Document Classification on HOC

15개 결과 · ⬇ CSV · JSON

Rank	Model	F1	Micro F1	Paper	Code	Year
1	BioLinkBERT (large)	88.1	84.87	LinkBERT: Pretraining Language Models with Document Links	michiyasunaga/LinkBERT	2022
2	NCBI_BERT(large) (P)	87.3	–	Transfer Learning in Biomedical Natural Language Processing: An Evaluation of BERT and ELMo on Ten Benchmarking Datasets	ncbi-nlp/NCBI_BERT · bigscience-workshop/biomedical · ncbi-nlp/BLUE_Benchmark · +1	2019
3	SciFive-large	86.08	–	SciFive: a text-to-text transformer model for biomedical literature	justinphan3110/SciFive	2021
4	BioGPT	–	85.12	BioGPT: Generative Pre-trained Transformer for Biomedical Text Generation and Mining	huggingface/transformers · microsoft/biogpt · 2024-MindSpore-1/Code2 · +1	2022
5	PubMedBERT uncased	–	82.32	Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing	bionlu-coling2024/biomed-ner-intent_detection · rohanshad/cmr_transformer	2020
6	BioLinkBERT (large)	88.1	84.87	LinkBERT: Pretraining Language Models with Document Links	michiyasunaga/LinkBERT	2022
7	NCBI_BERT(large) (P)	87.3	–	Transfer Learning in Biomedical Natural Language Processing: An Evaluation of BERT and ELMo on Ten Benchmarking Datasets	ncbi-nlp/NCBI_BERT · bigscience-workshop/biomedical · ncbi-nlp/BLUE_Benchmark · +1	2019
8	SciFive-large	86.08	–	SciFive: a text-to-text transformer model for biomedical literature	justinphan3110/SciFive	2021
9	BioGPT	–	85.12	BioGPT: Generative Pre-trained Transformer for Biomedical Text Generation and Mining	huggingface/transformers · microsoft/biogpt · 2024-MindSpore-1/Code2 · +1	2022
10	PubMedBERT uncased	–	82.32	Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing	bionlu-coling2024/biomed-ner-intent_detection · rohanshad/cmr_transformer	2020
11	BioLinkBERT (large)	88.1	84.87	LinkBERT: Pretraining Language Models with Document Links	michiyasunaga/LinkBERT	2022
12	NCBI_BERT(large) (P)	87.3	–	Transfer Learning in Biomedical Natural Language Processing: An Evaluation of BERT and ELMo on Ten Benchmarking Datasets	ncbi-nlp/NCBI_BERT · bigscience-workshop/biomedical · ncbi-nlp/BLUE_Benchmark · +1	2019
13	SciFive-large	86.08	–	SciFive: a text-to-text transformer model for biomedical literature	justinphan3110/SciFive	2021
14	BioGPT	–	85.12	BioGPT: Generative Pre-trained Transformer for Biomedical Text Generation and Mining	huggingface/transformers · microsoft/biogpt · 2024-MindSpore-1/Code2 · +1	2022
15	PubMedBERT uncased	–	82.32	Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing	bionlu-coling2024/biomed-ner-intent_detection · rohanshad/cmr_transformer	2020