Text Classification 벤치마크
Text Classification on BLURB
F1
- 2020-07-31 — PubMedBERT (uncased; abstracts): F1 82.32
- 2022-03-29 — BioLinkBERT (large): F1 84.88
| Rank | Model | F1 | Paper | Code | Year |
|---|---|---|---|---|---|
| 1 | BioLinkBERT (large) | 84.88 | LinkBERT: Pretraining Language Models with Document Links | michiyasunaga/LinkBERT | 2022 |
| 2 | BioLinkBERT (base) | 84.35 | LinkBERT: Pretraining Language Models with Document Links | michiyasunaga/LinkBERT | 2022 |
| 3 | PubMedBERT (uncased; abstracts) | 82.32 | Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing | bionlu-coling2024/biomed-ner-intent_detection · rohanshad/cmr_transformer | 2020 |
| 4 | BioLinkBERT (large) | 84.88 | LinkBERT: Pretraining Language Models with Document Links | michiyasunaga/LinkBERT | 2022 |
| 5 | BioLinkBERT (base) | 84.35 | LinkBERT: Pretraining Language Models with Document Links | michiyasunaga/LinkBERT | 2022 |
| 6 | PubMedBERT (uncased; abstracts) | 82.32 | Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing | bionlu-coling2024/biomed-ner-intent_detection · rohanshad/cmr_transformer | 2020 |