Ling-3.0-tiny-IQ4_XS:latest
OLLAMA GGUFbailingmoe3 · 7.9B · IQ4_XS
Aug 30, 2026 · Intel Core™ i7-7700HQ
qwen3.5-9b-mlx
LM-STUDIO MLXqwen3_5 · 9B · 4bit
Mar 12, 2026 · Apple M4 Pro
Global Score
87 vs 77
Hardware Fit
100 vs 67
Quality Score
82 vs 81
Hardware
Ling-3.0-tiny-IQ4_… qwen3.5-9b-mlx
MachineASUSTeK COMPUTER INC. GL702VMKMac mini
CPUIntel Core™ i7-7700HQApple M4 Pro
Cores814
RAM16 GB64 GB
GPUNVIDIA GeForce GTX 1060Apple M4 Pro
OSMicrosoft Windows 11 Home 10.0.26200macOS 15.7.4
Archx64arm64
Power Modebalancedbalanced
Performance
Ling-3.0-tiny-IQ4_… qwen3.5-9b-mlx
Tokens/sec24.720.3
First chunk283 ms4216 ms
TTFT283 ms4.2 s
Load time45.8 sN/A
Memory usage4.3 GB5.6 GB
Memory %27%9%
HW Fit Score Breakdown
Ling-3.0-tiny-IQ4_XS:la…
Speed
50/50
TTFT
20/20
Memory
30/30
qwen3.5-9b-mlx
Speed
29/50
TTFT
8/20
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
qwen3.5-9b-mlx
Reasoning
15/20
Coding
18/20
Instruction
16/20
Structured
14/15
Math
8/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Strong 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