Triple

T17264764
Position Surface form Disambiguated ID Type / Status
Subject John A. Byrne E419095 entity
Predicate notableWork P4 FINISHED
Object World Changers: 25 Entrepreneurs Who Changed Business as We Knew It E1259966 NE FINISHED

How this triple was built (2 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: World Changers: 25 Entrepreneurs Who Changed Business as We Knew It | Statement: [John A. Byrne, notableWork, World Changers: 25 Entrepreneurs Who Changed Business as We Knew It]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: World Changers: 25 Entrepreneurs Who Changed Business as We Knew It
Context triple: [John A. Byrne, notableWork, World Changers: 25 Entrepreneurs Who Changed Business as We Knew It]
  • A. World Changers: 25 Entrepreneurs Who Changed Business as We Knew It chosen
    World Changers: 25 Entrepreneurs Who Changed Business as We Knew It is a business book profiling influential entrepreneurs whose innovations and leadership significantly reshaped modern commerce and industry.
  • B. “Moonshot!: Game-Changing Strategies to Build Billion-Dollar Businesses”
    “Moonshot!: Game-Changing Strategies to Build Billion-Dollar Businesses” is a business and leadership book that distills former Apple CEO John Sculley’s insights on innovation, disruptive strategy, and scaling companies to massive growth.
  • C. The Untold Story of How Salesforce.com Went from Idea to Billion-Dollar Company—and Revolutionized an Industry
    "The Untold Story of How Salesforce.com Went from Idea to Billion-Dollar Company—and Revolutionized an Industry" is the subtitle of Marc Benioff’s business book "Behind the Cloud," which chronicles the creation and disruptive growth of Salesforce.com and the broader impact of cloud computing on the software industry.
  • D. Zero to One
    "Zero to One" is a bestselling business and startup book by entrepreneur and investor Peter Thiel that explores how to build innovative companies that create entirely new markets rather than competing in existing ones.
  • E. The Innovation Stack: Building an Unbeatable Business One Crazy Idea at a Time
    The Innovation Stack: Building an Unbeatable Business One Crazy Idea at a Time is a business book by Square cofounder Jim McKelvey that explores how a series of unconventional, interlocking innovations can create companies that are difficult to compete with.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.

Provenance (3 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_69d886d9ab108190b70edd8d17aa1204 completed April 10, 2026, 5:12 a.m.
NER Named-entity recognition batch_69e42f4432fc81908fd90865822af1fa completed April 19, 2026, 1:26 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0180ce69d08190aa254f219a572a92 completed May 11, 2026, 7:10 a.m.
Created at: April 10, 2026, 5:40 a.m.