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All material used in this study is available online through the GitHub portal (https//github.com/BoukeliaAbdelbasset/NLPDeepQSAR.git).Deep learning-based methods have been extensively developed to improve scoring performance in structure-based drug discovery. Extending multitask deep networks in addressing pharmaceutical problems shows remarkable improvements over single task network. Recently, grid featurization has been introduced to convert protein-ligand complex co-ordinates into fingerprints with the advantage of incorporating

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