Back to leaderboard

maternion/ling-3.0-tiny:8b

OLLAMA GGUF

bailingmoe3 · 7.9B · Q4_K_M

Good

Aug 24, 2026 · Apple M1 Pro

qwen3.5-9b

LM-STUDIO GGUF

qwen35 · 9B · Q4_K_S

Not Rec.

Mar 14, 2026 · Apple M4

Global Score
68 vs 72
Hardware Fit
98 vs 51
Quality Score
55 vs 81

Hardware

maternion/ling-3.0… qwen3.5-9b
MachineMacBook ProMacBook Air
CPUApple M1 ProApple M4
Cores1010
RAM16 GB32 GB
GPUApple M1 ProApple M4
OSmacOS 26.6.2macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

maternion/ling-3.0… qwen3.5-9b
Tokens/sec73.614.4
First chunk190 ms4 ms
TTFT190 ms824 ms
Load time2.9 sN/A
Memory usage5.9 GB48.3 GB
Memory %37%151%

HW Fit Score Breakdown

maternion/ling-3.0-tiny…

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

qwen3.5-9b

Speed
31/50
TTFT
20/20
Memory
0/30

Quality

maternion/ling-3.0-tiny…

Reasoning
19/20
Coding
17/20
Instruction
3/20
Structured
0/15
Math
15/15
Multilingual
1/10
Reasoning: Strong Coding: Strong Instruction Following: Poor Structured Output: Poor Math: Strong Multilingual: Poor

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