Humanization Pipeline
3-stage chain: T5 Humanizer → Qwen LLM Rewrite → Multi-Pass Cleanup → AI Detection Verify
Input Text (AI-generated)
Rewrite Style (Stage 2)
LLM Rewrite Intensity (Stage 2)
↺
0.1
1
Cleanup Intensity (Stage 3)
Light
Standard
Heavy
Stage 1: T5 Humanizer
Stage 2: Qwen LLM
Stage 3: Multi-Pass
Run Pipeline
Stage 1 Output (T5 Humanizer)
▼
Stage 2 Output (Qwen LLM)
▼
Final Humanized Text
Test examples (heavily AI-flagged text)