{"repo":"lynote-ai/humanize-text","free":true,"listed":false,"github":"https://github.com/lynote-ai/humanize-text","clone":"git clone https://github.com/lynote-ai/humanize-text.git","description":"Open-source pipeline and reference implementations for improving the readability and natural cadence of AI-assisted drafts.","language":"Python","stars":1568,"topics":["ai-humanizer","humanize-text","ai-tools","text-humanizer","humanize-ai-text","ai-writing","paraphrasing","text-processing","text-rewriting","writing-assistant"],"license":"MIT","category":"ai-agents","readme_excerpt":"Humanize Text: Open-source toolkit for more natural AI-assisted drafts A Python toolkit for text humanization. Two parts: Reference implementations — four documented approaches to humanizing machine-generated text: translation chaining, multi-turn LLM rewriting, detection-guided feedback loops, and mixed-engine translation. Standard Pipeline — the configuration we actually run. Five steps: two LLM rewrite passes (the second carries the first as conversation history) followed by two NMT hops across different engines. The translation chain routes through Chinese → Japanese → Finnish before returning to English, maximizing linguistic distance at each hop so that no single engine's structural fingerprint survives. Note on intended use. This toolkit is for improving the readability and natural cadence of AI-assisted drafts. If you are writing in an academic setting, follow your institution's policies on AI use and disclosure. Important: Detector scores are probabilistic. This project does not guarantee that rewritten text will be classified as human, and it should not be used to misrepresent authorship or evade institutional policies. Other Quality Projects AI Text Detector:https://github.com/lynote-ai/ai-text-detector AI Image Detector:https://github.com/lynote-ai/ai-image-detector English 中文 --- What is Humanize-Text? An AI text humanization toolkit. This repo evolved through two stages: - v1.0 — Documented 4 humanization methodologies as reference implementations (translation c","default_branch":null,"files":null,"tree":[],"storefront":"/r/lynote-ai","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/lynote-ai/humanize-text/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}