Triple

T18466677
Position Surface form Disambiguated ID Type / Status
Subject Roger W. Babson E451179 entity
Predicate wrote P2831 FINISHED
Object 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.
E1326737 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: The Future of Business | Statement: [Roger W. Babson, wrote, The Future of Business]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Future of Business
Context triple: [Roger W. Babson, wrote, The Future of Business]
  • A. Business 2.0
    Business 2.0 was a technology and business magazine that focused on innovation, startups, and the digital economy during the dot-com and early 2000s era.
  • B. The Third Wave: An Entrepreneur’s Vision of the Future
    The Third Wave: An Entrepreneur’s Vision of the Future is a business and technology book that outlines how the next era of the internet will transform major sectors like health, education, and government, and what entrepreneurs must do to succeed in it.
  • C. 2030: How Today’s Biggest Trends Will Collide and Reshape the Future of Everything
    "2030: How Today’s Biggest Trends Will Collide and Reshape the Future of Everything" is a nonfiction book that analyzes converging global trends—such as demographics, technology, and economic shifts—to forecast how they will transform society and business by the year 2030.
  • D. For Business, By Business
    "For Business, By Business" is the guiding motto of Nyenrode Business University, emphasizing its close integration with and focus on the practical needs of the business world.
  • E. The Future of Globalization
    The Future of Globalization is an influential book by economist Deepak Nayyar that analyzes how global economic integration is evolving, its impacts on developing countries, and the policy choices that will shape its trajectory.
  • 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: The Future of Business
Triple: [Roger W. Babson, wrote, The Future of Business]
Generated description
"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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Future of Business
Target entity description: "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.
  • A. Business 2.0
    Business 2.0 was a technology and business magazine that focused on innovation, startups, and the digital economy during the dot-com and early 2000s era.
  • B. The Third Wave: An Entrepreneur’s Vision of the Future
    The Third Wave: An Entrepreneur’s Vision of the Future is a business and technology book that outlines how the next era of the internet will transform major sectors like health, education, and government, and what entrepreneurs must do to succeed in it.
  • C. 2030: How Today’s Biggest Trends Will Collide and Reshape the Future of Everything
    "2030: How Today’s Biggest Trends Will Collide and Reshape the Future of Everything" is a nonfiction book that analyzes converging global trends—such as demographics, technology, and economic shifts—to forecast how they will transform society and business by the year 2030.
  • D. For Business, By Business
    "For Business, By Business" is the guiding motto of Nyenrode Business University, emphasizing its close integration with and focus on the practical needs of the business world.
  • E. The Future of Globalization
    The Future of Globalization is an influential book by economist Deepak Nayyar that analyzes how global economic integration is evolving, its impacts on developing countries, and the policy choices that will shape its trajectory.
  • 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_69d8d38465a0819099b9b42d2a662ac1 completed April 10, 2026, 10:40 a.m.
NER Named-entity recognition batch_69e52a83a27c8190aafb82f615c2dd72 completed April 19, 2026, 7:18 p.m.
NED1 Entity disambiguation (via context triple) batch_6a043f24ff448190b1b54ff5209a7b01 completed May 13, 2026, 9:06 a.m.
NEDg Description generation batch_6a0465ffc3e48190b2e69cf482e49577 completed May 13, 2026, 11:52 a.m.
NED2 Entity disambiguation (via description) batch_6a04669583fc8190b32ce936b8bb0f63 completed May 13, 2026, 11:55 a.m.
Created at: April 10, 2026, 11:34 a.m.