Patent ID: 11860919
Assignee: ZELIG LLC
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 0:
1. A system to quantify aggregate alignment of segmented text with an evaluator population, the system comprising:
a data processing system, comprising memory and one or more processors, configured to:
obtain, via a first user interface, one or more identifier text objects that describe an individual member in a population reference correlated to members in a jurisdiction, at least one of the one or more identifier text objects relevant to a first extended text object corresponding to legislative text for the jurisdiction, wherein the individual member comprises at least one of a constituent or a representative;
segment the first extended text object into one or more evaluation text objects that satisfy criteria based on at least one of the one or more identifier text objects;
identify one or more text frame objects corresponding to the one or more evaluation text objects, the one or more text frame objects being associated with a second extended text object;
generate, based on the one or more text frame objects, one or more context identifier objects corresponding to the one or more evaluation text objects;
generate a condensed text object including at least one of the one or more evaluation text objects, the at least one evaluation text object being positioned in the condensed text object in response to output of a first machine learning model trained with input including at least one of the first extended text object, the evaluation text objects, the one or more context identifier objects, and the one or more text frame objects;
generate a feedback object including the condensed text object and at least one response interface object;
determine a constituent population metric by:
transmitting, to a constituent user device associated with a first member of the population reference, the feedback object including the condensed text object and the at least one response interface object;
causing, at the constituent user device, a second user interface to present the feedback object including the condensed text object and the at least one response interface object;
obtaining, from the constituent user device, one or more population classification objects from the at least one response interface object; and
generating the constituent population metric associated with the condensed text object and based on the one or more population classification objects;

determine a representative metric by:
transmitting to a representative user device associated with a second member of the population reference, the feedback object including the condensed text object and the at least one response interface object, wherein the second member was previously verified by the processor as a candidate or a representative for the jurisdiction and the second member is different from the first member;
causing, at the representative user device, a third user interface to present the feedback object including the condensed text object and the at least one response interface object;
obtaining, from the representative user device, one or more representative classification objects from the at least one response interface object; and
generating the representative metric associated with the condensed text object and based on the one or more representative classification objects;

generate a first comparative metric indicating a quantitative agreement between the constituent population metric and the representative metric; and
cause, at the constituent user device, a fourth user interface to present the first comparative metric.