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hf.co/Edge-Quant/Nanbeige4.1-3B-Q8_0-GGUF:Q8_0

OLLAMA GGUF

llama · 3.93B · unknown

Not Rec.

Aug 22, 2026 · Apple M1 Pro

Ling-3.0-tiny-IQ4_XS:latest

OLLAMA GGUF

bailingmoe3 · 7.9B · IQ4_XS

Excellent

Aug 30, 2026 · Intel Core™ i7-7700HQ

Global Score
52 vs 87
Hardware Fit
75 vs 100
Quality Score
42 vs 82

Hardware

hf.co/Edge-Quant/N… Ling-3.0-tiny-IQ4_…
MachineMacBook ProASUSTeK COMPUTER INC. GL702VMK
CPUApple M1 ProIntel Core™ i7-7700HQ
Cores108
RAM16 GB16 GB
GPUApple M1 ProNVIDIA GeForce GTX 1060
OSmacOS 26.6.2Microsoft Windows 11 Home 10.0.26200
Archarm64x64
Power Modebalancedbalanced

Performance

hf.co/Edge-Quant/N… Ling-3.0-tiny-IQ4_…
Tokens/sec43.524.7
First chunk225 ms283 ms
TTFT30.0 s283 ms
Load time2.7 s45.8 s
Memory usage8.2 GB4.3 GB
Memory %51%27%

HW Fit Score Breakdown

hf.co/Edge-Quant/Nanbei…

Speed
50/50
TTFT
0/20
Memory
25/30

Ling-3.0-tiny-IQ4_XS:la…

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

Quality

hf.co/Edge-Quant/Nanbei…

Reasoning
13/20
Coding
1/20
Instruction
7/20
Structured
1/15
Math
13/15
Multilingual
7/10
Reasoning: Adequate Coding: Poor Instruction Following: Weak Structured Output: Poor Math: Strong Multilingual: Adequate

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

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