orcarouter/Qwen3.8-27B-Uncensored:iq4_xs

qwen35 · 27.3B · IQ4_XS

THINKING MODEL

ASUS (Intel Core™ i5-10400)

16 GB · Microsoft Windows 10 专业版 10.0.19045

Tested on September 11, 2026

Top 13% Compare

Global Score

88 /100

Excellent

Hardware Fit

69/100

Quality

96/100

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Ollama

ollama pull orcarouter/Qwen3.8-27B-Uncensored:iq4_xs

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ollama.com/library/orcarouter/Qwen3.8-27B-Uncensored

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GGUF versions & quantizations

Hardware

Machine: ASUS
CPU: Intel Core™ i5-10400
Cores: 12 total (12 perf)
Frequency: 2.9 GHz
RAM: 16 GB DDR4
GPU: Todesk Virtual Display Adapter, AskLink Display Adapter (SDR), OrayIddDriver Device, NVIDIA GeForce RTX 3080
OS: Microsoft Windows 10 专业版 10.0.19045
Arch: x64
Power Mode: balanced

Performance

Tokens/sec Tokens generated per second — higher is better: 39.5
Standard deviation Variation of speed across benchmark runs — lower means more consistent: ±0.2
First chunk latency Delay before the first streamed chunk arrives from runtime: 220 ms
Time to first token How fast the model starts responding — lower is better: 3.2 s
Load time Time to load the model into memory before inference: 13.7 s
Memory usage RAM consumed during inference — percentage of total system memory: 14.2 GB (89%)
Total tokens Total number of tokens generated across all benchmark prompts: 1376
Thinking tokens (est.) Estimated internal reasoning tokens — models with "thinking" generate more tokens: ~422

Score breakdown

Speed

50/50

Time to first token

14/20

Memory

5/30

Quality

Reasoning

19/20

Coding

19/20

Instruction following

18/20

Structured output

15/15

Math

15/15

Multilingual

10/10

Category levels

Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

Metadata

Spec version: 0.2.1
Runtime: Ollama 0.33.3
Model format: GGUF
Hardware profile: ENTRY
Result hash: 1a903153e3a9ee378c8834bff9791122d7afabb0edf47675956a833b9096b8b7

Interpretation

Hardware fit: 69/100. Overall suitability: EXCELLENT (Global 88/100). Category profile: Reasoning: Strong, Coding: Strong, Instruction Following: Strong, Structured Output: Strong, Math: Strong, Multilingual: Strong.

Bench Environment

Swap delta: +0.0 GB CPU load: avg 15% (peak 17%)

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