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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

OLLAMA GGUF

qwen35 · 4.7B · Q4_K_M

Excellent

Mar 6, 2026 · AMD RYZEN AI MAX+ 395 w/ Radeon 8060S

Global Score
87 vs 82
Hardware Fit
100 vs 93
Quality Score
82 vs 77

Hardware

Ling-3.0-tiny-IQ4_… qwen3.5:4b
MachineASUSTeK COMPUTER INC. GL702VMKAZW GTR Pro
CPUIntel Core™ i7-7700HQAMD RYZEN AI MAX+ 395 w/ Radeon 8060S
Cores832
RAM16 GB125 GB
GPUNVIDIA GeForce GTX 1060Integrated / Apple Silicon
OSMicrosoft Windows 11 Home 10.0.26200Ubuntu 24.04.4 LTS
Archx64x64
Power Modebalancedperformance

Performance

Ling-3.0-tiny-IQ4_… qwen3.5:4b
Tokens/sec24.746.8
First chunk283 ms174 ms
TTFT283 ms174 ms
Load time45.8 s5.9 s
Memory usage4.3 GB16.2 GB
Memory %27%13%

HW Fit Score Breakdown

Ling-3.0-tiny-IQ4_XS:la…

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

qwen3.5:4b

Speed
43/50
TTFT
20/20
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

qwen3.5:4b

Reasoning
15/20
Coding
14/20
Instruction
16/20
Structured
15/15
Math
8/15
Multilingual
9/10
Reasoning: Strong Coding: Adequate Instruction Following: Strong 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