Systems and methods for generating document formatting and content using generative AI
Systems and methods for providing an archive of precedents are provided. The archive of precedents includes determining precedent data; parsing a new-event XML file for string data, wherein the string data is related to a new event; generating a vector embedding from the string data; determining a similar embedding in a vector space, wherein the similar embedding is a vector embedding of an instance of precedent data; parsing XML files of the precedent and new event and using parsed data to generate an old-to-new value map; retrieving the corresponding XML file and the corresponding precedent-event document associated with the vector embedding of the instance of precedent data; and providing, as input to a natural language processing model, the list of text strings recovered from the editable form of the document of the precedent event and the old-to-new value map.
1 . A method comprising:
providing, by a database manager executed by one or more processors, an archive of precedents, wherein the archive of precedents includes, for each of a plurality of events, precedent data, and wherein the precedent data for each of the plurality of events includes a corresponding open-format file and a corresponding precedent-event document, and each corresponding to a distinct representation of a precedent event;
parsing, by an overwriting application executed by one or more processors, a new-event open-format file for string data, wherein the string data is related to a new event;
generating, by the overwriting application, a vector embedding from the string data;
determining, by the overwriting application, a similar embedding in a vector space using a cosine distance wherein the similar embedding is a vector embedding or representation of an instance of precedent data;
parsing, by the overwriting application, open-format files of the precedent and new event and using parsed data to generate an old-to-new value map;
retrieving, by the overwriting application, the corresponding open-format file and the corresponding precedent-event document(s) associated with the vector embedding of the instance of precedent data;
providing, by the overwriting application, as input to a natural language processing model, the list of text strings recovered from the editable form of the document of the precedent event and the old-to-new value map;
modifying, by the natural language processing model executed by one or more processors, the corresponding open-format file and the corresponding precedent-event document by including element replacement values according to the old-to-new value maps, and
receiving, by a user interface through the overwriting application and from the natural language processing model, a modified version of the corresponding open-format file and a modified version of the corresponding precedent-event document.
2 . The method of claim 1 , comprising:
saving the modified version of the corresponding open-format file and the modified version of the corresponding precedent-event document as a new open-format file and a new event document, respectively.
3 . The method of claim 2 , comprising:
adding the new open-format file and the new event document as precedent data to the archive of precedents.
4 . The method of claim 1 , wherein the element replacement values include a text element update.
5 . The method of claim 1 , wherein the element replacement values include a table element update.
6 . The method of claim 1 , wherein the element replacement values include an illustration element update.
7 . A system comprising at least one computer including a processor and a memory, wherein the at least one computer is configured to:
provide, by a database manager executed by one or more processors, an archive of precedents, wherein the archive of precedents includes, for each of a plurality of events, precedent data, and wherein the precedent data for each of the plurality of events includes a corresponding open-format file and a corresponding precedent-event document, and each corresponding to a distinct representation of a precedent event;
parse, by an overwriting application executed by one or more processors, a new-event open-format file for string data, wherein the string data is related to a new event;
generate, by the overwriting application, a vector embedding from the string data;
determine, by the overwriting application, a similar embedding in a vector space using a cosine distance wherein the similar embedding is a vector embedding or representation of an instance of precedent data;
parse, by the overwriting application, open-format files of the precedent and new event and using parsed data to generate an old-to-new value map;
retrieve, by the overwriting application, the corresponding open-format file and the corresponding precedent-event document(s) associated with the vector embedding of the instance of precedent data;
provide, by the overwriting application, as input to a natural language processing model, the list of text strings recovered from the editable form of the document of the precedent event and the old-to-new value map;
modify, by the natural language processing model executed by one or more processors, the corresponding open-format file and the corresponding precedent-event document by including element replacement values according to the old-to-new value maps, and
receive, by a user interface through the overwriting application and from the natural language processing model, a modified version of the corresponding open-format file and a modified version of the corresponding precedent-event document.
8 . The system of claim 7 , wherein the at least one computer is configured to:
save the modified version of the corresponding open-format file and the modified version of the corresponding precedent-event document as a new open-format file and a new event document, respectively.
9 . The system of claim 8 , wherein the at least one computer is configured to:
add the new open-format file and the new event document as precedent data to the archive of precedents.
10 . The system of claim 7 , wherein the element replacement values include a text element update.
11 . The system of claim 7 , wherein the element replacement values include a table element update.
12 . The system of claim 7 , wherein the element replacement values include an illustration element update.
13 . A method comprising:
providing, by a database manager executed by one or more processors, an archive of precedents, wherein the archive of precedents includes, for each of a plurality of events, precedent data, and wherein the precedent data for each of the plurality of events includes a corresponding open-format file and a corresponding precedent-event document, and each corresponding to a distinct representation of a precedent event;
parsing, by an overwriting application executed by one or more processors, a new-event open-format file for string data, wherein the string data is related to a new event;
generating, by the overwriting application, a vector embedding from the string data;
determining, by the overwriting application, a similar embedding in a vector space using an output of a cross encoder model, wherein the similar embedding is a vector embedding or representation of an instance of precedent data;
parsing, by the overwriting application, open-format files of the precedent and new event and using parsed data to generate an old-to-new value map;
retrieving, by the overwriting application, the corresponding open-format file and the corresponding precedent-event document(s) associated with the vector embedding of the instance of precedent data;
providing, by the overwriting application, as input to a natural language processing model, the list of text strings recovered from the editable form of the document of the precedent event and the old-to-new value map;
modifying, by the natural language processing model executed by one or more processors, the corresponding open-format file and the corresponding precedent-event document by including element replacement values according to the old-to-new value maps, and
receiving, by a user interface through the overwriting application and from the natural language processing model, a modified version of the corresponding open-format file and a modified version of the corresponding precedent-event document.