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| 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 | |