Apparatus, system, and method for adaptive parsing and processing of text to facilitate user engagement
A computer system for adaptive parsing and processing of text to facilitate user engagement in a remote computing environment on an electronic device comprising one or more processors, one or more computer-readable memories, and one or more computer-readable storage devices, and program instructions stored on at least one of the one or more storage devices for execution by at least one of the one or more processors via at least one of the one or more memories is provided. The stored program instructions include receiving an input content from the electronic device of a user, the input content comprising a plurality of words, the plurality of words comprising one or more content words and one or more function words; following the receiving of the input content, extracting the function words and the content words from the input content; following the extracting of the input content, analyzing the function words and the content words extracted from the input content; determining, based on the extraction of the input content including the function words and the content words, user information; determining, based on the user information, output content to output to the user; and outputting, to a screen of the electronic device of the user, the output content.
1. A computer implemented method for adaptive parsing and processing of text to facilitate user engagement in a remote computing environment, the method comprising:
receiving data comprising one or more snippets;
tagging the one or more snippets according to one or more categories including at least function word categories or content word categories;
training a neural network based on at least one of the one or more categories and the one or more snippets;
receiving an input content from an electronic device of a user, wherein the input content is received in response to one or more open-ended questions, the input content comprising a plurality of words, the plurality of words comprising one or more content words and one or more function words;
following the receiving of the input content, extracting the one or more function words and the one or more content words from the input content;
determining, via the neural network, based on extraction of the input content including the one or more function words and the one or more content words, user information;
determining, based on the user information, output content to output to the user; and
outputting, to a screen of the electronic device of the user, the output content.
2. The adaptive parsing and processing method according to claim 1 , wherein the user information comprises at least one of communication style and personality of the user.
3. The adaptive parsing and processing method according to claim 1 , wherein the user information comprises at least one of: the user's culture, the user's grammar level, the user's spelling level, the user's level of education, the user's nationality, the user's primary language, the user's geographical location, or the user's place of birth.
4. The adaptive parsing and processing method according to claim 1 , wherein extracting the function words comprises determining whether a word of the input content is at least one of a preposition, pronoun, determiner, conjunction, auxiliary, or particle.
5. The adaptive parsing and processing method according to claim 1 , wherein extracting the content words comprises determining whether a word of the input content is at least one of a noun, an adjective, a full verb, or an adverb.
6. The adaptive parsing and processing method according to claim 1 , wherein determining the output content to output to the user comprises determining an opening of a first sentence.
7. The adaptive parsing and processing method according to claim 1 , wherein determining the output content to output to the user comprises determining a length of a first sentence.
8. The adaptive parsing and processing method according to claim 1 , wherein determining the output content to output to the user comprises determining a complexity of a first sentence.
9. The adaptive parsing and processing method according to claim 1 , wherein determining the output content to output to the user comprises determining a sentence type of a first sentence, wherein the sentence type comprises at least one of a simple sentence, a compound sentence, a complex sentence, or a compound-complex sentence.