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initial README

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  ---
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- title: Path D Humanizer
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- emoji: 🐢
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- colorFrom: yellow
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- colorTo: gray
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  sdk: docker
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- pinned: false
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  ---
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- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ title: Path D Adversarial Humanizer
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+ emoji: 🧠
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+ colorFrom: green
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+ colorTo: blue
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  sdk: docker
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+ app_port: 7860
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  ---
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+ # Path D Adversarial Humanizer
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+
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+ Adversarial paraphrasing inference Space for the humanizer-v3 spec
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+ (Path D). Paraphraser = Qwen3-4B (4-bit) + optional LoRA. Guidance
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+ detector = roberta-large-openai-detector. Per-token autoregressive
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+ loop with detector-guided argmin selection.
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+
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+ ## Endpoint
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+
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+ `POST /generate` with payload `{prompt_text, system_prompt,
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+ max_new_tokens, top_p, top_k, temperature}`.
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+
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+ Same contract as the original training Space serve.py.