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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

qwen3.5-4b-mlx

LM-STUDIO MLX

qwen3_5 · 4B · 4bit

Not Rec.

Mar 6, 2026 · Apple M4 Pro

Global Score
87 vs 62
Hardware Fit
100 vs 35
Quality Score
82 vs 73

Hardware

Ling-3.0-tiny-IQ4_… qwen3.5-4b-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_… qwen3.5-4b-mlx
Tokens/sec24.70.0
First chunk283 ms5548 ms
TTFT283 ms5.5 s
Load time45.8 sN/A
Memory usage4.3 GB2.9 GB
Memory %27%5%

HW Fit Score Breakdown

Ling-3.0-tiny-IQ4_XS:la…

Speed
50/50
TTFT
20/20
Memory
30/30

qwen3.5-4b-mlx

Speed
0/50
TTFT
6/20
Memory
29/30

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

qwen3.5-4b-mlx

Reasoning
17/20
Coding
17/20
Instruction
9/20
Structured
8/15
Math
13/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Weak Structured Output: Adequate Math: Strong 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