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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

gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

Global Score
87 vs 85
Hardware Fit
100 vs 64
Quality Score
82 vs 94

Hardware

Ling-3.0-tiny-IQ4_… gemma-4-31b-it-mlx
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_… gemma-4-31b-it-mlx
Tokens/sec24.713.6
First chunk283 ms16 ms
TTFT283 ms558 ms
Load time45.8 s12.3 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

gemma-4-31b-it-mlx

Speed
14/50
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

gemma-4-31b-it-mlx

Reasoning
19/20
Coding
19/20
Instruction
18/20
Structured
15/15
Math
14/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong
View Ling-3.0-tiny-IQ4_… details | View gemma-4-31b-it-mlx details

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