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

GPT-20B:20b

OLLAMA GGUF

gptoss · 20.9B · MXFP4

Excellent

Aug 19, 2026 · AMD Ryzen 9 9955HX3D 16-Core Processor

Global Score
92 vs 90
Hardware Fit
100 vs 79
Quality Score
89 vs 94

Hardware

google/gemma-4-12b… GPT-20B:20b
MachineMicro-Star International Co., Ltd. MS-7E51HP HyperX OMEN Gaming Laptop 16-ap1xxx
CPUAMD Ryzen 7 9700X 8-Core ProcessorAMD Ryzen 9 9955HX3D 16-Core Processor
Cores1632
RAM31 GB31 GB
GPUNVIDIA GeForce RTX 5080, AMD Radeon(TM) GraphicsAMD Radeon(TM) 610M, NVIDIA GeForce RTX 5070 Laptop GPU
OSMicrosoft Windows 11 Pro 10.0.26200Microsoft Windows 11 Home 10.0.26200
Archx64x64
Power Modebalancedbalanced

Performance

google/gemma-4-12b… GPT-20B:20b
Tokens/sec90.736.6
First chunk26 ms722 ms
TTFT127 ms4.7 s
Load timeN/A0.3 s
Memory usage6.7 GB13.1 GB
Memory %21%42%

HW Fit Score Breakdown

google/gemma-4-12b-qat

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

GPT-20B:20b

Speed
46/50
TTFT
6/20
Memory
27/30

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

GPT-20B:20b

Reasoning
19/20
Coding
18/20
Instruction
17/20
Structured
15/15
Math
15/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong
View google/gemma-4-12b… details | View GPT-20B:20b 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