Abstract: Systems and methods for automated identification of emerging trends are disclosed. A method may include: (1) receiving, by a computer program executed on an electronic device, a plurality of documents; (2) training, by the computer program, a proximity model to identify word pairs in each of the plurality of documents, wherein the word pairs comprise two words within a predetermined distance of each other at a predetermined frequency in the plurality of documents; (3) identifying, by the computer program and using the proximity model, trends involving the word pairs, wherein the trends are based on a frequency that the word pairs appear in the plurality of documents and/or a velocity at which the word pairs appear in the plurality of documents over a period of time; and (4) outputting, by the computer program, the word pairs and the trends to a downstream system.

Abstract: Systems and methods for automated identification of emerging trends are disclosed. A method may include: (1) receiving, by a computer program executed on an electronic device, a plurality of documents; (2) training, by the computer program, a proximity model to identify word pairs in each of the plurality of documents, wherein the word pairs comprise two words within a predetermined distance of each other at a predetermined frequency in the plurality of documents; (3) identifying, by the computer program and using the proximity model, trends involving the word pairs, wherein the trends are based on a frequency that the word pairs appear in the plurality of documents and/or a velocity at which the word pairs appear in the plurality of documents over a period of time; and (4) outputting, by the computer program, the word pairs and the trends to a downstream system.

Abstract: Systems and methods for improving document readability are disclosed. A method may include: (1) receiving, by a computer program executed on a user electronic device, may receive a document comprising text; (2) identifying, the computer program, a subject for the document; (3) retrieving, by the computer program, a plurality of trigger words and a plurality of skim-through words for the subject; (4) identifying, by the computer program, trigger words in the text of the document and applying a first graphical pattern to the identified trigger words; (5) identifying, by the computer program, skim-through words in the text of the document and applying a second graphical pattern to the identified skim-through words; and (6) causing, by the computer program, the document to be output with the identified trigger words output in the first graphical pattern and the skim-through words being output in the second graphical pattern.