Back to leaderboard

maternion/ling-3.0-tiny:8b

OLLAMA GGUF

bailingmoe3 · 7.9B · Q4_K_M

Excellent

Aug 25, 2026 · Apple M1 Pro

qwen3.5-9b

LM-STUDIO GGUF

qwen35 · 9B · Q4_K_S

Excellent

Mar 12, 2026 · Apple M4 Pro

Global Score
88 vs 84
Hardware Fit
98 vs 91
Quality Score
83 vs 81

Hardware

maternion/ling-3.0… qwen3.5-9b
MachineMacBook ProMac mini
CPUApple M1 ProApple M4 Pro
Cores1014
RAM16 GB64 GB
GPUApple M1 ProApple M4 Pro
OSmacOS 26.6.2macOS 15.7.4
Archarm64arm64
Power Modebalancedbalanced

Performance

maternion/ling-3.0… qwen3.5-9b
Tokens/sec73.030.2
First chunk175 ms499 ms
TTFT175 ms499 ms
Load time3.2 sN/A
Memory usage5.9 GB6.7 GB
Memory %37%11%

HW Fit Score Breakdown

maternion/ling-3.0-tiny…

Speed
50/50
TTFT
20/20
Memory
28/30

qwen3.5-9b

Speed
41/50
TTFT
20/20
Memory
30/30

Quality

maternion/ling-3.0-tiny…

Reasoning
16/20
Coding
19/20
Instruction
15/20
Structured
15/15
Math
8/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong

qwen3.5-9b

Reasoning
16/20
Coding
15/20
Instruction
16/20
Structured
15/15
Math
9/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong
View maternion/ling-3.0… details | View qwen3.5-9b 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