---
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