{"type":"post","id":"knowledge-graphs-drift-out-of-date-as-organizations-b8e6b6","slug":"knowledge-graphs-drift-out-of-date-as-organizations-b8e6b6","title":"Knowledge graphs drift out of date as organizations merge, people change jobs, new entities appear, and old relationships expire.","description":"EMERGE is a benchmark for updating existing knowledge graphs from new text, rather than extracting facts without regard to what a graph already contains.","retrieval_nugget":"EMERGE is a benchmark for updating existing knowledge graphs from new text, rather than extracting facts without regard to what a graph already contains. Built from Wikipedia passages and Wikidata snapshots, it frames stale facts, structural integration and removal of outdated relations as measurable tasks for knowledge-system builders.","published_at":"2026-11-11","updated_at":"2026-11-11","record_date":"2026-11-11","date_kind":"published_at","topics":[],"entities":["EMERGE","Wikidata","Wikipedia","Klim Zaporojets","Daniel Daza","Edoardo Barba","Ira Assent","Roberto Navigli"],"related_patterns":["company-memory-needs-write-loops"],"novelty_label":"new_fact","what_changed":"EMERGE adds a benchmark for updating knowledge graphs from evolving text, pairing 233,000 Wikipedia passages with 1.19 million Wikidata edits across seven yearly snapshots.","prior_refs":["https://newruntime.com/posts/google-cloud-knowledge-catalog-adds-ga-ingestion-of-4d9b4a/","https://newruntime.com/posts/sarvam-s-knowledge-fabric-compiles-enterprise-docs-into-4ffcbd/"],"source_url":"https://arxiv.org/abs/2507.03617","source_urls":["https://arxiv.org/abs/2507.03617"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:knowledge-graphs-drift-out-of-date-as-organizations-b8e6b6","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/knowledge-graphs-drift-out-of-date-as-organizations-b8e6b6/","markdown":"https://newruntime.com/posts/knowledge-graphs-drift-out-of-date-as-organizations-b8e6b6.md","json":"https://newruntime.com/posts/knowledge-graphs-drift-out-of-date-as-organizations-b8e6b6.json"},"markdown_url":"https://newruntime.com/posts/knowledge-graphs-drift-out-of-date-as-organizations-b8e6b6.md","next_reads":[{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/sources/","url":"https://newruntime.com/sources/","title":"Sources","reason":"See the original sources this archive cites.","media_type":"text/html"}]}