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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

gemma3:12b

OLLAMA GGUF

gemma3 · 12.2B · Q4_K_M

Excellent

Mar 2, 2026 · Apple M4

Global Score
87 vs 80
Hardware Fit
100 vs 83
Quality Score
82 vs 78

Hardware

Ling-3.0-tiny-IQ4_… gemma3:12b
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_… gemma3:12b
Tokens/sec24.712.7
First chunk283 msN/A
TTFT283 ms560 ms
Load time45.8 s2.8 s
Memory usage4.3 GB11.0 GB
Memory %27%34%

HW Fit Score Breakdown

Ling-3.0-tiny-IQ4_XS:la…

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

gemma3:12b

Speed
23/50
TTFT
30/20
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

gemma3:12b

Reasoning
14/20
Coding
19/20
Instruction
13/20
Structured
15/15
Math
7/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Adequate 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