Matching Roles from Temporal Data
Summary: Proposes role matching, a fine-grained temporal integrity constraint on <subject, predicate, object, timestamp> quads, where a role (subject+predicate) should retain the same object over time. To scale, it introduces blocking for dirty inputs and adapts Ditto for role matching; evaluated on Wikipedia infoboxes with ~95% recall, >99.99% reduction, and macro F1 of 89%. (summarized by gpt-5-nano on Feb 09 2026)
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