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@@ -24,7 +24,7 @@ This is polyBERT: A chemical language model to enable fully machine-driven ultra
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  Using this model becomes easy when you have [sentence-transformers](https://www.SBERT.net) installed:
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  ```
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- pip install -U sentence-transformers
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  ```
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  Then you can use the model like this:
@@ -80,7 +80,7 @@ print(fingerprints)
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  ## Evaluation Results
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- See https://github.com/Ramprasad-Group/polyBERT
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  ## Full Model Architecture
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  ```
 
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  Using this model becomes easy when you have [sentence-transformers](https://www.SBERT.net) installed:
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  ```
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+ pip install sentence-transformers
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  ```
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  Then you can use the model like this:
 
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  ## Evaluation Results
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+ See https://github.com/Ramprasad-Group/polyBERT and paper on arXiv.
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  ## Full Model Architecture
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  ```