Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

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

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

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

Models/HLAN

HLAN

Reported on 24 benchmarks across 3 tasks · 1 paper · 24 SOTA

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

Methodology16 results

Multi-Label Text ClassificationonMIMIC-III
AUC· 2020-10-29
0.919
SOTA
Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation arXiv:2010.15728
Multi-Label Text ClassificationonMIMIC-III
Macro F1· 2020-10-29
57.1
SOTA
Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation arXiv:2010.15728
Multi-Label Text ClassificationonMIMIC-III
Macro Precision· 2020-10-29
65
SOTA
Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation arXiv:2010.15728
Multi-Label Text ClassificationonMIMIC-III
Macro Recall· 2020-10-29
51
SOTA
Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation arXiv:2010.15728
Multi-Label Text ClassificationonMIMIC-III
Micro Precision· 2020-10-29
72.9
SOTA
Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation arXiv:2010.15728
Multi-Label Text ClassificationonMIMIC-III
Micro Recall· 2020-10-29
57.3
SOTA
Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation arXiv:2010.15728
Multi-Label Text ClassificationonMIMIC-III
P@5· 2020-10-29
62.5
SOTA
Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation arXiv:2010.15728
Multi-Label Text ClassificationonMIMIC-III-50
Micro-F1· 2020-10-29
64.1
best: 68.555 (D2SBERT using Sequence Attention)
SOTA
Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation arXiv:2010.15728
ClassificationonMIMIC-III
AUC· 2020-10-29
0.919
SOTA
Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation arXiv:2010.15728
ClassificationonMIMIC-III
Macro F1· 2020-10-29
57.1
SOTA
Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation arXiv:2010.15728
ClassificationonMIMIC-III
Macro Precision· 2020-10-29
65
SOTA
Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation arXiv:2010.15728
ClassificationonMIMIC-III
Macro Recall· 2020-10-29
51
SOTA
Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation arXiv:2010.15728
ClassificationonMIMIC-III
Micro Precision· 2020-10-29
72.9
SOTA
Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation arXiv:2010.15728
ClassificationonMIMIC-III
Micro Recall· 2020-10-29
57.3
SOTA
Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation arXiv:2010.15728
ClassificationonMIMIC-III
P@5· 2020-10-29
62.5
SOTA
Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation arXiv:2010.15728
ClassificationonMIMIC-III-50
Micro-F1· 2020-10-29
64.1
best: 68.555 (D2SBERT using Sequence Attention)
SOTA
Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation arXiv:2010.15728

Natural Language Processing8 results

Text ClassificationonMIMIC-III
AUC· 2020-10-29
0.919
SOTA
Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation arXiv:2010.15728
Text ClassificationonMIMIC-III
Macro F1· 2020-10-29
57.1
SOTA
Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation arXiv:2010.15728
Text ClassificationonMIMIC-III
Macro Precision· 2020-10-29
65
SOTA
Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation arXiv:2010.15728
Text ClassificationonMIMIC-III
Macro Recall· 2020-10-29
51
SOTA
Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation arXiv:2010.15728
Text ClassificationonMIMIC-III
Micro Precision· 2020-10-29
72.9
SOTA
Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation arXiv:2010.15728
Text ClassificationonMIMIC-III
Micro Recall· 2020-10-29
57.3
SOTA
Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation arXiv:2010.15728
Text ClassificationonMIMIC-III
P@5· 2020-10-29
62.5
SOTA
Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation arXiv:2010.15728
Text ClassificationonMIMIC-III-50
Micro-F1· 2020-10-29
64.1
best: 68.555 (D2SBERT using Sequence Attention)
SOTA
Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation arXiv:2010.15728