Ling-3.0-tiny-IQ4_XS:latest

OLLAMA GGUF

bailingmoe3 · 7.9B · IQ4_XS

Excellent

Aug 30, 2026 · Intel Core™ i7-7700HQ

mistralai/devstral-small-2-2512

LM-STUDIO MLX

mistral3 · 24B · 4bit

Good

Mar 4, 2026 · Apple M4

Global Score

87 vs 69

Hardware Fit

100 vs 50

Quality Score

82 vs 77

Hardware

Ling-3.0-tiny-IQ4_… mistralai/devstral…

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_… mistralai/devstral…

Tokens/sec24.75.7

First chunk283 ms5007 ms

TTFT283 ms5.0 s

Load time45.8 sN/A

Memory usage4.3 GB13.2 GB

Memory %27%41%

HW Fit Score Breakdown

Ling-3.0-tiny-IQ4_XS:la…

Speed

50/50

TTFT

20/20

Memory

30/30

mistralai/devstral-smal…

Speed

11/50

TTFT

9/20

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

mistralai/devstral-smal…

Reasoning

16/20

Coding

18/20

Instruction

13/20

Structured

14/15

Math

6/15

Multilingual

10/10

Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong

View Ling-3.0-tiny-IQ4_… details | View mistralai/devstral… 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