AIDetection: A Generative AI Detection Tool for Educators Using Syntactic Matching of Common ASCII Characters As Potential 'AI Traces' Within Users' Internet Browser

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Tác giả: Andy Buschmann

Ngôn ngữ: eng

Ký hiệu phân loại: 028.8 Use of books and other information media as sources of recreation and self-development

Thông tin xuất bản: 2025

Mô tả vật lý:

Bộ sưu tập: Metadata

ID: 226602

Comment: 10 pages, 3 figures, online version of the script: https://www.aidetection.info, source code available upon requestThis 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.
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