Back to leaderboard

google/gemma-4-12b-qat

LM-STUDIO GGUF

gemma4 · 12B · Q4_0

Excellent

Aug 19, 2026 · AMD Ryzen 7 9700X 8-Core Processor

qwen3.5-35b-a3b

LM-STUDIO GGUF

qwen35moe · 35B · IQ3_XXS

Excellent

Jun 29, 2026 · Intel Gen Intel® Core™ i9-11900H

Global Score
92 vs 80
Hardware Fit
100 vs 62
Quality Score
89 vs 88

Hardware

google/gemma-4-12b… qwen3.5-35b-a3b
MachineMicro-Star International Co., Ltd. MS-7E51Docker Container
CPUAMD Ryzen 7 9700X 8-Core ProcessorIntel Gen Intel® Core™ i9-11900H
Cores1616
RAM31 GB15 GB
GPUNVIDIA GeForce RTX 5080, AMD Radeon(TM) GraphicsTigerLake-H GT1 [UHD Graphics]
OSMicrosoft Windows 11 Pro 10.0.26200Ubuntu 26.04 LTS
Archx64x64
Power Modebalancedperformance

Performance

google/gemma-4-12b… qwen3.5-35b-a3b
Tokens/sec90.710.6
First chunk26 ms52 ms
TTFT127 ms3.2 s
Load timeN/A7.6 s
Memory usage6.7 GB1.1 GB
Memory %21%7%

HW Fit Score Breakdown

google/gemma-4-12b-qat

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

qwen3.5-35b-a3b

Speed
19/50
TTFT
13/20
Memory
30/30

Quality

google/gemma-4-12b-qat

Reasoning
17/20
Coding
19/20
Instruction
18/20
Structured
15/15
Math
11/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong

qwen3.5-35b-a3b

Reasoning
16/20
Coding
18/20
Instruction
18/20
Structured
15/15
Math
11/15
Multilingual
10/10
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