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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

qwen3-30b-a3b-thinking-2507-claude-4.5-sonnet-high-reasoning-distill-mlx

LM-STUDIO MLX

qwen3_moe · 30B · MXFP4

Excellent

Aug 20, 2026 · Apple M4 Max

Global Score
87 vs 96
Hardware Fit
100 vs 95
Quality Score
82 vs 96

Hardware

Ling-3.0-tiny-IQ4_… qwen3-30b-a3b-thin…
MachineASUSTeK COMPUTER INC. GL702VMKMacBook Pro
CPUIntel Core™ i7-7700HQApple M4 Max
Cores816
RAM16 GB128 GB
GPUNVIDIA GeForce GTX 1060Apple M4 Max
OSMicrosoft Windows 11 Home 10.0.26200macOS 26.5.2
Archx64arm64
Power Modebalancedbalanced

Performance

Ling-3.0-tiny-IQ4_… qwen3-30b-a3b-thin…
Tokens/sec24.7112.8
First chunk283 ms21 ms
TTFT283 ms1.5 s
Load time45.8 s3.5 s
Memory usage4.3 GB0.0 GB
Memory %27%0%

HW Fit Score Breakdown

Ling-3.0-tiny-IQ4_XS:la…

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

qwen3-30b-a3b-thinking-…

Speed
50/50
TTFT
15/20
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

qwen3-30b-a3b-thinking-…

Reasoning
19/20
Coding
18/20
Instruction
19/20
Structured
15/15
Math
15/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong 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