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ML model to benchmark ligand / receptor interaction lists

I am trying to analyze ligand and receptor interaction lists that are available online for a project. Is there a machine learning model that can be used to validate these lists? Are there any resources or methods available that someone can point me to for this? Any help is appreciated.

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