README.md

metadata

title: AI Generated Text Detection
emoji: 📊
colorFrom: red
colorTo: indigo
sdk: gradio
sdk_version: 4.26.0
app_file: app.py
pinned: false

AI-Generated-Text-Detection

CSI 4180 - Natural Language Processing - Final Project

My NLP App: https://huggingface.co/spaces/SkwarczynskiP/AI_Generated_Text_Detection

This NLP Application:

• Contains Jupyter notebooks hosted on Google Colab for the finetuning of Hugging Face models
• Utilizes those finetuned models within a Hugging Face Space application for AI Generated Text Detection
• Allows users to input a variety of models, datasets, and input text for sequence classification
• Visualizes the output classification through the Hugging Face Space GUI

Files:

The files in this repository include:

• User Guide.pdf: The user guide for the NLP App
• app.py: The python file containing the source code for the Hugging Face Space App
• requirements.txt: The text file containing the python libraries requried for the Hugging Face Space App
• bert-finetuned-dmitva-AI-and-human.ipynb: The Google Colab notebook for finetuning the BERT model on the dmitva/human_ai_generated_text dataset
• bert-finetuned-vedantgaur-AI-and-human.ipynb: The Google Colab notebook for finetuning the BERT model on the vedantgaur/GPTOutputs-MWP dataset
• bert-finetuned-vedantgaur-AI.ipynb: The Google Colab notebook for finetuning the BERT model on the AI text portion of the vedantgaur/GPTOutputs-MWP dataset
• bert-finetuned-vedantgaur-human.ipynb: The Google Colab notebook for finetuning the BERT model on the human text portion of the vedantgaur/GPTOutputs-MWP dataset
• roberta-finetuned-dmitva-AI-and-human.ipynb: The Google Colab notebook for finetuning the RoBERTa model on the dmitva/human_ai_generated_text dataset
• roberta-finetuned-vedantgaur-AI-and-human.ipynb: The Google Colab notebook for finetuning the RoBERTa model on the vedantgaur/GPTOutputs-MWP dataset
• roberta-finetuned-vedantgaur-AI.ipynb: The Google Colab notebook for finetuning the RoBERTa model on the AI text portion of the vedantgaur/GPTOutputs-MWP dataset
• roberta-finetuned-vedantgaur-human.ipynb: The Google Colab notebook for finetuning the RoBERTa model on the human text portion of the vedantgaur/GPTOutputs-MWP dataset

How to Access:

• Click on the link above to access the AI Generated Text Detection App