiny:8b

OLLAMA GGUF

bailingmoe3 · 7.9B · Q4_K_M

Good

Aug 24, 2026 · Apple M1 Pro

llama3.1:8b

OLLAMA GGUF

llama · 8.0B · Q4_K_M

Good

Aug 25, 2026 · Apple M1 Pro

Global Score
68 vs 72
Hardware Fit
98 vs 77
Quality Score
55 vs 70

Hardware

maternion/ling-3.0… llama3.1:8b
MachineMacBook ProMacBook Pro
CPUApple M1 ProApple M1 Pro
Cores1010
RAM16 GB16 GB
GPUApple M1 ProApple M1 Pro
OSmacOS 26.6.2macOS 26.6.2
Archarm64arm64
Power Modebalancedbalanced

Performance

maternion/ling-3.0… llama3.1:8b
Tokens/sec73.621.5
First chunk190 ms368 ms
TTFT190 ms368 ms
Load time2.9 s6.9 s
Memory usage5.9 GB12.9 GB
Memory %37%81%

HW Fit Score Breakdown

maternion/ling-3.0-tiny…

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

llama3.1:8b

Speed
47/50
TTFT
20/20
Memory
10/30

Quality

maternion/ling-3.0-tiny…

Reasoning
19/20
Coding
17/20
Instruction
3/20
Structured
0/15
Math
15/15
Multilingual
1/10
Reasoning: Strong Coding: Strong Instruction Following: Poor Structured Output: Poor Math: Strong Multilingual: Poor

llama3.1:8b

Reasoning
12/20
Coding
18/20
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