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

LM-STUDIO GGUF

gemma4 · 12B · Q4_0

Good

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

qwen3.5:0.8b

OLLAMA GGUF

qwen35 · 873.44M · Q8_0

Not Rec.

Apr 29, 2026 · Intel Core™ i5-8350U

Global Score
74 vs 18
Hardware Fit
46 vs 53
Quality Score
86 vs 3

Hardware

google/gemma-4-12b… qwen3.5:0.8b
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

google/gemma-4-12b… qwen3.5:0.8b
Tokens/sec5.09.4
First chunk64 ms799 ms
TTFT5.5 s30.0 s
Load time9.5 s3.3 s
Memory usage0.0 GB1.9 GB
Memory %0%8%

HW Fit Score Breakdown

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

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

qwen3.5:0.8b

Speed
23/50
TTFT
0/20
Memory
30/30

Quality

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

qwen3.5:0.8b

Reasoning
0/20
Coding
0/20
Instruction
2/20
Structured
0/15
Math
0/15
Multilingual
1/10
Reasoning: Poor Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Poor Multilingual: Poor
View google/gemma-4-12b… details | View qwen3.5:0.8b details

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