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Models/DL-MNAV+SIE+SBN

DL-MNAV+SIE+SBN

Reported on 16 benchmarks across 4 tasks · 1 paper · 16 SOTA

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

Natural Language Processing8 results

  • Relation ExtractiononFREDo (cross-domain)
    F1 (1-Doc)· 2022-05-04
    2.85
    SOTA
    Few-Shot Document-Level Relation ExtractionarXiv:2205.02048
  • Relation ExtractiononFREDo (cross-domain)
    F1 (3-Doc)· 2022-05-04
    3.72
    SOTA
    Few-Shot Document-Level Relation ExtractionarXiv:2205.02048
  • Relation ExtractiononSciERC
    F1 (1-Doc)· 2022-05-04
    2.85
    SOTA
    Few-Shot Document-Level Relation ExtractionarXiv:2205.02048
  • Relation ExtractiononSciERC
    F1 (3-Doc)· 2022-05-04
    3.72
    SOTA
    Few-Shot Document-Level Relation ExtractionarXiv:2205.02048
  • Relation ClassificationonFREDo (cross-domain)
    F1 (1-Doc)· 2022-05-04
    2.85
    SOTA
    Few-Shot Document-Level Relation ExtractionarXiv:2205.02048
  • Relation ClassificationonFREDo (cross-domain)
    F1 (3-Doc)· 2022-05-04
    3.72
    SOTA
    Few-Shot Document-Level Relation ExtractionarXiv:2205.02048
  • Relation ClassificationonSciERC
    F1 (1-Doc)· 2022-05-04
    2.85
    SOTA
    Few-Shot Document-Level Relation ExtractionarXiv:2205.02048
  • Relation ClassificationonSciERC
    F1 (3-Doc)· 2022-05-04
    3.72
    SOTA
    Few-Shot Document-Level Relation ExtractionarXiv:2205.02048

Methodology8 results

  • Few-Shot LearningonFREDo (cross-domain)
    F1 (1-Doc)· 2022-05-04
    2.85
    SOTA
    Few-Shot Document-Level Relation ExtractionarXiv:2205.02048
  • Few-Shot LearningonFREDo (cross-domain)
    F1 (3-Doc)· 2022-05-04
    3.72
    SOTA
    Few-Shot Document-Level Relation ExtractionarXiv:2205.02048
  • Few-Shot LearningonSciERC
    F1 (1-Doc)· 2022-05-04
    2.85
    SOTA
    Few-Shot Document-Level Relation ExtractionarXiv:2205.02048
  • Few-Shot LearningonSciERC
    F1 (3-Doc)· 2022-05-04
    3.72
    SOTA
    Few-Shot Document-Level Relation ExtractionarXiv:2205.02048
  • Meta-LearningonFREDo (cross-domain)
    F1 (1-Doc)· 2022-05-04
    2.85
    SOTA
    Few-Shot Document-Level Relation ExtractionarXiv:2205.02048
  • Meta-LearningonFREDo (cross-domain)
    F1 (3-Doc)· 2022-05-04
    3.72
    SOTA
    Few-Shot Document-Level Relation ExtractionarXiv:2205.02048
  • Meta-LearningonSciERC
    F1 (1-Doc)· 2022-05-04
    2.85
    SOTA
    Few-Shot Document-Level Relation ExtractionarXiv:2205.02048
  • Meta-LearningonSciERC
    F1 (3-Doc)· 2022-05-04
    3.72
    SOTA
    Few-Shot Document-Level Relation ExtractionarXiv:2205.02048