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winnow-12b

LM-STUDIO GGUF

gemma4 · 12B · Q8_0

Good

Nov 1, 2026 · AMD RYZEN AI MAX+ 395

qwen3:0.6b

OLLAMA GGUF

qwen3 · 751.63M · Q4_K_M

Good

Oct 11, 2026 · AMD Ryzen 5 5500

Global Score
77 vs 74
Hardware Fit
38 vs 100
Quality Score
93 vs 63

Hardware

winnow-12b qwen3:0.6b
MachineGMKtec EVO-X3Microsoft WSL
CPUAMD RYZEN AI MAX+ 395AMD Ryzen 5 5500
Cores3212
RAM120 GB8 GB
GPUAMD Radeon(TM) 8060S GraphicsIntegrated / Unknown
OSMicrosoft Windows 11 Pro 10.0.26300Ubuntu 26.04.1 LTS
Archx64x64
Power Modebalancedunknown

Performance

winnow-12b qwen3:0.6b
Tokens/sec12.9257.7
First chunk19 ms92 ms
TTFT9.7 s675 ms
Load time86.2 s4.7 s
Memory usage51.3 GB0.9 GB
Memory %43%11%

HW Fit Score Breakdown

winnow-12b

Speed
11/50
TTFT
0/20
Memory
27/30

qwen3:0.6b

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

Quality

winnow-12b

Reasoning
19/20
Coding
19/20
Instruction
18/20
Structured
15/15
Math
12/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

qwen3:0.6b

Reasoning
13/20
Coding
6/20
Instruction
12/20
Structured
13/15
Math
12/15
Multilingual
7/10
Reasoning: Adequate Coding: Weak Instruction Following: Adequate Structured Output: Strong Math: Strong Multilingual: Adequate

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