Ling-3.0-tiny-IQ4_XS:latest
OLLAMA GGUFbailingmoe3 · 7.9B · IQ4_XS
Aug 30, 2026 · Intel Core™ i7-7700HQ
gemma4:12b-mlx
OLLAMA GGUFAug 24, 2026 · Apple M1 Pro
Global Score
87 vs 71
Hardware Fit
100 vs 76
Quality Score
82 vs 69
Hardware
Ling-3.0-tiny-IQ4_… gemma4:12b-mlx
MachineASUSTeK COMPUTER INC. GL702VMKMacBook Pro
CPUIntel Core™ i7-7700HQApple M1 Pro
Cores810
RAM16 GB16 GB
GPUNVIDIA GeForce GTX 1060Apple M1 Pro
OSMicrosoft Windows 11 Home 10.0.26200macOS 26.6.2
Archx64arm64
Power Modebalancedbalanced
Performance
Ling-3.0-tiny-IQ4_… gemma4:12b-mlx
Tokens/sec24.725.0
First chunk283 ms787 ms
TTFT283 ms30.0 s
Load time45.8 s4.0 s
Memory usage4.3 GB7.1 GB
Memory %27%45%
HW Fit Score Breakdown
Ling-3.0-tiny-IQ4_XS:la…
Speed
50/50
TTFT
20/20
Memory
30/30
gemma4:12b-mlx
Speed
50/50
TTFT
0/20
Memory
26/30
Quality
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
gemma4:12b-mlx
Reasoning
14/20
Coding
10/20
Instruction
9/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Adequate Coding: Adequate Instruction Following: Weak Structured Output: Strong Math: Adequate Multilingual: Strong
Run yours and compare
$
npm install -g metrillm@latest$
metrillmRequires Node 20+ and Ollama or LM Studio running
Or run without installing: npx metrillm@latest