Lowering AIGC Rate from 50% to Under 10%: Real Rewriting Case Study
This guide demonstrates through a real case how to reduce AIGC rate from 50% to under 10%, including specific rewriting approaches and step-by-step operations.
What this page helps you do first
- Complete process of a real rewriting case
- Step-by-step operations from 50% to under 10%
- Comparative analysis before and after rewriting
Case background: what kind of thesis is this
The student used AI tools to complete the first draft, approximately 25,000 characters, with an initial AIGC rate of 52%. The paper had complete structure and clear logic, but almost entirely used AI writing style.
The target institution required AIGC rate below 20% and did not accept excuses for initial test failures.
Step 1: Diagnose high AI-feature paragraphs
Use the detection report to locate consecutively marked paragraphs. Approximately 12 paragraphs were densely marked, with literature review, research methods, and conclusion/discussion sections being the most severe.
These 12 paragraphs are the priority for modification; the remaining lightly marked paragraphs can be handled later.
Step 2: Rewrite literature review paragraphs
- Original problem: nearly identical sentence lengths (25-30 characters), highly regular transition words ("firstly," "secondly," "finally" throughout)
- Rewrite strategy: break long sentences, introduce specific research data, add author commentary
- After rewriting, AIGC features significantly decreased, paragraph reduced from high to light markers
Step 3: Rewrite research methods paragraphs
- Original problem: method descriptions using standard textbook-style expressions, highly templated sentence structures
- Rewrite strategy: add specific implementation details for this research, replace general expressions with specific scenario descriptions
- Add first-person descriptions ("this research adopts," "this paper selects")
Step 4: Rewrite conclusion and discussion paragraphs
- Original problem: conclusion sentences too long, each paragraph following the same "findings-significance-limitations" structure
- Rewrite strategy: disrupt paragraph structure order, move some conclusion sentences to middle of paragraphs
- Add research limitations and future research directions in conclusion sections
Data comparison after rewriting
- Overall AIGC rate: from 52% to 11%
- Highly marked paragraphs: from 12 to 2 (both within acceptable range)
- Rewritten content: approximately 15% of total text
- Academic quality maintained: argument logic and core points not affected
Frequently asked questions
- Does 50% AIGC rate mean most of the paper was written by AI?
- Not necessarily. AIGC rate reflects statistical patterns of writing style, not content source. 52% means the writing style is highly AI-like, but not necessarily that content was AI-generated.
- Is it possible to reduce by 40+ percentage points by rewriting only 15%?
- Possible. The key is to precisely locate high-feature paragraphs and perform effective structural rewriting, not vague modifications throughout. If only minor word changes are made, the effect will be limited.
- How to ensure academic quality does not decline during rewriting?
- Core principle: rewrite sentence structure and expression, do not change argument logic; rewrite general expressions, do not alter technical terms; rewrite structure order, do not delete necessary content.