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Models/MSMN+KEPTLongformer

MSMN+KEPTLongformer

Reported on 8 benchmarks across 2 tasks · 1 paper · 6 SOTA

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

Medical4 results

  • Medical Code PredictiononMIMIC-III
    Micro-F1· 2022-10-07
    59.9
    best: 61.2 (GKI-ICD)
    SOTA
    Knowledge Injected Prompt Based Fine-tuning for Multi-label Few-shot ICD CodingarXiv:2210.03304
  • Medical Code PredictiononMIMIC-III
    Precision@15· 2022-10-07
    61.5
    best: 62.4 (GKI-ICD)
    SOTA
    Knowledge Injected Prompt Based Fine-tuning for Multi-label Few-shot ICD CodingarXiv:2210.03304
  • Medical Code PredictiononMIMIC-III
    Precision@8· 2022-10-07
    77.1
    best: 77.7 (GKI-ICD)
    SOTA
    Knowledge Injected Prompt Based Fine-tuning for Multi-label Few-shot ICD CodingarXiv:2210.03304
  • Medical Code PredictiononMIMIC-III
    Macro-F1· 2022-10-07
    11.8
    best: 24.7 (PLM-CA)
    Knowledge Injected Prompt Based Fine-tuning for Multi-label Few-shot ICD CodingarXiv:2210.03304

Methodology4 results

  • Multi-Label ClassificationonMIMIC-III
    Micro-F1· 2022-10-07
    59.9
    best: 61.2 (GKI-ICD)
    SOTA
    Knowledge Injected Prompt Based Fine-tuning for Multi-label Few-shot ICD CodingarXiv:2210.03304
  • Multi-Label ClassificationonMIMIC-III
    Precision@15· 2022-10-07
    61.5
    best: 62.4 (GKI-ICD)
    SOTA
    Knowledge Injected Prompt Based Fine-tuning for Multi-label Few-shot ICD CodingarXiv:2210.03304
  • Multi-Label ClassificationonMIMIC-III
    Precision@8· 2022-10-07
    77.1
    best: 77.7 (GKI-ICD)
    SOTA
    Knowledge Injected Prompt Based Fine-tuning for Multi-label Few-shot ICD CodingarXiv:2210.03304
  • Multi-Label ClassificationonMIMIC-III
    Macro-F1· 2022-10-07
    11.8
    best: 24.7 (PLM-CA)
    Knowledge Injected Prompt Based Fine-tuning for Multi-label Few-shot ICD CodingarXiv:2210.03304