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jialinyyzz
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AI & ML interests

Doing some fun research with ML

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posted an update 30 minutes ago
Enjoy humanizer in your browser now (no installation needed): https://huggingface.co/spaces/jialinyyzz/humanizer Runs 12B full bf16 model on ZeroGPU. Paste an AI-written draft (in English or Chinese). Or load a .docx or a PDF. Rewrite streams in, new wording highlighted. To keep a name/number/quote unchanged, select it. Click Create fact. It will be word-for-word unchanged. (If draft is >~700 words, it will break at paragraph separators. Rewrite bit by bit.) Function of the model: to make AI-written drafts readable as human written. Preserves all numbers/dates/names/quotes. Doesn't inject anything. How does it perform? (210 held-out English drafts): - Originality.ai, at its strictest setting: 11/210 rewrites identified as AI. (bf16 weights, as of 2026-10-02). Previous release: 26. - On 60 of the same drafts: Claude Sonnet with the popular blader/humanizer skill, 60/60 identified as AI. Our model: 4/60. - A strict LLM fact judge: did not detect any fact problem in 376/420 rewrites, from Q8_0 file. If detected: >9 in 10 fixes are just 1 word or phrase. - Chinese worse than English: 149/204 rewrites without fact problem. No AI detector used anywhere during training. AI detectors evolve. So consider it one specific detector as of specific date. If you want to run it yourself: for Mac/Win, the 0.3.3 app chooses a model size according to your memory (min 8GB). Then, it runs offline. New in 0.3.3: Highlights kept passages. Draft can still be edited after rewrite. Also, llama.cpp (GGUF files). Also, hz command (for long Markdown or .docx files). If it doesn't work for your text: please post draft and output, in model's discussions. It helps more to see one pair that doesn't work, than an overall impression.
new activity about 1 hour ago
jialinyyzz/humanizer:Looks good but
new activity about 6 hours ago
jialinyyzz/humanizer:老哥你图啥？
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