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Ling-3.0-tiny-IQ4_XS:latest

OLLAMA GGUF

bailingmoe3 · 7.9B · IQ4_XS

Excellent

Aug 30, 2026 · Intel Core™ i7-7700HQ

qwen3.5:9b-mlx

OLLAMA GGUF

nvfp4

Excellent

Aug 25, 2026 · Apple M1 Pro

Global Score
87 vs 84
Hardware Fit
100 vs 94
Quality Score
82 vs 80

Hardware

Ling-3.0-tiny-IQ4_… qwen3.5:9b-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_… qwen3.5:9b-mlx
Tokens/sec24.725.0
First chunk283 ms357 ms
TTFT283 ms357 ms
Load time45.8 s3.8 s
Memory usage4.3 GB8.4 GB
Memory %27%52%

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
50/50
TTFT
20/20
Memory
24/30

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
16/20
Coding
15/20
Instruction
14/20
Structured
15/15
Math
10/15
Multilingual
10/10
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