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/ORMA

ORMA

Reported on 12 benchmarks across 3 tasks · 1 paper · 6 SOTA

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

Miscellaneous8 results

  • Image Retrieval with Multi-Modal QueryonChEBI-20
    Hits@1· 2024-11-04
    66.5
    best: 67.4 (CLASS (ORMA))
    SOTA
    Exploring Optimal Transport-Based Multi-Grained Alignments for Text-Molecule RetrievalarXiv:2411.11875
  • Image Retrieval with Multi-Modal QueryonChEBI-20
    Test MRR· 2024-11-04
    77.2
    best: 77.4 (CLASS (ORMA))
    SOTA
    Exploring Optimal Transport-Based Multi-Grained Alignments for Text-Molecule RetrievalarXiv:2411.11875
  • Cross-Modal Information RetrievalonChEBI-20
    Hits@1· 2024-11-04
    66.5
    best: 67.4 (CLASS (ORMA))
    SOTA
    Exploring Optimal Transport-Based Multi-Grained Alignments for Text-Molecule RetrievalarXiv:2411.11875
  • Cross-Modal Information RetrievalonChEBI-20
    Test MRR· 2024-11-04
    77.2
    best: 77.4 (CLASS (ORMA))
    SOTA
    Exploring Optimal Transport-Based Multi-Grained Alignments for Text-Molecule RetrievalarXiv:2411.11875
  • Image Retrieval with Multi-Modal QueryonChEBI-20
    Hits@10· 2024-11-04
    93.9
    best: 94.1 (Song et al.)
    Exploring Optimal Transport-Based Multi-Grained Alignments for Text-Molecule RetrievalarXiv:2411.11875
  • Image Retrieval with Multi-Modal QueryonChEBI-20
    Mean Rank· 2024-11-04
    18.53
    best: 76.43 (DSOKR)
    Exploring Optimal Transport-Based Multi-Grained Alignments for Text-Molecule RetrievalarXiv:2411.11875
  • Cross-Modal Information RetrievalonChEBI-20
    Hits@10· 2024-11-04
    93.9
    best: 94.1 (Song et al.)
    Exploring Optimal Transport-Based Multi-Grained Alignments for Text-Molecule RetrievalarXiv:2411.11875
  • Cross-Modal Information RetrievalonChEBI-20
    Mean Rank· 2024-11-04
    18.53
    best: 76.43 (DSOKR)
    Exploring Optimal Transport-Based Multi-Grained Alignments for Text-Molecule RetrievalarXiv:2411.11875

Natural Language Processing4 results

  • Cross-Modal RetrievalonChEBI-20
    Hits@1· 2024-11-04
    66.5
    best: 67.4 (CLASS (ORMA))
    SOTA
    Exploring Optimal Transport-Based Multi-Grained Alignments for Text-Molecule RetrievalarXiv:2411.11875
  • Cross-Modal RetrievalonChEBI-20
    Test MRR· 2024-11-04
    77.2
    best: 77.4 (CLASS (ORMA))
    SOTA
    Exploring Optimal Transport-Based Multi-Grained Alignments for Text-Molecule RetrievalarXiv:2411.11875
  • Cross-Modal RetrievalonChEBI-20
    Hits@10· 2024-11-04
    93.9
    best: 94.1 (Song et al.)
    Exploring Optimal Transport-Based Multi-Grained Alignments for Text-Molecule RetrievalarXiv:2411.11875
  • Cross-Modal RetrievalonChEBI-20
    Mean Rank· 2024-11-04
    18.53
    best: 76.43 (DSOKR)
    Exploring Optimal Transport-Based Multi-Grained Alignments for Text-Molecule RetrievalarXiv:2411.11875