ZipPy

A tool for rapid detection of AI-generated text using compression ratios.

CommonProductProgrammingAI DetectionText Analysis

ZipPy is a research-focused rapid AI detection tool that uses compression ratios to indirectly measure text perplexity. It classifies texts by comparing the similarity between the AI-generated corpus and the provided samples. The main advantages of ZipPy include its speed, scalability, and ability to be embedded into other systems. Background information on ZipPy indicates that it serves as a complement to existing large language model detection systems, which typically use large models to calculate the probability of each word, while ZipPy offers a faster approximation method.

Uses LZMA
Brotli
or zlib compression ratios as an indirect measure of text perplexity.
Detects whether text is AI-generated by comparing the compression ratios of AI-generated corpora with samples.
Supports reading files from command line arguments or from standard input.
Can be imported and used as a Python package in other scripts.
Offers a Chrome extension and Firefox extension to highlight potential AI-generated content in the browser.
Outputs statistics comparing the similarity of samples to known LLM corpora.
Supports detection of multiple languages and various types of text.

\ZipPy is designed for developers
researchers
and users who need to quickly detect AI-generated text. It is particularly suited for scenarios where rapid identification of AI-generated content within large volumes of text is essential
such as content moderation and academic plagiarism detection.\

Content moderation teams use ZipPy to identify and filter out AI-generated fake news.
Academic institutions utilize ZipPy to detect AI-generated content in research papers to ensure academic integrity.
Businesses employ ZipPy to monitor customer feedback for identifying responses that may have been generated by chatbots.

1. Install ZipPy using pip: `pip3 install thinkst-zippy`.
2. Alternatively
install from source by running: `python3 setup.py build && python3 setup.py sdist && pip3 install dist/*.tar.gz`.
3. Use ZipPy directly as a script by running: `zippy samples/human-generated/about_me.txt`.
4. Pass a text file to ZipPy for detection via command line arguments.

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