Transformer model architecture for readability

A system comprising:

• a data repository storing a written electronic communication comprising an input sentence;
• and
• a computer processor, in communication with the data repository, for executing:
• a sentence transformer model configured to:
• process the input sentence to output a plurality of suggested sentences, an evaluation process configured to:
• detect that the input sentence satisfies a readability metric threshold,
• evaluate the plurality of suggested sentences along a set of acceptability criteria,
• determine, based on evaluating, that the set of acceptability criteria is satisfied, and
• modify, based on determining that the set of acceptability criteria is satisfied, the written electronic communication with the plurality of suggested sentences to obtain a modified written electronic communication;
• and
• a graphical user interface in communication with the computer processor and configured to:
• present, responsive to the set of acceptability criteria being satisfied, the plurality of suggested sentences.