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.