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qwen3.5:2b

OLLAMA GGUF

qwen35 · 2.3B · Q8_0

Not Rec.

Apr 29, 2026 · Intel Core™ i5-8350U

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

LM-STUDIO GGUF

gemma4 · 12B · Q4_0

Good

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

Global Score
13 vs 74
Hardware Fit
41 vs 46
Quality Score
1 vs 86

Hardware

qwen3.5:2b google/gemma-4-12b…
MachineLENOVO 20L7CTO1WWDocker Container
CPUIntel Core™ i5-8350UIntel Gen Intel® Core™ i9-11900H
Cores816
RAM23 GB15 GB
GPUKaby Lake-R GT2 [UHD Graphics 620]TigerLake-H GT1 [UHD Graphics]
OSFedora Linux 43Ubuntu 26.04 LTS
Archx64x64
Power Modelow-powerperformance

Performance

qwen3.5:2b google/gemma-4-12b…
Tokens/sec4.55.0
First chunk1413 ms64 ms
TTFT31.1 s5.5 s
Load time7.1 s9.5 s
Memory usage3.8 GB0.0 GB
Memory %16%0%

HW Fit Score Breakdown

qwen3.5:2b

Speed
11/50
TTFT
0/20
Memory
30/30

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

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

Quality

qwen3.5:2b

Reasoning
0/20
Coding
0/20
Instruction
1/20
Structured
0/15
Math
0/15
Multilingual
0/10
Reasoning: Poor Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Poor Multilingual: Poor

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
View qwen3.5:2b details | View google/gemma-4-12b… 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