maternion/ling-3.0-tiny:8b

OLLAMA GGUF

bailingmoe3 · 7.9B · Q4_K_M

Good

Aug 24, 2026 · Apple M1 Pro

gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

Global Score

68 vs 85

Hardware Fit

98 vs 64

Quality Score

55 vs 94

Hardware

maternion/ling-3.0… gemma-4-31b-it-mlx

MachineMacBook ProMacBook Pro

CPUApple M1 ProApple M4 Max

Cores1016

RAM16 GB128 GB

GPUApple M1 ProApple M4 Max

OSmacOS 26.6.2macOS 26.5.2

Archarm64arm64

Power Modebalancedbalanced

Performance

maternion/ling-3.0… gemma-4-31b-it-mlx

Tokens/sec73.613.6

First chunk190 ms16 ms

TTFT190 ms558 ms

Load time2.9 s12.3 s

Memory usage5.9 GB0.0 GB

Memory %37%0%

HW Fit Score Breakdown

maternion/ling-3.0-tiny…

Speed

50/50

TTFT

20/20

Memory

28/30

gemma-4-31b-it-mlx

Speed

14/50

TTFT

20/20

Memory

30/30

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

gemma-4-31b-it-mlx

Reasoning

19/20

Coding

19/20

Instruction

18/20

Structured

15/15

Math

14/15

Multilingual

9/10

Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

View maternion/ling-3.0… details | View gemma-4-31b-it-mlx details

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