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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

huihui-devstral-small-2-24b-instruct-2512-abliterated-i1

LM-STUDIO GGUF

mistral3 · 24B · Q4_K_S

Good

Sep 19, 2026 · AMD Ryzen 7 5800X 8-Core Processor

Global Score
87 vs 78
Hardware Fit
100 vs 74
Quality Score
82 vs 79

Hardware

Ling-3.0-tiny-IQ4_… huihui-devstral-sm…
MachineASUSTeK COMPUTER INC. GL702VMKSystem manufacturer
CPUIntel Core™ i7-7700HQAMD Ryzen 7 5800X 8-Core Processor
Cores816
RAM16 GB32 GB
GPUNVIDIA GeForce GTX 1060AMD Radeon RX 9060 XT
OSMicrosoft Windows 11 Home 10.0.26200Microsoft Windows 11 Home 10.0.26200
Archx64x64
Power Modebalancedbalanced

Performance

Ling-3.0-tiny-IQ4_… huihui-devstral-sm…
Tokens/sec24.717.5
First chunk283 ms20 ms
TTFT283 ms279 ms
Load time45.8 sN/A
Memory usage4.3 GB15.6 GB
Memory %27%49%

HW Fit Score Breakdown

Ling-3.0-tiny-IQ4_XS:la…

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

huihui-devstral-small-2…

Speed
29/50
TTFT
20/20
Memory
25/30

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

huihui-devstral-small-2…

Reasoning
16/20
Coding
17/20
Instruction
15/20
Structured
14/15
Math
7/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Weak 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