TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/Random chemical generation

Random chemical generation

Reported on 12 benchmarks across 2 tasks · 1 paper · 2 SOTA

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

Miscellaneous12 results

  • De novo molecule generation from MS/MS spectrumonMassSpecGym
    Top-10 MCES· 2024-10-30
    25.72
    SOTA
    MassSpecGym: A benchmark for the discovery and identification of moleculesarXiv:2410.23326
  • De novo molecule generation from MS/MS spectrum (bonus chemical formulae)onMassSpecGym
    Top-1 Tanimoto· 2024-10-30
    0.08
    best: 0.28 (DiffMS)
    SOTA
    MassSpecGym: A benchmark for the discovery and identification of moleculesarXiv:2410.23326
  • De novo molecule generation from MS/MS spectrumonMassSpecGym
    Top-1 MCES· 2024-10-30
    28.59
    best: 53.8 (SMILES Transformer)
    MassSpecGym: A benchmark for the discovery and identification of moleculesarXiv:2410.23326
  • De novo molecule generation from MS/MS spectrumonMassSpecGym
    Top-1 Tanimoto· 2024-10-30
    0.07
    best: 0.1 (SELFIES Transformer)
    MassSpecGym: A benchmark for the discovery and identification of moleculesarXiv:2410.23326
  • De novo molecule generation from MS/MS spectrumonMassSpecGym
    Top-10 Tanimoto· 2024-10-30
    0.1
    best: 0.17 (SMILES Transformer)
    MassSpecGym: A benchmark for the discovery and identification of moleculesarXiv:2410.23326
  • De novo molecule generation from MS/MS spectrum (bonus chemical formulae)onMassSpecGym
    Top-1 MCES· 2024-10-30
    21.11
    best: 79.39 (SMILES Transformer)
    MassSpecGym: A benchmark for the discovery and identification of moleculesarXiv:2410.23326
  • De novo molecule generation from MS/MS spectrum (bonus chemical formulae)onMassSpecGym
    Top-10 MCES· 2024-10-30
    18.25
    best: 52.13 (SMILES Transformer)
    MassSpecGym: A benchmark for the discovery and identification of moleculesarXiv:2410.23326
  • De novo molecule generation from MS/MS spectrum (bonus chemical formulae)onMassSpecGym
    Top-10 Tanimoto· 2024-10-30
    0.11
    best: 0.39 (DiffMS)
    MassSpecGym: A benchmark for the discovery and identification of moleculesarXiv:2410.23326
  • De novo molecule generation from MS/MS spectrumonMassSpecGym
    Top-1 Accuracy
    0
  • De novo molecule generation from MS/MS spectrumonMassSpecGym
    Top-10 Accuracy
    0
  • De novo molecule generation from MS/MS spectrum (bonus chemical formulae)onMassSpecGym
    Top-1 Accuracy
    0
    best: 2.3 (DiffMS)
  • De novo molecule generation from MS/MS spectrum (bonus chemical formulae)onMassSpecGym
    Top-10 Accuracy
    0
    best: 4.25 (DiffMS)