Knowledge discovery using a neural network

A processor comprising:

• one or more circuits to use one or more transformer-based language neural networks to identify one or more drugs described in one or more documents, wherein the transformer-based language neural network is trained using domain-specific data.

A system comprising:

• one or more processors to use one or more transformer-based language neural networks trained using domain-specific data to identify one or more relationships among one or more words;
• and
• one or more memories to store parameters associated with the one or more transformer-based language neural networks.

A system comprising:

• one or more processors to use one or more transformer-based language neural networks to identify one or more drugs described in one or more documents, wherein the transformer-based language neural network is trained using domain-specific data;
• and
• one or more memories to store parameters associated with the transformer-based language neural networks.