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GSOC 2024 PROJECT

Large Language Model-based creation of knowledge graph from a publication

Contributor
Favour James
Mentors
AugustinL, dexterpratt
Organization
National Resource for Network Biology (NRNB)Science and medicine
Program
GSoC 2024Completed · Advanced difficulty

About this project

Description from the program archive

This project proposes the development of a Python web application that utilizes Large Language Models (LLMs) for extracting, transforming, and visualizing molecular interaction networks from scientific literature. Leveraging LLMs' advanced natural language processing capabilities, the application will interpret complex academic texts to construct interaction graphs. These results would be uploaded to the Network Data Exchange (NDEx) platform, enabling researchers to manage and visualize biological data more effectively.

Key deliverables include: An interactive Python web app for document processing and network generation. Seamless integration with the NDEx API for data management and graph visualization using Cytoscape. A robust pipeline for document analysis and data transformation with CX2 format output.

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Data: Google Summer of Code public archive. This project in the official archive