Back to leaderboard

google/gemma-4-12b-it-qat

LM-STUDIO GGUF

gemma4 · 12B · Q4_0

Good

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

qwen3-coder:latest

OLLAMA GGUF

qwen3moe · 30.5B · Q4_K_M

Good

May 24, 2026 · Intel Gen Intel® Core™ i7-1355U

Global Score
74 vs 76
Hardware Fit
46 vs 51
Quality Score
86 vs 87

Hardware

google/gemma-4-12b… qwen3-coder:latest
MachineDocker ContainerDell Inc. Inspiron 15 3530
CPUIntel Gen Intel® Core™ i9-11900HIntel Gen Intel® Core™ i7-1355U
Cores1612
RAM15 GB31 GB
GPUTigerLake-H GT1 [UHD Graphics]Raptor Lake-P [Iris Xe Graphics]
OSUbuntu 26.04 LTScachyos rolling
Archx64x64
Power Modeperformancelow-power

Performance

google/gemma-4-12b… qwen3-coder:latest
Tokens/sec5.07.6
First chunk64 ms2037 ms
TTFT5.5 s2.0 s
Load time9.5 s8.7 s
Memory usage0.0 GB18.9 GB
Memory %0%61%

HW Fit Score Breakdown

google/gemma-4-12b-it-qat

Speed
9/50
TTFT
7/20
Memory
30/30

qwen3-coder:latest

Speed
13/50
TTFT
18/20
Memory
20/30

Quality

google/gemma-4-12b-it-qat

Reasoning
16/20
Coding
19/20
Instruction
16/20
Structured
15/15
Math
11/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong

qwen3-coder:latest

Reasoning
16/20
Coding
19/20
Instruction
16/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate 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