All Competitors

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

Showing 116 of 16 filtered models

  • TEDlm

    University College LondonJuly 13, 2026language_modelprotein_function_predictiontransformer

    Protein language model pretrained on structural domain segments, encoding fold and contact signals for remote-homology detection from sequence alone.

    Protein
    20Openness
  • ProLoc

    Nanjing UniversityJune 27, 2026functional_region_localizationlanguage_modelmultimodal+3

    Text-guided localization model that grounds natural-language functional descriptions to specific residue regions of a protein sequence.

    ProteinLanguage model
    10Openness
  • University College LondonApril 17, 2026gated_fusiongo_term_predictionmultimodal+5

    Protein function prediction model that fuses sequence, structure, text, and interaction embeddings with learned gating to assign Gene Ontology terms.

    Protein
    84Openness
  • Arc Institute +3 othersMarch 20, 2026go_term_annotationlarge_language_modelmultimodal+5

    Multimodal reasoning LLM for protein function prediction, fusing protein language model embeddings to emit interpretable GO-term reasoning traces.

    ProteinLanguage model
    58Openness
  • GO-GPT

    122939
    Bowang LabMarch 20, 2026gene_ontologygenerativego_term_annotation+3

    Protein function prediction model that autoregressively generates Gene Ontology terms from amino acid sequence instead of classifying fixed labels.

    Protein
    55Openness
  • BioBridge

    2
    Tongji University +1 otherFebruary 4, 2026continual_learninglanguage_modelmultimodal+5

    Connects a frozen protein language model to a general LLM via a cross-modal projector, adding protein reasoning without catastrophic forgetting.

    Language modelProtein
    13Openness
  • FoldVision

    Heinrich Heine University DüsseldorfJanuary 23, 2026cnndrug_discoveryenzymes+5

    Structure-based protein encoder that voxelizes every heavy atom into a 3D grid, learning orientation-robust representations for protein function.

    Protein
    20Openness
  • Shanghai AI LaboratorySeptember 25, 2025foundation_modelmultimodalprotein_function_prediction+2

    Multimodal scientific foundation model unifying protein, DNA/RNA, and small-molecule structure in one token vocabulary for cross-domain reasoning.

    ProteinDNA & GeneSmall molecule
    66Openness
  • Evolla

    69239
    Westlake UniversityJanuary 6, 2025foundation_modellanguage_modelmultimodal+2

    Multimodal 80B-parameter protein-language model that answers natural language questions about protein function from sequence and structure.

    Protein
    67Openness
  • 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.

    Protein
    13Openness
  • Prot2Token

    3810
    University of MissouriJune 3, 2024foundation_modelmulti_taskprotein_function_prediction+1

    Multi-task protein framework recasting function, binding site, and structure prediction as autoregressive next-token prediction over ESM2 embeddings.

    Protein
    13Openness
  • MULAN

    251047
    Skolkovo Institute of Science and TechnologyMay 30, 2024fine_tunedmultimodalproperty_prediction+4

    Multimodal protein language model extending ESM-2 and SaProt with a Structure Adapter over residue torsion angles for protein function prediction.

    Protein
    83Openness
  • gLM

    9193
    Harvard University +1 otherApril 3, 2024foundation_modelgenomicsmetagenomics+2

    Genomic language model trained on metagenomic scaffolds that learns protein co-regulation and function by modeling gene context and operon structure.

    DNA & Gene
    30Openness
  • DeepGO

    61106
    Bio-Ontology Research GroupJanuary 1, 2024gene_ontologyprotein_function_prediction

    Protein function prediction models that assign Gene Ontology terms using language model embeddings and neuro-symbolic reasoning over GO axioms.

    Protein
    63Openness
  • SaProt

    61334839.2K
    Westlake UniversityOctober 1, 2023foundation_modelprotein_function_predictionstructure_prediction+1

    Structure-aware protein language model pairing amino acid tokens with Foldseek 3Di structural states, outperforming ESM-2 across 10 downstream tasks.

    Protein
    91Openness
  • ESM-GearNet

    11555
    MilaMarch 11, 2023foundation_modelgraph_neural_networkprotein_function_prediction+1

    Joint sequence-structure protein representation framework that fuses ESM-2 language model embeddings with GearNet geometric graph neural networks.

    Protein
    30Openness