Triple

T146789
Position Surface form Disambiguated ID Type / Status
Subject The Art of the Deal E3347 entity
Predicate coAuthor P398 FINISHED
Object Tony Schwartz
Tony Schwartz is an American journalist and author best known for ghostwriting Donald Trump’s 1987 business memoir "The Art of the Deal."
E17433 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: Tony Schwartz | Statement: [The Art of the Deal, coAuthor, Tony Schwartz]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Tony Schwartz
Context triple: [The Art of the Deal, coAuthor, Tony Schwartz]
  • A. Frank Mankiewicz
    Frank Mankiewicz was an American journalist, political strategist, and public relations executive best known for his prominent roles in Democratic politics and media, including serving as president of National Public Radio.
  • B. Philip Handler
    Philip Handler was an influential American biochemist and longtime president of the U.S. National Academy of Sciences, recognized for his leadership in science policy and public service.
  • C. Norman Lear
    Norman Lear was an influential American television writer and producer best known for creating groundbreaking sitcoms such as "All in the Family," "The Jeffersons," and "Good Times."
  • D. Lorne Michaels
    Lorne Michaels is a Canadian-American television producer, writer, and comedian best known as the creator and longtime executive producer of the influential sketch comedy show "Saturday Night Live."
  • E. George Carlin
    George Carlin was an influential American stand-up comedian, social critic, and author known for his sharp wit, boundary-pushing routines, and incisive commentary on language, politics, and culture.
  • 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: Tony Schwartz
Triple: [The Art of the Deal, coAuthor, Tony Schwartz]
Generated description
Tony Schwartz is an American journalist and author best known for ghostwriting Donald Trump’s 1987 business memoir "The Art of the Deal."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Tony Schwartz
Target entity description: Tony Schwartz is an American journalist and author best known for ghostwriting Donald Trump’s 1987 business memoir "The Art of the Deal."
  • A. Frank Mankiewicz
    Frank Mankiewicz was an American journalist, political strategist, and public relations executive best known for his prominent roles in Democratic politics and media, including serving as president of National Public Radio.
  • B. Philip Handler
    Philip Handler was an influential American biochemist and longtime president of the U.S. National Academy of Sciences, recognized for his leadership in science policy and public service.
  • C. Norman Lear
    Norman Lear was an influential American television writer and producer best known for creating groundbreaking sitcoms such as "All in the Family," "The Jeffersons," and "Good Times."
  • D. Lorne Michaels
    Lorne Michaels is a Canadian-American television producer, writer, and comedian best known as the creator and longtime executive producer of the influential sketch comedy show "Saturday Night Live."
  • E. George Carlin
    George Carlin was an influential American stand-up comedian, social critic, and author known for his sharp wit, boundary-pushing routines, and incisive commentary on language, politics, and culture.
  • 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_69a252868de4819080e21c9938bfe8b6 completed Feb. 28, 2026, 2:27 a.m.
NER Named-entity recognition batch_69a257eba6188190a3cf99c91bf3038f completed Feb. 28, 2026, 2:50 a.m.
NED1 Entity disambiguation (via context triple) batch_69a2c2763ce481908c12046de9003a84 completed Feb. 28, 2026, 10:24 a.m.
NEDg Description generation batch_69a2c2f02810819092e3263ac91b5fe3 completed Feb. 28, 2026, 10:26 a.m.
NED2 Entity disambiguation (via description) batch_69a2c369498481908c4213b04aea9c97 completed Feb. 28, 2026, 10:28 a.m.
Created at: Feb. 28, 2026, 2:31 a.m.