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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

qwen3.5-0.8b-mlx

LM-STUDIO MLX

qwen3_5 · 0.8B · 8bit

Good

Mar 3, 2026 · Apple M4

Global Score
87 vs 60
Hardware Fit
100 vs 96
Quality Score
82 vs 44

Hardware

Ling-3.0-tiny-IQ4_… qwen3.5-0.8b-mlx
MachineASUSTeK COMPUTER INC. GL702VMKMacBook Air
CPUIntel Core™ i7-7700HQApple M4
Cores810
RAM16 GB32 GB
GPUNVIDIA GeForce GTX 1060Apple M4
OSMicrosoft Windows 11 Home 10.0.26200macOS 26.3
Archx64arm64
Power Modebalancedbalanced

Performance

Ling-3.0-tiny-IQ4_… qwen3.5-0.8b-mlx
Tokens/sec24.7108.0
First chunk283 ms2568 ms
TTFT283 ms2.6 s
Load time45.8 sN/A
Memory usage4.3 GB1.0 GB
Memory %27%3%

HW Fit Score Breakdown

Ling-3.0-tiny-IQ4_XS:la…

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

qwen3.5-0.8b-mlx

Speed
50/50
TTFT
16/20
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

qwen3.5-0.8b-mlx

Reasoning
10/20
Coding
3/20
Instruction
11/20
Structured
12/15
Math
3/15
Multilingual
5/10
Reasoning: Weak Coding: Poor Instruction Following: Adequate Structured Output: Strong Math: Poor Multilingual: Adequate
View Ling-3.0-tiny-IQ4_… details | View qwen3.5-0.8b-mlx details

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