Ling-3.0-tiny-IQ4_XS:latest
OLLAMA GGUFbailingmoe3 · 7.9B · IQ4_XS
Aug 30, 2026 · Intel Core™ i7-7700HQ
gemma4:12b-it-qat
OLLAMA GGUFgemma4 · 11.9B · Q4_0
Jun 25, 2026 · Apple M4 Pro
Global Score
87 vs 88
Hardware Fit
100 vs 86
Quality Score
82 vs 89
Hardware
Ling-3.0-tiny-IQ4_… gemma4:12b-it-qat
MachineASUSTeK COMPUTER INC. GL702VMKMac mini
CPUIntel Core™ i7-7700HQApple M4 Pro
Cores812
RAM16 GB24 GB
GPUNVIDIA GeForce GTX 1060Apple M4 Pro
OSMicrosoft Windows 11 Home 10.0.26200macOS 15.6.1
Archx64arm64
Power Modebalancedbalanced
Performance
Ling-3.0-tiny-IQ4_… gemma4:12b-it-qat
Tokens/sec24.730.0
First chunk283 ms686 ms
TTFT283 ms7.1 s
Load time45.8 s5.4 s
Memory usage4.3 GB7.1 GB
Memory %27%30%
HW Fit Score Breakdown
Ling-3.0-tiny-IQ4_XS:la…
Speed
50/50
TTFT
20/20
Memory
30/30
gemma4:12b-it-qat
Speed
50/50
TTFT
6/20
Memory
30/30
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-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
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