Triple

T15910537
Position Surface form Disambiguated ID Type / Status
Subject Graham Holdings Company E385835 entity
Predicate keyPerson P256 FINISHED
Object Timothy J. O’Shaughnessy
Timothy J. O’Shaughnessy is an American business executive best known as the president and CEO of Graham Holdings Company and co-founder and former CEO of the social discovery platform LivingSocial.
E1183777 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 | Statement: [Graham Holdings Company, keyPerson, Timothy J. O’Shaughnessy]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Timothy J. O’Shaughnessy
Context triple: [Graham Holdings Company, keyPerson, Timothy J. O’Shaughnessy]
  • A. Bob Feerick
    Bob Feerick was an early professional basketball star and player-coach in the Basketball Association of America (a precursor to the NBA), known for his scoring and leadership in the late 1940s.
  • B. Timothy J. Geraghty
    Timothy J. Geraghty is a retired U.S. Marine Corps general best known for commanding American forces during the Multinational Force in Lebanon deployment in the early 1980s.
  • C. Jonathan T. Taplin
    Jonathan T. Taplin is an American film producer, media scholar, and author known for his work with director Martin Scorsese and his critiques of the digital economy.
  • D. Jeffrey L. Kimball
    Jeffrey L. Kimball is an American cinematographer known for his work on high-profile action films, including "The Expendables" and several collaborations with director Tony Scott.
  • E. Mario J. Gabelli
    Mario J. Gabelli is an American billionaire investor, mutual fund manager, and philanthropist known for founding the investment firm GAMCO Investors and for his major contributions to business education.
  • 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
Triple: [Graham Holdings Company, keyPerson, Timothy J. O’Shaughnessy]
Generated description
Timothy J. O’Shaughnessy is an American business executive best known as the president and CEO of Graham Holdings Company and co-founder and former CEO of the social discovery platform LivingSocial.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Timothy J. O’Shaughnessy
Target entity description: Timothy J. O’Shaughnessy is an American business executive best known as the president and CEO of Graham Holdings Company and co-founder and former CEO of the social discovery platform LivingSocial.
  • A. Bob Feerick
    Bob Feerick was an early professional basketball star and player-coach in the Basketball Association of America (a precursor to the NBA), known for his scoring and leadership in the late 1940s.
  • B. Timothy J. Geraghty
    Timothy J. Geraghty is a retired U.S. Marine Corps general best known for commanding American forces during the Multinational Force in Lebanon deployment in the early 1980s.
  • C. Jonathan T. Taplin
    Jonathan T. Taplin is an American film producer, media scholar, and author known for his work with director Martin Scorsese and his critiques of the digital economy.
  • D. Jeffrey L. Kimball
    Jeffrey L. Kimball is an American cinematographer known for his work on high-profile action films, including "The Expendables" and several collaborations with director Tony Scott.
  • E. Mario J. Gabelli
    Mario J. Gabelli is an American billionaire investor, mutual fund manager, and philanthropist known for founding the investment firm GAMCO Investors and for his major contributions to business education.
  • 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.