Back to leaderboard

winnow-12b

LM-STUDIO GGUF

gemma4 · 12B · Q8_0

Good

Nov 1, 2026 · AMD RYZEN AI MAX+ 395

qwen3.6-35b-a3b-claude-4.7-opus-reasoning-distilled-apex-mtp

LM-STUDIO GGUF

qwen35moe · 35B

Excellent

Jun 19, 2026 · AMD Ryzen 5 5600X 6-Core Processor

Global Score
77 vs 92
Hardware Fit
38 vs 87
Quality Score
93 vs 94

Hardware

winnow-12b qwen3.6-35b-a3b-cl…
MachineGMKtec EVO-X3Gigabyte Technology Co., Ltd. B550M AORUS PRO
CPUAMD RYZEN AI MAX+ 395AMD Ryzen 5 5600X 6-Core Processor
Cores3212
RAM120 GB47 GB
GPUAMD Radeon(TM) 8060S GraphicsAD106 [GeForce RTX 4060 Ti]
OSMicrosoft Windows 11 Pro 10.0.26300cachyos rolling
Archx64x64
Power Modebalancedlow-power

Performance

winnow-12b qwen3.6-35b-a3b-cl…
Tokens/sec12.942.6
First chunk19 ms13 ms
TTFT9.7 s3.1 s
Load time86.2 sN/A
Memory usage51.3 GB23.2 GB
Memory %43%49%

HW Fit Score Breakdown

winnow-12b

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

qwen3.6-35b-a3b-claude-…

Speed
50/50
TTFT
12/20
Memory
25/30

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

qwen3.6-35b-a3b-claude-…

Reasoning
20/20
Coding
16/20
Instruction
19/20
Structured
15/15
Math
14/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

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