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andorei/BERGAMOT-multilingual-GAT
BERGAMOT-multilingual-GAT is a feature extraction model from andorei. Use it when you need embeddings to search or compare text. It is set up for transformers.
A multilingual BERGAMOT: Biomedical Entity Representation with Graph-Augmented Multi-Objective Transformer model with pre-trained on UMLS (version 2020AB) using a Graph Attention Network (GAT) encoder.
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From the Hugging Face model README
A multilingual BERGAMOT: Biomedical Entity Representation with Graph-Augmented Multi-Objective Transformer model with pre-trained on UMLS (version 2020AB) using a Graph Attention Network (GAT) encoder.
For technical details see our NAACL 2024 paper.
Here is the poster of our paper.
For pretraining code see our github: https://github.com/Andoree/BERGAMOT.
@inproceedings{sakhovskiy-et-al-2024-bergamot,
title = "Biomedical Entity Representation with Graph-Augmented Multi-Objective Transformer",
author = "Sakhovskiy, Andrey and Semenova, Natalia and Kadurin, Artur and Tutubalina, Elena",
booktitle = "Findings of the Association for Computational Linguistics: NAACL 2024",
month = jun,
year = "2024",
address = "Mexico City, Mexico",
publisher = "Association for Computational Linguistics",
}