Overview

This is a checkpoint for the BioBERT Large Cased model compatible with NeMo that is converted from https://github.com/dmis-lab/biobert#download. This model has the same network architecture as the original BERT, but instead of Wikipedia and BookCorpus it is pretrained on PubMed, a large biomedical text corpus, and uses a larger vocabulary which achieves better performance in biomedical downstream tasks, such as question answering(QA), named entity recognition(NER) and relationship extraction(RE).\nThis model was trained for 1M steps. For more information please refer to the original paper https://academic.oup.com/bioinformatics/article/36/4/1234/5566506.

The model achieves weighted SAcc/MRR/LAcc of 45.24/51.02/59.70 on BioASQ-7b-factoid test set (after being finetuned on SQuADv1.1 dataset), macro precision/recall/f1 of 81.51/77.74/79.53 on RE dataset ChemProt.

Please be sure to download the latest version in order to ensure compatibility with the latest NeMo release.

BERT.pt - pretrained BERT encoder weights
TokenClassifier.pt - pretrained BERT masked language model head weights
SequenceClassifier.pt - pretrained BERT next sentence prediction head weights. This is optional and not needed if you only use masked language model loss.
bert_config.json - the config file used to initialize BERT network architecture in NeMo
vocab.txt - the vocabulary file

More Details

For more details regarding BERT and pretraining please refer to https://ngc.nvidia.com/catalog/models/nvidia:bertlargeuncasedfornemo.\nFor more details about BioBERT and training setup please refer to https://academic.oup.com/bioinformatics/article/36/4/1234/5566506.

Documentation

Source code and developer guide is available at https://github.com/NVIDIA/NeMo\nRefer to documentation at https://docs.nvidia.com/deeplearning/nemo/neural-modules-release-notes/index.html\nCode to pretrain and reproduce this model checkpoint are available at https://github.com/NVIDIA/NeMo.

This model checkpoint can be used for either finetuning BioBERT on your custom dataset, or finetuning downstream tasks. All of these tasks and scripts can be found at https://github.com/NVIDIA/NeMo.

In the following we show examples for how to finetune BioBERT on different downstream tasks.

Usage example 1: Finetune on BioASQ-factoid dataset

Visit https://github.com/NVIDIA/NeMo/blob/master/examples/nlp/biobert_notebooks/biobert_qa.ipynb

Usage example 2: Finetune on RE dataset ChemProt

Visit https://github.com/NVIDIA/NeMo/blob/master/examples/nlp/biobert_notebooks/biobert_re.ipynb

Usage example 2: Finetune on NER dataset NBCI

Visit https://github.com/NVIDIA/NeMo/blob/master/examples/nlp/biobert_notebooks/biobert_ner.ipynb

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This model has the same network architecture as the original BERT, but instead of Wikipedia and BookCorpus it is pretrained on PubMed, a large biomedical text corpus, and uses a larger vocabulary which achieves better performance in biomedical downstream tasks, such as question answering(QA), named entity recognition(NER) and relationship extraction(RE). \nThis model was trained for 1M steps. For more information please refer to the original paper https://academic.oup.com/bioinformatics/article/36/4/1234/5566506.\n\nThe model achieves weighted SAcc/MRR/LAcc of 45.24/51.02/59.70 on BioASQ-7b-factoid test set (after being finetuned on SQuADv1.1 dataset), macro precision/recall/f1 of 81.51/77.74/79.53 on RE dataset ChemProt.\n\nPlease be sure to download the latest version in order to ensure compatibility with the latest NeMo release.\n* BERT.pt - pretrained BERT encoder weights \n* TokenClassifier.pt - pretrained BERT masked language model head weights\n* SequenceClassifier.pt - pretrained BERT next sentence prediction head weights. This is optional and not needed if you only use masked language model loss.\n* bert_config.json - the config file used to initialize BERT network architecture in NeMo\n* vocab.txt - the vocabulary file\n\n# More Details\nFor more details regarding BERT and pretraining please refer to https://ngc.nvidia.com/catalog/models/nvidia:bertlargeuncasedfornemo.\nFor more details about BioBERT and training setup please refer to https://academic.oup.com/bioinformatics/article/36/4/1234/5566506.\n\n\n# Documentation\nSource code and developer guide is available at https://github.com/NVIDIA/NeMo\nRefer to documentation at https://docs.nvidia.com/deeplearning/nemo/neural-modules-release-notes/index.html\nCode to pretrain and reproduce this model checkpoint are available at https://github.com/NVIDIA/NeMo. \n\nThis model checkpoint can be used for either finetuning BioBERT on your custom dataset, or finetuning downstream tasks. 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Name	Size	Updated	Actions
bert_config.json	289 B	February 28, 2025 UTC	curl wget Download
BERT.pt	1.36 GB	February 28, 2025 UTC	curl wget Download
SequenceClassifier.pt	8.48 KB	February 28, 2025 UTC	curl wget Download
TokenClassifier.pt	234.69 MB	February 28, 2025 UTC	curl wget Download
vocab.txt	455.8 KB	February 28, 2025 UTC	curl wget Download