rewirebio.iobenchmarks

Biological models

Understand model architectures, biological inputs, access requirements and the evidence from linked evaluations.

138 model records in release 2026-10-10-7fcc3e48a123 (gzip). Showing 121–138; page 6 of 6.

Evaluated configurations, methods and pipelines are listed separately. Names alone do not establish equivalent models or checkpoints.

  • SweetNet

    Glycans

    SweetNet predicts glycan properties and produces learned representations from glycan graphs.

  • TAPE Bepler

    Protein function

    The TAPE Bepler comparison uses a protein representation that combines bidirectional language modelling with supervised structural pretraining.

  • TAPE LSTM

    Protein function

    The TAPE LSTM baseline represents protein sequences using recurrent networks that read residues in both directions.

  • TAPE ResNet

    Protein function

    The TAPE ResNet baseline represents protein sequences using residual convolutional blocks before a task-specific prediction head.

  • TAPE Transformer

    Protein function

    The TAPE Transformer learns contextual protein representations using masked-residue pretraining and a task-specific prediction head.

  • TAPE Unirep

    Protein function

    The TAPE UniRep baseline uses a multiplicative recurrent network to represent protein sequences for downstream tasks.

  • TranceptEVE

    Proteins and complexes

    Named prediction model family identified in the cited primary source. Exact fitted configurations and scores are separate records.

  • Tranception

    Proteins and complexes

    Named prediction model family identified in the cited primary source. Exact fitted configurations and scores are separate records.

  • TREDNet

    DNA and genomes

    Two-phase CNN for enhancer prediction and variant prioritisation (Manzo et al. 2025 Results 2.3 and reference 18), from the group of the Manzo et al. senior author.

  • UCE (Universal Cell Embeddings)

    Cells and tissues

    Single-cell foundation model producing cell embeddings from protein-embedded gene tokens (Table 1).

  • Unirep

    Proteins and complexes

    Named prediction model family identified in the cited primary source. Exact fitted configurations and scores are separate records.

  • Unirep evotuned

    Proteins and complexes

    Named prediction model family identified in the cited primary source. Exact fitted configurations and scores are separate records.

  • VenusREM

    Proteins and complexes

    Named prediction model family identified in the cited primary source. Exact fitted configurations and scores are separate records.

  • VESPA

    Proteins and complexes

    Named prediction model family identified in the cited primary source. Exact fitted configurations and scores are separate records.

  • VespaG

    Proteins and complexes

    Named prediction model family identified in the cited primary source. Exact fitted configurations and scores are separate records.

  • VESPAl

    Proteins and complexes

    Named prediction model family identified in the cited primary source. Exact fitted configurations and scores are separate records.

  • Wavenet

    Proteins and complexes

    Named prediction model family identified in the cited primary source. Exact fitted configurations and scores are separate records.

  • xTrimoPGLM

    Proteins and complexes

    Named prediction model family identified in the cited primary source. Exact fitted configurations and scores are separate records.

This index reflects a dated catalogue, not an exhaustive census. Source checking does not mean independent reproduction; compare results only under compatible protocols, datasets and metrics.