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Models/BERT Base

BERT Base

Reported on 7 benchmarks across 6 tasks · 2 papers

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

Medical3 results

Length-of-Stay predictiononClinical Admission Notes from MIMIC-III
AUROC· uses extra data· 2021-02-08
70.4
best: 72.53 (CORe)
Clinical Outcome Prediction from Admission Notes using Self-Supervised Knowledge Integration arXiv:2102.04110
Mortality PredictiononClinical Admission Notes from MIMIC-III
AUROC· uses extra data· 2021-02-08
81.13
best: 84.04 (CORe)
Clinical Outcome Prediction from Admission Notes using Self-Supervised Knowledge Integration arXiv:2102.04110
Medical ProcedureonClinical Admission Notes from MIMIC-III
AUROC· uses extra data· 2021-02-08
85.84
best: 88.37 (CORe)
Clinical Outcome Prediction from Admission Notes using Self-Supervised Knowledge Integration arXiv:2102.04110

Methodology2 results

Electrocardiography (ECG)onClinical Admission Notes from MIMIC-III
AUROC· uses extra data· 2021-02-08
81.13
best: 84.04 (CORe)
Clinical Outcome Prediction from Admission Notes using Self-Supervised Knowledge Integration arXiv:2102.04110
Medical waveform analysisonClinical Admission Notes from MIMIC-III
AUROC· uses extra data· 2021-02-08
81.13
best: 84.04 (CORe)
Clinical Outcome Prediction from Admission Notes using Self-Supervised Knowledge Integration arXiv:2102.04110

Natural Language Processing2 results

Sentiment AnalysisonSST-5 Fine-grained classification
Accuracy· 2019-10-04
53.2
best: 62.27 (Llama-3.3-70B + CAPO)
Fine-grained Sentiment Classification using BERT arXiv:1910.03474
Sentiment AnalysisonSST-2 Binary classification
Accuracy· 2019-10-04
91.2
best: 97.5 (T5-11B)
Fine-grained Sentiment Classification using BERT arXiv:1910.03474