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gemma4:12b-it-qat

OLLAMA GGUF

gemma4 · 11.9B · Q4_0

Excellent

Jun 25, 2026 · Apple M4 Pro

Ling-3.0-tiny-IQ4_XS:latest

OLLAMA GGUF

bailingmoe3 · 7.9B · IQ4_XS

Excellent

Aug 30, 2026 · Intel Core™ i7-7700HQ

Global Score
88 vs 87
Hardware Fit
86 vs 100
Quality Score
89 vs 82

Hardware

gemma4:12b-it-qat Ling-3.0-tiny-IQ4_…
MachineMac miniASUSTeK COMPUTER INC. GL702VMK
CPUApple M4 ProIntel Core™ i7-7700HQ
Cores128
RAM24 GB16 GB
GPUApple M4 ProNVIDIA GeForce GTX 1060
OSmacOS 15.6.1Microsoft Windows 11 Home 10.0.26200
Archarm64x64
Power Modebalancedbalanced

Performance

gemma4:12b-it-qat Ling-3.0-tiny-IQ4_…
Tokens/sec30.024.7
First chunk686 ms283 ms
TTFT7.1 s283 ms
Load time5.4 s45.8 s
Memory usage7.1 GB4.3 GB
Memory %30%27%

HW Fit Score Breakdown

gemma4:12b-it-qat

Speed
50/50
TTFT
6/20
Memory
30/30

Ling-3.0-tiny-IQ4_XS:la…

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

Quality

gemma4:12b-it-qat

Reasoning
18/20
Coding
18/20
Instruction
14/20
Structured
15/15
Math
14/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate 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

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