Course project of CSE508: Information Retrieval Winter Semester 2024
Unsung Heros of Stack Overflow, Github, Medium Blogs, HuggingFace Tutorials, Towards Data Science Web Blogs, Kaggle Notebooks, YouTube videos, Research papers, etc.
This project aims to build a platform for interactive story generation by finetuning Large Language Models, such as GPT-2 models based on different themes. It also focuses on developing stories, ensuring consistency, coherency, and engaging narratives.
The Youtube Link of the PPT and Website Demo: https://www.youtube.com/watch?v=V_1F_0RNE8I&list=PLOBgoakz1-WgDt9qoisWliFdfeDXMib2G&ab_channel=ShivamDwivedi
Extra Code of the Website: https://github.com/dwivediishivam/scapestory
Website Link: https://scapestory.azurewebsites.net/
The final unformatted project report: https://github.com/shaina-12/Interactive-Story-Generation/blob/main/Final%20Deliverables/51_Final_Project_Report.pdf
The final formatted project Report: https://github.com/shaina-12/Interactive-Story-Generation/blob/main/Final%20Deliverables/51_Final%20Report%20Updated.pdf
Janesh Kapoor - Done summarization of research papers, developed the project's website's front-end and added the story generation component.
Mahima Chopra - Done problem formulation, dataset collection part of the project and developed the project's website's front-end.
Shaina Mehta - Done the problem formulation, literature survey, dataset collection, fine-tuning of Gemma2B Instruct model and development of the backend of the website.
Mahisha Ramesh - Done the problem formulation, literature survey, dataset collection, coding part of the project-GPT-2 and GPT-3.5 turbo models and helped in writing the report in LaTex typesetting.
Shivam Dwivedi - Helped in fine tune access of the GPT 3.5 Turbo model, developed the project's website's front-end and back-end and linking of project's front-end and back-end.
[1] https://adithyask.medium.com/a-beginners-guide-to-fine-tuning-gemma-0444d46d821c.
[2] https://levelup.gitconnected.com/14-free-large-language-models-fine-tuning-notebooks-532055717cb7
[3] https://github.com/ekagrashukla/GRANNY-GPT2-Based-Multiple_Genre-Story-Generator-Web-Application
[5] https://huggingface.co/blog/gemma-peft
[6] https://github.com/shaina-12/Knee-Ostheoarthritis-Detection-and-Severity-Prediction
[7] https://www.kaggle.com/code/nestoranaranjo/convert-json-to-jsonl-with-python-for-bigquery
[8] https://stackoverflow.com/questions/38915183/python-conversion-from-json-to-jsonl