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This project aims to build a platform for interactive story generation by using Large Language Models, such as GPT-3.5 models based on different themes.

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shaina-12/Interactive-Story-Generation

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Interactive-Story-Generation

Course project of CSE508: Information Retrieval Winter Semester 2024

Authors :

Janesh Kapoor

Mahima Chopra

Mahisha Ramesh

Shaina Mehta

Shivam Dwivedi

Submitted To:

Dr. Rajiv Ratn Shah (Instructor of CSE508 Course)

Mr Adarsh Pandey (Head TA of CSE508 Course)

Mr Aman Singh (Mentor TA of CSE508 Course)

Other TAs of the CSE508 Course

Acknowledgement:

Unsung Heros of Stack Overflow, Github, Medium Blogs, HuggingFace Tutorials, Towards Data Science Web Blogs, Kaggle Notebooks, YouTube videos, Research papers, etc.

Our Friends and Parents

About The Project:

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.

Note:

Contribution of Each Team Member in the Project (Will be Updated as the Project Progresses):

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.

References and Bibliography for The Code:

[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

[4] https://www.linkedin.com/pulse/gen-ai-story-writing-created-simple-playground-test-gpt-2-arun-pandey/

[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

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This project aims to build a platform for interactive story generation by using Large Language Models, such as GPT-3.5 models based on different themes.

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