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- The ESMC scaling-study checkpoints are being released to support reproducibility of the findings in our paper, please refer to [the paper](https://biohub.ai/papers/esmc.pdf) and [github](https://github.com/Biohub/esm) for details. Please use the [ESMC](https://huggingface.co/biohub/ESMC-6B) model for research work. ESMC is a state-of-the-art protein language model trained on billions of protein sequences that learns the rules of protein biology and provides representations for therapeutic protein engineering and basic biological insight.
 
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+ The ESMC scaling-study checkpoints are being released to support reproducibility of the findings in our paper, please refer to [the paper](https://biohub.ai/papers/esm_protein.pdf) and [github](https://github.com/Biohub/esm) for details. Please use the [ESMC](https://huggingface.co/biohub/ESMC-6B) model for research work. ESMC is a state-of-the-art protein language model trained on billions of protein sequences that learns the rules of protein biology and provides representations for therapeutic protein engineering and basic biological insight.