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Models/LDMol

LDMol

Reported on 16 benchmarks across 2 tasks · 1 paper · 10 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Medical16 results

  • Drug DiscoveryonChEBI-20
    BLEU· 2024-05-28
    92.6
    SOTA
    LDMol: Text-to-Molecule Diffusion Model with Structurally Informative Latent SpacearXiv:2405.17829
  • Drug DiscoveryonChEBI-20
    Exact Match· 2024-05-28
    53.3
    SOTA
    LDMol: Text-to-Molecule Diffusion Model with Structurally Informative Latent SpacearXiv:2405.17829
  • Drug DiscoveryonChEBI-20
    MACCS FTS· 2024-05-28
    97.3
    SOTA
    LDMol: Text-to-Molecule Diffusion Model with Structurally Informative Latent SpacearXiv:2405.17829
  • Drug DiscoveryonChEBI-20
    Morgan FTS· 2024-05-28
    93.1
    SOTA
    LDMol: Text-to-Molecule Diffusion Model with Structurally Informative Latent SpacearXiv:2405.17829
  • Drug DiscoveryonChEBI-20
    RDK FTS· 2024-05-28
    95
    SOTA
    LDMol: Text-to-Molecule Diffusion Model with Structurally Informative Latent SpacearXiv:2405.17829
  • Text-based de novo Molecule GenerationonChEBI-20
    BLEU· 2024-05-28
    92.6
    SOTA
    LDMol: Text-to-Molecule Diffusion Model with Structurally Informative Latent SpacearXiv:2405.17829
  • Text-based de novo Molecule GenerationonChEBI-20
    Exact Match· 2024-05-28
    53.3
    SOTA
    LDMol: Text-to-Molecule Diffusion Model with Structurally Informative Latent SpacearXiv:2405.17829
  • Text-based de novo Molecule GenerationonChEBI-20
    MACCS FTS· 2024-05-28
    97.3
    SOTA
    LDMol: Text-to-Molecule Diffusion Model with Structurally Informative Latent SpacearXiv:2405.17829
  • Text-based de novo Molecule GenerationonChEBI-20
    Morgan FTS· 2024-05-28
    93.1
    SOTA
    LDMol: Text-to-Molecule Diffusion Model with Structurally Informative Latent SpacearXiv:2405.17829
  • Text-based de novo Molecule GenerationonChEBI-20
    RDK FTS· 2024-05-28
    95
    SOTA
    LDMol: Text-to-Molecule Diffusion Model with Structurally Informative Latent SpacearXiv:2405.17829
  • Drug DiscoveryonChEBI-20
    Frechet ChemNet Distance (FCD)· 2024-05-28
    0.2
    best: 2.49 (MolT5-small)
    LDMol: Text-to-Molecule Diffusion Model with Structurally Informative Latent SpacearXiv:2405.17829
  • Drug DiscoveryonChEBI-20
    Levenshtein· 2024-05-28
    6.75
    best: 28.54 (Text+Chem T5 small)
    LDMol: Text-to-Molecule Diffusion Model with Structurally Informative Latent SpacearXiv:2405.17829
  • Drug DiscoveryonChEBI-20
    Validity· 2024-05-28
    94.1
    best: 100 (BioT5+)
    LDMol: Text-to-Molecule Diffusion Model with Structurally Informative Latent SpacearXiv:2405.17829
  • Text-based de novo Molecule GenerationonChEBI-20
    Frechet ChemNet Distance (FCD)· 2024-05-28
    0.2
    best: 2.49 (MolT5-small)
    LDMol: Text-to-Molecule Diffusion Model with Structurally Informative Latent SpacearXiv:2405.17829
  • Text-based de novo Molecule GenerationonChEBI-20
    Levenshtein· 2024-05-28
    6.75
    best: 28.54 (Text+Chem T5 small)
    LDMol: Text-to-Molecule Diffusion Model with Structurally Informative Latent SpacearXiv:2405.17829
  • Text-based de novo Molecule GenerationonChEBI-20
    Validity· 2024-05-28
    94.1
    best: 100 (BioT5+)
    LDMol: Text-to-Molecule Diffusion Model with Structurally Informative Latent SpacearXiv:2405.17829