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lmstudio-community/gemma-4-12b-it-qat

LM-STUDIO GGUF

gemma4 · 12B · Q4_0

Good

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

qwen3.5:2b

OLLAMA GGUF

qwen35 · 2.3B · Q8_0

Not Rec.

Apr 29, 2026 · Intel Core™ i5-8350U

Global Score
75 vs 13
Hardware Fit
48 vs 41
Quality Score
86 vs 1

Hardware

lmstudio-community… qwen3.5:2b
MachineDocker ContainerLENOVO 20L7CTO1WW
CPUIntel Gen Intel® Core™ i9-11900HIntel Core™ i5-8350U
Cores168
RAM15 GB23 GB
GPUTigerLake-H GT1 [UHD Graphics]Kaby Lake-R GT2 [UHD Graphics 620]
OSUbuntu 26.04 LTSFedora Linux 43
Archx64x64
Power Modeperformancelow-power

Performance

lmstudio-community… qwen3.5:2b
Tokens/sec5.84.5
First chunk101 ms1413 ms
TTFT5.3 s31.1 s
Load time11.0 s7.1 s
Memory usage0.6 GB3.8 GB
Memory %4%16%

HW Fit Score Breakdown

lmstudio-community/gemm…

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

qwen3.5:2b

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

Quality

lmstudio-community/gemm…

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

qwen3.5:2b

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
View lmstudio-community… details | View qwen3.5:2b 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