Ling-3.0-tiny-IQ4_XS:latest
OLLAMA GGUFbailingmoe3 · 7.9B · IQ4_XS
Aug 30, 2026 · Intel Core™ i7-7700HQ
gemma4:12b-mlx
OLLAMA GGUFJul 4, 2026 · Apple M2 Pro
Global Score
87 vs 91
Hardware Fit
100 vs 96
Quality Score
82 vs 89
Hardware
Ling-3.0-tiny-IQ4_… gemma4:12b-mlx
MachineASUSTeK COMPUTER INC. GL702VMKMacBook Pro
CPUIntel Core™ i7-7700HQApple M2 Pro
Cores810
RAM16 GB16 GB
GPUNVIDIA GeForce GTX 1060Apple M2 Pro
OSMicrosoft Windows 11 Home 10.0.26200macOS 26.5
Archx64arm64
Power Modebalancedbalanced
Performance
Ling-3.0-tiny-IQ4_… gemma4:12b-mlx
Tokens/sec24.724.7
First chunk283 ms610 ms
TTFT283 ms610 ms
Load time45.8 s3.6 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
20/20
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
16/20
Coding
19/20
Instruction
17/20
Structured
15/15
Math
12/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong 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