Triple

T15910546
Position Surface form Disambiguated ID Type / Status
Subject Graham Holdings Company E385835 entity
Predicate hasBusinessDivision P7588 FINISHED
Object SocialCode (historical)
SocialCode (historical) was a digital marketing and advertising technology company that specialized in data-driven social media and programmatic ad solutions for major brands.
 E1183781 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: SocialCode (historical) | Statement: [Graham Holdings Company, hasBusinessDivision, SocialCode (historical)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: SocialCode (historical)
Context triple: [Graham Holdings Company, hasBusinessDivision, SocialCode (historical)]
  • A. Social Code Book I
    Social Code Book I is a key part of Germany’s Social Code that regulates general provisions and foundational principles for the country’s social security system.
  • B. Social Code Book X
    Social Code Book X is a volume of Germany’s Social Code that regulates a specific area of the country’s social security and welfare system.
  • C. Internet Hall of Fame
    The Internet Hall of Fame is an honorary institution that recognizes individuals who have made extraordinary contributions to the development, advancement, and global growth of the Internet.
  • D. Technoseum
    Technoseum is a major museum of technology and social history in Mannheim, Germany, showcasing the development of industry, science, and everyday life.
  • E. Code for America
    Code for America is a nonprofit organization that partners with governments to improve public services through user-centered design, open-source technology, and civic tech innovation.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: SocialCode (historical)
Triple: [Graham Holdings Company, hasBusinessDivision, SocialCode (historical)]
Generated description
SocialCode (historical) was a digital marketing and advertising technology company that specialized in data-driven social media and programmatic ad solutions for major brands.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: SocialCode (historical)
Target entity description: SocialCode (historical) was a digital marketing and advertising technology company that specialized in data-driven social media and programmatic ad solutions for major brands.
  • A. Social Code Book I
    Social Code Book I is a key part of Germany’s Social Code that regulates general provisions and foundational principles for the country’s social security system.
  • B. Social Code Book X
    Social Code Book X is a volume of Germany’s Social Code that regulates a specific area of the country’s social security and welfare system.
  • C. Internet Hall of Fame
    The Internet Hall of Fame is an honorary institution that recognizes individuals who have made extraordinary contributions to the development, advancement, and global growth of the Internet.
  • D. Technoseum
    Technoseum is a major museum of technology and social history in Mannheim, Germany, showcasing the development of industry, science, and everyday life.
  • E. Code for America
    Code for America is a nonprofit organization that partners with governments to improve public services through user-centered design, open-source technology, and civic tech innovation.
  • F. None of above. chosen

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69d86da686e4819097cbf3b1fc2d881d completed April 10, 2026, 3:25 a.m.
NER Named-entity recognition batch_69e1565ea7a8819097efffda366b5245 completed April 16, 2026, 9:36 p.m.
NED1 Entity disambiguation (via context triple) batch_69ffb05750ac81908860143f4ca26cc7 completed May 9, 2026, 10:08 p.m.
NEDg Description generation batch_69ffb110a5b88190904f763057e8eb1e completed May 9, 2026, 10:11 p.m.
NED2 Entity disambiguation (via description) batch_69ffb1a5e9b88190b790c81b9500c2ac completed May 9, 2026, 10:13 p.m.
Created at: April 10, 2026, 4:52 a.m.