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gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

Ling-3.0-tiny-IQ4_XS:latest

OLLAMA GGUF

bailingmoe3 · 7.9B · IQ4_XS

Excellent

Aug 30, 2026 · Intel Core™ i7-7700HQ

Global Score
85 vs 87
Hardware Fit
64 vs 100
Quality Score
94 vs 82

Hardware

gemma-4-31b-it-mlx Ling-3.0-tiny-IQ4_…
MachineMacBook ProASUSTeK COMPUTER INC. GL702VMK
CPUApple M4 MaxIntel Core™ i7-7700HQ
Cores168
RAM128 GB16 GB
GPUApple M4 MaxNVIDIA GeForce GTX 1060
OSmacOS 26.5.2Microsoft Windows 11 Home 10.0.26200
Archarm64x64
Power Modebalancedbalanced

Performance

gemma-4-31b-it-mlx Ling-3.0-tiny-IQ4_…
Tokens/sec13.624.7
First chunk16 ms283 ms
TTFT558 ms283 ms
Load time12.3 s45.8 s
Memory usage0.0 GB4.3 GB
Memory %0%27%

HW Fit Score Breakdown

gemma-4-31b-it-mlx

Speed
14/50
TTFT
20/20
Memory
30/30

Ling-3.0-tiny-IQ4_XS:la…

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

Quality

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

Ling-3.0-tiny-IQ4_XS:la…

Reasoning
17/20
Coding
18/20
Instruction
14/20
Structured
15/15
Math
9/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong
View gemma-4-31b-it-mlx details | View Ling-3.0-tiny-IQ4_… 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