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Paper2Story is a pipeline that converts complex research PDFs into concise summaries and then into engaging, easy-to-understand stories using LLMs. Ideal for students, educators, and content creators to simplify academic content. Built with HuggingFace, PEFT (LoRA), and PyTorch.

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Name		Name	Last commit message	Last commit date
Latest commit History 8 Commits
app		app
models		models
scripts		scripts
utils		utils
.DS_Store		.DS_Store
README.md		README.md
capstone app.py		capstone app.py
dataset.parquet		dataset.parquet
pandas.ipynb		pandas.ipynb
ref2.py		ref2.py

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Paper2Story 📚✍️

Paper2Story is an AI pipeline that simplifies academic research papers into:

Concise summaries
Human-readable story format

🔍 What it does

📄 Extracts & chunks text from scientific PDFs
✨ Summarizes the chunks using a prompt-tuned model
📝 Converts summaries into engaging narratives using LoRA-fine-tuned LLMs

🛠️ Tech Stack

HuggingFace Transformers
PEFT (LoRA)
PyTorch
Streamlit (for UI)

📂 Repo Structure

scripts/: Training & inference scripts
utils/: Chunking, evaluation, and data utils
models/: Saved model weights
app/: Streamlit frontend

🚀 Coming Soon

QA chatbot from story
End-to-end UI

About

Paper2Story is a pipeline that converts complex research PDFs into concise summaries and then into engaging, easy-to-understand stories using LLMs. Ideal for students, educators, and content creators to simplify academic content. Built with HuggingFace, PEFT (LoRA), and PyTorch.

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