Triple

T18783047
Position Surface form Disambiguated ID Type / Status
Subject Jim Collins E459306 entity
Predicate notableWork P4 FINISHED
Object Beyond Entrepreneurship
Beyond Entrepreneurship is a business and leadership book that offers practical frameworks and guidance for building and sustaining visionary, high-performing companies.
E1342570 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: Beyond Entrepreneurship | Statement: [Jim Collins, notableWork, Beyond Entrepreneurship]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Beyond Entrepreneurship
Context triple: [Jim Collins, notableWork, Beyond Entrepreneurship]
  • A. The Future of Business
    "The Future of Business" is a book by American entrepreneur and economist Roger W. Babson that explores trends and principles shaping the evolution of commerce and industry.
  • B. Entrepreneurship and Innovation
    Entrepreneurship and Innovation is an academic department focused on teaching and researching how new ventures, creative business models, and innovative practices are developed and managed.
  • C. Beyond Business (memoir)
    Beyond Business is a memoir by Lord Browne of Madingley, the former CEO of BP, reflecting on his life, leadership, and experiences in the global energy industry.
  • D. World Changers: 25 Entrepreneurs Who Changed Business as We Knew It
    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.
  • E. Competition and Entrepreneurship
    Competition and Entrepreneurship is a seminal book in Austrian economics that analyzes how entrepreneurial discovery drives market processes, coordination, and competition.
  • 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: Beyond Entrepreneurship
Triple: [Jim Collins, notableWork, Beyond Entrepreneurship]
Generated description
Beyond Entrepreneurship is a business and leadership book that offers practical frameworks and guidance for building and sustaining visionary, high-performing companies.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Beyond Entrepreneurship
Target entity description: Beyond Entrepreneurship is a business and leadership book that offers practical frameworks and guidance for building and sustaining visionary, high-performing companies.
  • A. The Future of Business
    "The Future of Business" is a book by American entrepreneur and economist Roger W. Babson that explores trends and principles shaping the evolution of commerce and industry.
  • B. Entrepreneurship and Innovation
    Entrepreneurship and Innovation is an academic department focused on teaching and researching how new ventures, creative business models, and innovative practices are developed and managed.
  • C. Beyond Business (memoir)
    Beyond Business is a memoir by Lord Browne of Madingley, the former CEO of BP, reflecting on his life, leadership, and experiences in the global energy industry.
  • D. World Changers: 25 Entrepreneurs Who Changed Business as We Knew It
    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.
  • E. Competition and Entrepreneurship
    Competition and Entrepreneurship is a seminal book in Austrian economics that analyzes how entrepreneurial discovery drives market processes, coordination, and competition.
  • 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_69d8d396f54c8190ba49db31e8743842 completed April 10, 2026, 10:40 a.m.
NER Named-entity recognition batch_69e5977f34e48190a9932af330ea4f92 completed April 20, 2026, 3:03 a.m.
NED1 Entity disambiguation (via context triple) batch_6a054718db388190aa9beeffa47486d5 completed May 14, 2026, 3:52 a.m.
NEDg Description generation batch_6a05494df63081909b1f6d64ae3a949b completed May 14, 2026, 4:02 a.m.
NED2 Entity disambiguation (via description) batch_6a0549acb4c88190adc1ffbd00d66ce7 completed May 14, 2026, 4:03 a.m.
Created at: April 10, 2026, 11:52 a.m.