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SkwarczynskiP/AI_Generated_Text_Detection

sourceHugging Faceupdated 2y agoView on Hugging Face
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App README

AI-Generated-Text-Detection

CSI 4180 - Natural Language Processing - Final Project

My NLP App: https://huggingface.co/spaces/SkwarczynskiP/AIGeneratedText_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/humanaigenerated_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/humanaigenerated_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