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# AI-Generated-Text-Detection
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CSI 4180 - Natural Language Processing - Final Project
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My NLP App: https://huggingface.co/spaces/SkwarczynskiP/AI_Generated_Text_Detection
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This NLP Application:
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- Contains Jupyter notebooks hosted on Google Colab for the finetuning of Hugging Face models
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- Utilizes those finetuned models within a Hugging Face Space application for AI Generated Text Detection
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- Allows users to input a variety of models, datasets, and input text for sequence classification
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- Visualizes the output classification through the Hugging Face Space GUI
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# Files:
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The files in this repository include:
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- `User Guide.pdf`: The user guide for the NLP App
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- `app.py`: The python file containing the source code for the Hugging Face Space App
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- `requirements.txt`: The text file containing the python libraries requried for the Hugging Face Space App
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- `bert-finetuned-dmitva-AI-and-human.ipynb`: The Google Colab notebook for finetuning the BERT model on the dmitva/human_ai_generated_text dataset
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- `bert-finetuned-vedantgaur-AI-and-human.ipynb`: The Google Colab notebook for finetuning the BERT model on the vedantgaur/GPTOutputs-MWP dataset
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- `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
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- `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
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- `roberta-finetuned-dmitva-AI-and-human.ipynb`: The Google Colab notebook for finetuning the RoBERTa model on the dmitva/human_ai_generated_text dataset
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- `roberta-finetuned-vedantgaur-AI-and-human.ipynb`: The Google Colab notebook for finetuning the RoBERTa model on the vedantgaur/GPTOutputs-MWP dataset
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- `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
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- `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
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# How to Access:
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- Click on the link above to access the AI Generated Text Detection App
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