Participant Intervention Comparison Outcome Extraction 벤치마크

Participant Intervention Comparison Outcome Extraction on EBM-NLP

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Rank	Model	F1	Extra Training Data	Paper	Code	Year
1	VarMAE	76.01		VarMAE: Pre-training of Variational Masked Autoencoder for Domain-adaptive Language Understanding		2022
2	PubMedBERT uncased	73.38	✓	Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing	bionlu-coling2024/biomed-ner-intent_detection · rohanshad/cmr_transformer	2020
3	SciBERT (SciVocab)	71.18	✓	SciBERT: A Pretrained Language Model for Scientific Text	allenai/scibert · charles9n/bert-sklearn · tetsu9923/scireviewgen · +3	2019
4	SciBERT (Base Vocab)	70.82	✓	SciBERT: A Pretrained Language Model for Scientific Text	allenai/scibert · charles9n/bert-sklearn · tetsu9923/scireviewgen · +3	2019
5	bi-LSTM	66.30		A Corpus with Multi-Level Annotations of Patients, Interventions and Outcomes to Support Language Processing for Medical Literature	devkotasabin/EBM-NLP · jetsunwhitton/rct-art	2018
6	VarMAE	76.01		VarMAE: Pre-training of Variational Masked Autoencoder for Domain-adaptive Language Understanding		2022
7	PubMedBERT uncased	73.38	✓	Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing	bionlu-coling2024/biomed-ner-intent_detection · rohanshad/cmr_transformer	2020
8	SciBERT (SciVocab)	71.18	✓	SciBERT: A Pretrained Language Model for Scientific Text	allenai/scibert · charles9n/bert-sklearn · tetsu9923/scireviewgen · +3	2019
9	SciBERT (Base Vocab)	70.82	✓	SciBERT: A Pretrained Language Model for Scientific Text	allenai/scibert · charles9n/bert-sklearn · tetsu9923/scireviewgen · +3	2019
10	bi-LSTM	66.30		A Corpus with Multi-Level Annotations of Patients, Interventions and Outcomes to Support Language Processing for Medical Literature	devkotasabin/EBM-NLP · jetsunwhitton/rct-art	2018