Linguistically-driven automated text formatting

A method for generating cascaded text, using a language model provided by a machine learning service, comprising:

• obtaining input text to be formatted in a cascaded arrangement;
• creating instructions to invoke the language model provided by the machine learning service, wherein the instructions cause the language model to identify grammatical units and syntactic functions in the input text, and wherein the instructions cause the language model to format the input text with line breaks and horizontal displacements based on the identified grammatical units and syntactic functions;
• transmitting the input text and the instructions to the language model;
• receiving cascaded text output from the language model, wherein the cascaded text output comprises the input text formatted with line breaks positioned based on grammatical units and horizontal displacements positioned based on syntactic functions;
• and
• outputting the cascaded text output on a display device.

A computing system for generating cascaded text, the computing system comprising:

• a network interface device;
• and
• processing circuitry configured to execute an artificial intelligence (AI) application of a machine learning service, wherein the AI application is configured to:
• receive a user request to format text in a cascaded arrangement;
• identify input text associated with the user request;
• generate instructions to format the input text with a language model, wherein the instructions:
• cause the language model to identify grammatical structure in the input text comprising constituents and dependencies;
• and
• cause the language model to format the input text with line breaks based on the constituents and horizontal displacements based on the dependencies;
• invoke the language model via the network interface device, the language model to process the input text according to the instructions to generate cascaded text output;
• receive the cascaded text output from the language model via the network interface device;
• and
• provide the cascaded text output to a user via an output device.