Triple

T12874513
Position Surface form Disambiguated ID Type / Status
Subject Ray Kroc E307929 entity
Predicate autobiography P6570 FINISHED
Object Grinding It Out: The Making of McDonald's
"Grinding It Out: The Making of McDonald's" is Ray Kroc's memoir recounting how he transformed a small hamburger stand into the global McDonald's fast-food empire.
E1007550 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: Grinding It Out: The Making of McDonald's | Statement: [Ray Kroc, autobiography, Grinding It Out: The Making of McDonald's]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Grinding It Out: The Making of McDonald's
Context triple: [Ray Kroc, autobiography, Grinding It Out: The Making of McDonald's]
  • A. Goodbye History, Hello Hamburger
    "Goodbye History, Hello Hamburger" is a landmark critical essay by architecture critic Ada Louise Huxtable that sharply critiques the commercialization and destruction of historic urban environments in favor of banal, profit-driven development.
  • B. Pour Your Heart Into It: How Starbucks Built a Company One Cup at a Time
    Pour Your Heart Into It: How Starbucks Built a Company One Cup at a Time is a business memoir in which Starbucks CEO Howard Schultz recounts the company’s growth and shares his philosophy on leadership, brand-building, and values-driven entrepreneurship.
  • C. Onward: How Starbucks Fought for Its Life without Losing Its Soul
    "Onward: How Starbucks Fought for Its Life without Losing Its Soul" is a memoir and business book by Howard Schultz that chronicles Starbucks’ turnaround during the late-2000s financial crisis and explores how the company sought to revive growth while preserving its core values.
  • D. Fast Food Nation
    Fast Food Nation is an investigative non-fiction book by Eric Schlosser that critically examines the American fast food industry and its social, economic, and health impacts.
  • E. Burger Wars
    Burger Wars is a controversial Judge Dredd storyline from the "Cursed Earth" saga that parodies fast-food corporations, leading to its censorship in certain editions.
  • 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: Grinding It Out: The Making of McDonald's
Triple: [Ray Kroc, autobiography, Grinding It Out: The Making of McDonald's]
Generated description
"Grinding It Out: The Making of McDonald's" is Ray Kroc's memoir recounting how he transformed a small hamburger stand into the global McDonald's fast-food empire.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Grinding It Out: The Making of McDonald's
Target entity description: "Grinding It Out: The Making of McDonald's" is Ray Kroc's memoir recounting how he transformed a small hamburger stand into the global McDonald's fast-food empire.
  • A. Goodbye History, Hello Hamburger
    "Goodbye History, Hello Hamburger" is a landmark critical essay by architecture critic Ada Louise Huxtable that sharply critiques the commercialization and destruction of historic urban environments in favor of banal, profit-driven development.
  • B. Pour Your Heart Into It: How Starbucks Built a Company One Cup at a Time
    Pour Your Heart Into It: How Starbucks Built a Company One Cup at a Time is a business memoir in which Starbucks CEO Howard Schultz recounts the company’s growth and shares his philosophy on leadership, brand-building, and values-driven entrepreneurship.
  • C. Onward: How Starbucks Fought for Its Life without Losing Its Soul
    "Onward: How Starbucks Fought for Its Life without Losing Its Soul" is a memoir and business book by Howard Schultz that chronicles Starbucks’ turnaround during the late-2000s financial crisis and explores how the company sought to revive growth while preserving its core values.
  • D. Fast Food Nation
    Fast Food Nation is an investigative non-fiction book by Eric Schlosser that critically examines the American fast food industry and its social, economic, and health impacts.
  • E. Burger Wars
    Burger Wars is a controversial Judge Dredd storyline from the "Cursed Earth" saga that parodies fast-food corporations, leading to its censorship in certain editions.
  • 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_69d7bdf69bc48190af6c2621f28ca351 completed April 9, 2026, 2:55 p.m.
NER Named-entity recognition batch_69d970f97f9c81908c75259a4cab1d3c completed April 10, 2026, 9:51 p.m.
NED1 Entity disambiguation (via context triple) batch_69f69bb679f88190a1799b73c3f738b6 completed May 3, 2026, 12:49 a.m.
NEDg Description generation batch_69f69fb238f08190a0c63d71bfbe4529 completed May 3, 2026, 1:06 a.m.
NED2 Entity disambiguation (via description) batch_69f6a087120c81908644ed732eff4d99 completed May 3, 2026, 1:10 a.m.
Created at: April 9, 2026, 5:38 p.m.