Back to leaderboard

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

LM-STUDIO GGUF

gemma4 · 12B · Q4_K_XL

Good

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

starcoder2:3b

OLLAMA GGUF

starcoder2 · 3B · Q4_0

Not Rec.

Jun 26, 2026 · Cortex-A78AE

Global Score
75 vs 35
Hardware Fit
48 vs 100
Quality Score
86 vs 7

Hardware

unsloth/gemma-4-12… starcoder2:3b
MachineDocker ContainerNVIDIA NVIDIA Jetson Orin Nano Engineering Reference Developer Kit Super
CPUIntel Gen Intel® Core™ i9-11900HCortex-A78AE
Cores166
RAM15 GB7 GB
GPUTigerLake-H GT1 [UHD Graphics]Integrated / Unknown
OSUbuntu 26.04 LTSUbuntu 22.04.5 LTS
Archx64arm64
Power Modeperformancebalanced

Performance

unsloth/gemma-4-12… starcoder2:3b
Tokens/sec6.031.5
First chunk27 ms392 ms
TTFT5.1 s392 ms
Load time8.4 s4.8 s
Memory usage0.0 GB1.8 GB
Memory %0%24%

HW Fit Score Breakdown

unsloth/gemma-4-12b-it-…

Speed
10/50
TTFT
8/20
Memory
30/30

starcoder2:3b

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

Quality

unsloth/gemma-4-12b-it-…

Reasoning
16/20
Coding
18/20
Instruction
15/20
Structured
15/15
Math
12/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

starcoder2:3b

Reasoning
0/20
Coding
3/20
Instruction
1/20
Structured
0/15
Math
1/15
Multilingual
2/10
Reasoning: Poor Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Poor Multilingual: Poor
View unsloth/gemma-4-12… details | View starcoder2:3b 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