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Qwen3.8-27B-Ridge-3.7bpw_empero.ai:latest

OLLAMA GGUF

qwen35 · 27.3B · IQ2_M

Good

Aug 27, 2026 · AMD Ryzen 7 9700X 8-Core Processor

GPT-20B:20b

OLLAMA GGUF

gptoss · 20.9B · MXFP4

Good

Aug 19, 2026 · Intel Core™ Ultra X7 358H

Global Score
75 vs 79
Hardware Fit
99 vs 59
Quality Score
64 vs 88

Hardware

Qwen3.8-27B-Ridge-… GPT-20B:20b
MachineMicro-Star International Co., Ltd. MS-7E51GMKtec NucBox EVO-T2S
CPUAMD Ryzen 7 9700X 8-Core ProcessorIntel Core™ Ultra X7 358H
Cores1616
RAM31 GB64 GB
GPUNVIDIA GeForce RTX 5080, AMD Radeon(TM) GraphicsIntel(R) Arc(TM) B390 GPU
OSMicrosoft Windows 11 Pro 10.0.26200Microsoft Windows 11 Pro 10.0.26200
Archx64x64
Power Modebalancedbalanced

Performance

Qwen3.8-27B-Ridge-… GPT-20B:20b
Tokens/sec60.319.3
First chunk154 ms2004 ms
TTFT154 ms10.4 s
Load time0.0 s10.4 s
Memory usage11.0 GB12.9 GB
Memory %35%20%

HW Fit Score Breakdown

Qwen3.8-27B-Ridge-3.7bp…

Speed
50/50
TTFT
20/20
Memory
29/30

GPT-20B:20b

Speed
26/50
TTFT
3/20
Memory
30/30

Quality

Qwen3.8-27B-Ridge-3.7bp…

Reasoning
20/20
Coding
17/20
Instruction
6/20
Structured
1/15
Math
14/15
Multilingual
6/10
Reasoning: Strong Coding: Strong Instruction Following: Weak Structured Output: Poor Math: Strong Multilingual: Adequate

GPT-20B:20b

Reasoning
19/20
Coding
18/20
Instruction
11/20
Structured
15/15
Math
15/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate 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