Invention Publication
- Patent Title: GREEDY INFERENCE FOR RESOURCE-EFFICIENT MATCHING OF ENTITIES
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Application No.: US17455046Application Date: 2021-11-16
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Publication No.: US20230153382A1Publication Date: 2023-05-18
- Inventor: Sundeep Gullapudi
- Applicant: SAP SE
- Applicant Address: DE Walldorf
- Assignee: SAP SE
- Current Assignee: SAP SE
- Current Assignee Address: DE Walldorf
- Main IPC: G06K9/62
- IPC: G06K9/62 ; G06N7/00

Abstract:
Methods, systems, and computer-readable storage media for determining a set of potential probability thresholds based on a set of inference results provided by processing testing data through the ML model, for each potential probability threshold in the set of potential probability thresholds, determining an accuracy, selecting a probability threshold from the set of potential probability thresholds, processing an inference job including sets of entity pairs through the ML model to assign a label to each entity pair in the sets of entity pairs, each label being associated with a probability and including a type of multiple types, and for each entity pair having a label of one or more specified types, selectively removing an entity of the entity pair from further processing of the inference job by the ML model based on whether the probability associated with the label meets or exceeds the probability threshold.
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