Paper QA is a Python package that uses ChatGPT to perform Q&A and summarization based on scholarly articles. When combining it with pyZotero, we can streamline literature reviews based on one's Zotero library.
Zotero QA is a Hugging Face Space to perform Q&A and summarization based on your Zotero library. It was built upon PaperQA, LangChain AI, pyZotero and Gradio.
QUARE is an open-source, ontology-based software to evaluate the quality of git repositories associated with scientific publications. It represents all metrics in an RDF knowledge graph and uses SHACL validation to measure repository quality.
DEBBIE is an open-access biomaterials research database, generated through automated curation from scientific literature. This article provides an overview of its software components, with a special focus on the role of ontology.
The LangChain AI support for graph data is incredibly exciting, though it is currently somewhat rudimentary. It provides us the ability to transform knowledge into semantic triples and use them for downstream LLM tasks. To unlock its full potential, I believe we still need the ability to integrate with external knowledge graphs.