SCAI-BIO / tau-kg-benchmarking-GPT

Benchmarking the performance of GPT-based LLMs against human curated Tau KG from Human Brain Pharmacome (HBP)

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Rationalism in the face of GPT hypes: Benchmarking the output of Large Language Models against human expert-curated biomedical knowledge graphs

This repository provides the data and source code for our research regarding the benchmarking the output of LLMs against human expert-curated biomedical disease-specific knowledge graphs

Relevant data

The different dataset and KG used in this study are located in data directory. This includes the abstracts as well as full-text documents stored in small chunks. The extracted triples using different tools are stored as an excel file for each abstract and full-text experiment, separately.

Scripts

The code directory contains the scripts for extractin triples as well as querying and analysis of loaded KGs in Neo4j.

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Benchmarking the performance of GPT-based LLMs against human curated Tau KG from Human Brain Pharmacome (HBP)

License:Apache License 2.0


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Language:Jupyter Notebook 73.8%Language:Python 26.2%