gemma-4-31b-it-qat
LM-STUDIO GGUFgemma4 · 31B · Q4_K_XL
Jul 7, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor
Ling-3.0-tiny-IQ4_XS:latest
OLLAMA GGUFbailingmoe3 · 7.9B · IQ4_XS
Aug 30, 2026 · Intel Core™ i7-7700HQ
Global Score
91 vs 87
Hardware Fit
89 vs 100
Quality Score
92 vs 82
Hardware
gemma-4-31b-it-qat Ling-3.0-tiny-IQ4_…
MachineASUSASUSTeK COMPUTER INC. GL702VMK
CPUAMD Ryzen 7 7800X3D 8-Core ProcessorIntel Core™ i7-7700HQ
Cores168
RAM31 GB16 GB
GPUNVIDIA GeForce RTX 4090, RaphaelNVIDIA GeForce GTX 1060
OScachyos rollingMicrosoft Windows 11 Home 10.0.26200
Archx64x64
Power Modelow-powerbalanced
Performance
gemma-4-31b-it-qat Ling-3.0-tiny-IQ4_…
Tokens/sec40.224.7
First chunk3 ms283 ms
TTFT302 ms283 ms
Load timeN/A45.8 s
Memory usage18.8 GB4.3 GB
Memory %62%27%
HW Fit Score Breakdown
gemma-4-31b-it-qat
Speed
50/50
TTFT
20/20
Memory
19/30
Ling-3.0-tiny-IQ4_XS:la…
Speed
50/50
TTFT
20/20
Memory
30/30
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
Ling-3.0-tiny-IQ4_XS:la…
Reasoning
17/20
Coding
18/20
Instruction
14/20
Structured
15/15
Math
9/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong
Run yours and compare
$
npm install -g metrillm@latest$
metrillmRequires Node 20+ and Ollama or LM Studio running
Or run without installing: npx metrillm@latest