AIDetection: A Generative AI Detection Tool for Educators Using Syntactic Matching of Common ASCII Characters As Potential 'AI Traces' Within Users' Internet Browser
–arXiv.org Artificial Intelligence
This paper introduces a simple JavaScript-based web application designed to assist educators in detecting AI-generated content in student essays and written assignments. Unlike existing AI detection tools that rely on obfuscated machine learning models, AIDetection.info employs a heuristic-based approach to identify common syntactic traces left by generative AI models, such as ChatGPT, Claude, Grok, DeepSeek, Gemini, Llama/Meta, Microsoft Copilot, Grammarly AI, and other text-generating models and wrapper applications. The tool scans documents in bulk for potential AI artifacts, as well as AI citations and acknowledgments, and provides a visual summary with downloadable Excel and CSV reports. This article details its methodology, functionalities, limitations, and applications within educational settings.
arXiv.org Artificial Intelligence
Mar-12-2025
- Country:
- North America > United States > Michigan (0.15)
- Genre:
- Research Report (0.64)
- Industry:
- Education
- Curriculum > Subject-Specific Education (0.49)
- Educational Setting > Higher Education (0.47)
- Education
- Technology: