All Competitors
Every biological foundation model, evaluated and ranked by the bio.rodeo team
Showing 1–5 of 5 filtered models
Metabolomic foundation model pretrained on UK Biobank NMR metabolite profiles, reused with a frozen backbone for aging, subtyping, and disease risk.
Metabolomics7OpennessMultimodal conversational LLM for metabolite analysis, fusing a molecular-graph GNN and molecular-image CNN with a Vicuna-13B language backbone.
MetabolomicsSmall molecule48OpennessLLM4MS
—3—Repurposes a pretrained large language model into an encoder for MS/MS spectra, embedding them for compound identification by spectral library search.
MetabolomicsSmall molecule3OpennessLSM-MS2
———Foundation model for tandem mass spectrometry that embeds MS/MS spectra into a learned chemical space, resolving isomers and classifying disease.
MetabolomicsSmall molecule4OpennessDreaMS
19269—Self-supervised transformer pretrained on millions of tandem mass spectra, giving embeddings for spectral annotation and fingerprint prediction.
MetabolomicsSmall molecule98Openness