Back to leaderboard

gemma-4-31b-it-qat

LM-STUDIO GGUF

gemma4 · 31B · Q4_K_XL

Excellent

Jul 7, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor

qwen2-57b:57B

OLLAMA GGUF

qwen2moe · 57.4B · Q4_K_M

Good

Aug 18, 2026 · Intel Core™ Ultra X7 358H

Global Score
91 vs 67
Hardware Fit
89 vs 51
Quality Score
92 vs 74

Hardware

gemma-4-31b-it-qat qwen2-57b:57B
MachineASUSGMKtec NucBox EVO-T2S
CPUAMD Ryzen 7 7800X3D 8-Core ProcessorIntel Core™ Ultra X7 358H
Cores1616
RAM31 GB64 GB
GPUNVIDIA GeForce RTX 4090, RaphaelIntel(R) Arc(TM) B390 GPU
OScachyos rollingMicrosoft Windows 11 Pro 10.0.26200
Archx64x64
Power Modelow-powerbalanced

Performance

gemma-4-31b-it-qat qwen2-57b:57B
Tokens/sec40.28.6
First chunk3 ms1573 ms
TTFT302 ms1.6 s
Load timeN/A29.0 s
Memory usage18.8 GB32.8 GB
Memory %62%52%

HW Fit Score Breakdown

gemma-4-31b-it-qat

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

qwen2-57b:57B

Speed
10/50
TTFT
17/20
Memory
24/30

Quality

gemma-4-31b-it-qat

Reasoning
19/20
Coding
18/20
Instruction
17/20
Structured
15/15
Math
14/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

qwen2-57b:57B

Reasoning
13/20
Coding
14/20
Instruction
15/20
Structured
14/15
Math
8/15
Multilingual
10/10
Reasoning: Adequate Coding: Adequate 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