US 12,333,835 B2
Method and apparatus for document analysis and outcome determination
Madhavan Seshadri, Jersey City, NJ (US); and Leslie Barrett, Warren, VT (US)
Assigned to Bloomberg L.P., New York, NY (US)
Filed by Bloomberg L.P., New York, NY (US)
Filed on Nov. 29, 2022, as Appl. No. 18/059,451.
Prior Publication US 2024/0177509 A1, May 30, 2024
Int. Cl. G06V 30/18 (2022.01); G06N 3/084 (2023.01)
CPC G06V 30/18057 (2022.01) [G06N 3/084 (2013.01)] 20 Claims
OG exemplary drawing
 
1. An apparatus comprising:
a sequence processing model layer configured to receive text of a document of a case and output an identification of a sequence of words of the text of the document of the case;
an attention layer configured to receive the output of the sequence processing model layer and output data relating to relationships between the words of the text of the document of the case based on the sequence of words of the text of the document of the case;
a conditional random fields (CRF) layer configured to receive the output of the attention layer and output an identification of an entry level outcome based on the output of the attention layer; and
a sigmoid layer configured to receive the output of the attention layer and output an entry level settlement based on the output of the attention layer.