What problem does it solve?
Humanizer-zh detects and removes common AI-generated writing patterns from Chinese text so the output reads more naturally and authentically for human readers. It helps editors and content creators avoid mechanical phrasing, promotional tones, empty disclaimers, and other statistical artifacts typical of LLM outputs while preserving original meaning.
Core Features & Use Cases
- Pattern-driven detection: Identifies 24 distinct AI-writing markers (e.g., overgeneralization, promotional language, filler phrases, -ing endings, excessive dash use) and highlights problematic fragments.
- Context-preserving rewrites: Rewrites flagged passages to restore natural rhythm, vary sentence length, and inject human perspective while keeping facts and tone consistent.
- Quality scoring & summary: Produces a 1–50 quality score and a brief summary of edits to help reviewers prioritize revisions.
- Use case: Ideal for editorial review of marketing copy, academic abstracts, internal reports, and blog posts where teams want to humanize machine-generated Chinese content.
Quick Start
Use humanizer-zh to rewrite the provided Chinese text to remove AI writing patterns while preserving meaning and tone and return a revised version plus a brief summary of changes.