Research Manuscript Humanizer
Refines and humanizes academic drafts through a rigorous multi-pass pipeline to remove AI-generated patterns while preserving scholarly integrity.
The Humanize skill orchestrates the Diverga Humanization Pipeline v3.1, a specialized tool for social science researchers and academics to transform AI-assisted drafts into natural, human-like manuscripts. It employs a sophisticated four-layer transformation process—covering vocabulary, phrasing, sentence structure, and discourse—while maintaining strict mandatory checkpoints. By integrating parallel auditing and verification agents, it ensures that your manuscript meets target AI-probability scores without compromising citation accuracy, statistical data, or typographic precision.
주요 기능
011,851 GitHub stars
02Parallel G5 auditing and F5 verification for scholarly data integrity
03Multi-pass 4-layer transformation pipeline (Vocabulary to Discourse)
04Multiple execution modes including Conservative, Balanced, and Aggressive
05Section-level AI probability scoring and selective humanization
06Automated typographic enforcement for Unicode smart quotes and dashes
사용 사례
01Improving the flow and linguistic variety of research papers to match specific discipline profiles
02Refining AI-generated drafts for submission to peer-reviewed academic journals
03Reducing detectable AI patterns in manuscripts while maintaining technical terminology