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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

codestral:22b

OLLAMA GGUF

llama · 22.2B · Q4_0

Good

Jun 26, 2026 · Cortex-X925

Global Score
87 vs 67
Hardware Fit
100 vs 67
Quality Score
82 vs 67

Hardware

Ling-3.0-tiny-IQ4_… codestral:22b
MachineASUSTeK COMPUTER INC. GL702VMKNVIDIA NVIDIA_DGX_Spark
CPUIntel Core™ i7-7700HQCortex-X925
Cores820
RAM16 GB122 GB
GPUNVIDIA GeForce GTX 1060Device 2e12
OSMicrosoft Windows 11 Home 10.0.26200Ubuntu 24.04.4 LTS
Archx64arm64
Power Modebalancedperformance

Performance

Ling-3.0-tiny-IQ4_… codestral:22b
Tokens/sec24.717.2
First chunk283 ms129 ms
TTFT283 ms129 ms
Load time45.8 s11.6 s
Memory usage4.3 GB18.9 GB
Memory %27%16%

HW Fit Score Breakdown

Ling-3.0-tiny-IQ4_XS:la…

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

codestral:22b

Speed
17/50
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

codestral:22b

Reasoning
11/20
Coding
17/20
Instruction
9/20
Structured
14/15
Math
6/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Weak 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