Back to leaderboard

hf.co/unsloth/Qwen3.8-27B-GGUF:UD-IQ2_XXS

OLLAMA GGUF

qwen35 · 27.3B · unknown

Not Rec.

Aug 22, 2026 · Apple M1 Pro

gemma4:31b

OLLAMA GGUF

gemma4 · 31.3B · Q4_K_M

Not Rec.

Apr 13, 2026 · Apple M4 Max

Global Score
31 vs 76
Hardware Fit
37 vs 46
Quality Score
28 vs 89

Hardware

hf.co/unsloth/Qwen… gemma4:31b
MachineMacBook ProMacBook Pro
CPUApple M1 ProApple M4 Max
Cores1016
RAM16 GB64 GB
GPUApple M1 ProApple M4 Max
OSmacOS 26.6.2macOS 26.3.1
Archarm64arm64
Power Modebalancedbalanced

Performance

hf.co/unsloth/Qwen… gemma4:31b
Tokens/sec5.422.4
First chunk5076 ms565 ms
TTFT5.1 s30.0 s
Load time0.3 s6.9 s
Memory usage11.6 GB43.9 GB
Memory %72%69%

HW Fit Score Breakdown

hf.co/unsloth/Qwen3.8-2…

Speed
13/50
TTFT
10/20
Memory
14/30

gemma4:31b

Speed
30/50
TTFT
0/20
Memory
16/30

Quality

hf.co/unsloth/Qwen3.8-2…

Reasoning
9/20
Coding
2/20
Instruction
1/20
Structured
1/15
Math
9/15
Multilingual
6/10
Reasoning: Weak Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Adequate Multilingual: Adequate

gemma4:31b

Reasoning
16/20
Coding
19/20
Instruction
16/20
Structured
15/15
Math
14/15
Multilingual
9/10
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