Humaninex
Abstract
Humaninex is an advanced AI-driven text forensics and naturalization engine designed to identify algorithmically-generated language patterns inside academic writing and convert them into more natural, human-like prose — without altering knowledge integrity. Unlike traditional paraphrasers that rewrite text blindly, Humaninex applies forensic linguistic metrics such as perplexity, burstiness, and repetition scoring to isolate only those segments that statistically resemble AI-generated outputs. The system then performs controlled rewriting passes that preserve factual meaning, citations, terminology, numerical data, and scholarly tone — while restructuring sentences to align with natural human linguistic variability. Humaninex can be used to validate, audit, naturalize, and rehabilitate academic manuscripts, research papers, essays, and technical documents where authenticity signals matter
Author Information
Project Details
Description
Humaninex acts as a hybrid AI-forensics + rewriting pipeline that blends linguistic analytics with selective transformation. Instead of rewriting entire documents — which often destroys nuance and introduces hallucination — Humaninex processes text in ~800-word overlapping chunks, computes multiple linguistic signals per chunk, assigns probabilistic AI-likeness scores, and then selectively applies rewriting only where needed. Per–chunk forensic reports are generated with transparent metrics before and after rewriting, ensuring academic traceability. The rewriting engine improves sentence rhythm, syntactic variation, lexical dispersion, and discourse markers — while strictly preserving domain terminology and citation structure. Humaninex can be run as: a local CLI tool, a Python library, or a web-based interface with report download support. Humaninex is designed for research institutes, students, journal authors, compliance teams, and editorial workflows where originality perception and human-style linguistic expressiveness are important — but meaning accuracy cannot be compromised.
What's Included
90-Day Access
After purchase, you'll have 90 days to download all project files. Access expires automatically after this period.