All Competitors

Every biological foundation model, evaluated and ranked by the bio.rodeo team

Showing 1–7 of 7 filtered models

  • PeptideCLM-2

    8——
    University of Texas at Austin +1 otherApril 17, 2026bertdrug_discoveryfoundation_model+7

    SMILES-based chemical language models pretrained on 100M+ molecules to natively represent therapeutic peptide chemistry, including non-canonical residues.

    Small moleculeProtein
    79Openness

  • Suiren-1.0

    17——
    Golab (SAIS Physics Lab)March 23, 2026diffusiondrug_discoveryfoundation_model+6

    A family of SE(3)-equivariant molecular foundation models pretrained on ~70M DFT conformers, reaching state of the art on TDC ADMET and MoleHB property-prediction benchmarks.

    Small molecule
    46Openness

  • Mol-Reasoning

    1——
    Pengcheng Laboratory +2 othersMarch 13, 2026chain_of_thoughtcheminformaticsdrug_discovery+6

    A DeepSeek-7B-based multi-task large reasoning model that applies chain-of-thought reasoning and reinforcement learning across ~10 molecular science task families.

    Small moleculeLanguage model
    21Openness

  • CMAP

    ———
    Amazon Web ServicesJanuary 7, 2026antibodyantibody_developabilityin_context_learning+4

    Multimodal antibody developability predictor that combines text and protein language models with in-context learning to predict many properties without retraining.

    ProteinLanguage model
    4Openness

  • HELM-BERT

    ———
    Kyoto UniversityDecember 29, 2025debertalanguage_modelmacrocycles+7

    The first peptide language model trained on HELM notation, a DeBERTa encoder for medium-sized and non-canonical peptide property prediction.

    Small molecule
    80Openness

  • SeqProFT

    24—
    University of BirminghamNovember 18, 2024fine_tunedproperty_predictionprotein_function_prediction+3

    LoRA fine-tuning framework for ESM-2 with multi-head attention pooling and contact map enhancement for sequence-only protein property prediction across diverse tasks.

    Protein
    13Openness

  • MULAN

    25107
    Skolkovo Institute of Science and TechnologyMay 30, 2024fine_tunedmultimodalproperty_prediction+4

    Multimodal protein language model extending ESM-2 and SaProt with a Structure Adapter that encodes backbone and side-chain torsion angles for improved function prediction.

    Protein
    83Openness