#metabolomics News & Analysis

2 articles tagged with #metabolomics. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AINeutralarXiv – CS AI · May 286/10

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MetaboT: An LLM-based Multi-Agent Frameworkfor Interactive Analysis of Mass SpectrometryMetabolomics Knowledge Graphs

MetaboT is an open-source LLM-based framework that translates natural-language questions into SPARQL queries for metabolomics knowledge graphs, significantly lowering technical barriers for researchers without programming expertise. The multi-agent architecture addresses hallucination and schema-compliance issues through specialized agents for validation, entity resolution, and query refinement, validated on the Experimental Natural Products Knowledge Graph.

AINeutralarXiv – CS AI · Feb 274/106

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FlexMS is a flexible framework for benchmarking deep learning-based mass spectrum prediction tools in metabolomics

Researchers have developed FlexMS, a flexible benchmark framework for evaluating deep learning models that predict mass spectra for molecular identification in drug discovery and material science. The framework addresses current challenges in assessing different prediction approaches by providing standardized evaluation methods and insights into performance factors across various model architectures.