Triple

T15910538
Position Surface form Disambiguated ID Type / Status
Subject Graham Holdings Company E385835 entity
Predicate positionHeld P8 FINISHED
Object Timothy J. O’Shaughnessy – President and CEO
Timothy J. O’Shaughnessy is an American business executive best known for leading Graham Holdings Company as its president and chief executive officer and previously co-founding and running the deals website LivingSocial.
E1183778 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: Timothy J. O’Shaughnessy – President and CEO | Statement: [Graham Holdings Company, positionHeld, Timothy J. O’Shaughnessy – President and CEO]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Timothy J. O’Shaughnessy – President and CEO
Context triple: [Graham Holdings Company, positionHeld, Timothy J. O’Shaughnessy – President and CEO]
  • A. Greg Maffei, President and CEO
    Greg Maffei is an American business executive known for leading Liberty Media and overseeing its diverse portfolio of media, communications, and entertainment companies.
  • B. Timothy P. Boyle – Chief Executive Officer
    Timothy P. Boyle is the longtime CEO of Columbia Sportswear, known for leading the outdoor apparel company’s growth into a major global brand.
  • C. Josh Bayliss – Chief Executive Officer
    Josh Bayliss is a British business executive best known as the long-serving Chief Executive Officer of Richard Branson’s Virgin Group, overseeing its global portfolio of companies and investments.
  • D. Robert H. Kurnick Jr., President
    Robert H. Kurnick Jr. is a senior American business executive best known for his leadership role at Penske Automotive Group, a major international transportation services company.
  • E. David L. Gitlin – Chief Executive Officer
    David L. Gitlin is an American business executive who serves as the chief executive officer of Carrier Global Corporation, a leading provider of heating, ventilation, air conditioning, and refrigeration solutions.
  • 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: Timothy J. O’Shaughnessy – President and CEO
Triple: [Graham Holdings Company, positionHeld, Timothy J. O’Shaughnessy – President and CEO]
Generated description
Timothy J. O’Shaughnessy is an American business executive best known for leading Graham Holdings Company as its president and chief executive officer and previously co-founding and running the deals website LivingSocial.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Timothy J. O’Shaughnessy – President and CEO
Target entity description: Timothy J. O’Shaughnessy is an American business executive best known for leading Graham Holdings Company as its president and chief executive officer and previously co-founding and running the deals website LivingSocial.
  • A. Greg Maffei, President and CEO
    Greg Maffei is an American business executive known for leading Liberty Media and overseeing its diverse portfolio of media, communications, and entertainment companies.
  • B. Timothy P. Boyle – Chief Executive Officer
    Timothy P. Boyle is the longtime CEO of Columbia Sportswear, known for leading the outdoor apparel company’s growth into a major global brand.
  • C. Josh Bayliss – Chief Executive Officer
    Josh Bayliss is a British business executive best known as the long-serving Chief Executive Officer of Richard Branson’s Virgin Group, overseeing its global portfolio of companies and investments.
  • D. Robert H. Kurnick Jr., President
    Robert H. Kurnick Jr. is a senior American business executive best known for his leadership role at Penske Automotive Group, a major international transportation services company.
  • E. David L. Gitlin – Chief Executive Officer
    David L. Gitlin is an American business executive who serves as the chief executive officer of Carrier Global Corporation, a leading provider of heating, ventilation, air conditioning, and refrigeration solutions.
  • 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.