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  ## ChemBERTaLM
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- A molecule generator model finetuned from [ChemBERTa](https://huggingface.co/seyonec/PubChem10M_SMILES_BPE_450k) checkpoint. It was introduced in [this paper](https://doi.org/10.1093/bioinformatics/btac482}) and released in [this repository](https://github.com/boun-tabi/biochemical-lms-for-drug-design).
 
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  ChemBERTaLM is a RoBERTa model initialized with [ChemBERTa](https://huggingface.co/seyonec/PubChem10M_SMILES_BPE_450k) checkpoint, and then, finetuned on the MOSES dataset which comprises a collection of drug-like compounds.
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  ## ChemBERTaLM
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+ A molecule generator model finetuned from [ChemBERTa](https://huggingface.co/seyonec/PubChem10M_SMILES_BPE_450k) checkpoint. It was introduced in the paper, "Exploiting pretrained biochemical language models for
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+ targeted drug design", which has been accepted for publication in *Bioinformatics* Published by Oxford University Press and first released in [this repository](https://github.com/boun-tabi/biochemical-lms-for-drug-design).
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  ChemBERTaLM is a RoBERTa model initialized with [ChemBERTa](https://huggingface.co/seyonec/PubChem10M_SMILES_BPE_450k) checkpoint, and then, finetuned on the MOSES dataset which comprises a collection of drug-like compounds.
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