OmicsLM integrates continuous omics embeddings into LLMs for multi-sample biological reasoning, matching specialized models on profile tasks while outperforming them and general LLMs on language-guided QA over real expression data.
The Cellosaurus, a Cell-Line Knowledge Resource.Journal of Biomolecular Techniques : JBT, 29(2):25–38, July 2018
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A new harmonized multi-dataset resource of small molecule perturbation transcriptomics is introduced, revealing weak cross-dataset logFC agreement but improved compound embedding performance in held-out evaluations.
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OmicsLM: A Multimodal Large Language Model for Multi-Sample Omics Reasoning
OmicsLM integrates continuous omics embeddings into LLMs for multi-sample biological reasoning, matching specialized models on profile tasks while outperforming them and general LLMs on language-guided QA over real expression data.
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Chem-PerturBridge: a harmonized compendium of small molecule perturbation transcriptomic effects
A new harmonized multi-dataset resource of small molecule perturbation transcriptomics is introduced, revealing weak cross-dataset logFC agreement but improved compound embedding performance in held-out evaluations.
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