Textual encoding and analysis with a large graphical language model

A system comprising:

• one or more processing units;
• computer-readable storage media storing instructions that, when executed by the one or more processing units, cause the system to perform operations comprising:
• analyzing the plurality of words of the document;
• generating a graphical representation of the document based on the plurality of words, the graphical representation comprising a plurality of nodes and a plurality of lines joining the plurality of nodes wherein each node of the plurality of nodes represents a word of the plurality of words;
• calculating a numerical evaluation of the graphical representation of the document that quantifies a characteristic of the document;
• ranking the graphical representation of the document against a plurality of other graphical representations of other documents based on the numerical evaluation of the graphical representation and a plurality of other numerical evaluations of the plurality of other graphical representations;
• and
• generating an identification of a top number of documents based on a corresponding number of top ranked graphical representations.

A computer-readable storage medium having encoded thereon instructions that, when executed by one or more processing units, cause a system to perform operations comprising:

• analyzing the plurality of words of the document;
• generating a graphical representation of the document based on the plurality of words, the graphical representation comprising a plurality of nodes and a plurality of lines joining the plurality of nodes wherein each node of the plurality of nodes represents a word of the plurality of words;
• calculating a numerical evaluation of the graphical representation of the document that quantifies a characteristic of the document;
• ranking the graphical representation of the document against a plurality of other graphical representations of other documents based on the numerical evaluation of the graphical representation and a plurality of other numerical evaluations of the plurality of other graphical representations;
• and
• generating an identification of a top number of documents based on a corresponding number of top ranked graphical representations.