Triple

T3166334
Position Surface form Disambiguated ID Type / Status
Subject Mauro F. Guillén E66219 entity
Predicate notableWork P4 FINISHED
Object 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.
E333992 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: 2030: How Today’s Biggest Trends Will Collide and Reshape the Future of Everything | Statement: [Mauro F. Guillén, notableWork, 2030: How Today’s Biggest Trends Will Collide and Reshape the Future of Everything]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: 2030: How Today’s Biggest Trends Will Collide and Reshape the Future of Everything
Context triple: [Mauro F. Guillén, notableWork, 2030: How Today’s Biggest Trends Will Collide and Reshape the Future of Everything]
  • A. The Coming Wave: Technology, Power, and the Twenty-First Century’s Greatest Dilemma
    "The Coming Wave: Technology, Power, and the Twenty-First Century’s Greatest Dilemma" is a nonfiction book that examines how rapidly advancing technologies like artificial intelligence and synthetic biology could destabilize global systems and explores how society might govern these forces responsibly.
  • 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. The Decline and Rise of the Consumer
    "The Decline and Rise of the Consumer" is a work by philosopher and cultural pluralism advocate Horace M. Kallen that examines the role, power, and rights of consumers within modern industrial and democratic society.
  • D. The Future of Power
    The Future of Power is a book by political scientist Joseph S. Nye Jr. that analyzes how globalization and technological change are transforming the nature and distribution of power in international relations.
  • E. The Future of Ideas
    The Future of Ideas is a book by legal scholar Lawrence Lessig that examines how excessive intellectual property regulation threatens innovation, creativity, and the openness of the digital commons.
  • 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: 2030: How Today’s Biggest Trends Will Collide and Reshape the Future of Everything
Triple: [Mauro F. Guillén, notableWork, 2030: How Today’s Biggest Trends Will Collide and Reshape the Future of Everything]
Generated description
"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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: 2030: How Today’s Biggest Trends Will Collide and Reshape the Future of Everything
Target entity description: "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.
  • A. The Coming Wave: Technology, Power, and the Twenty-First Century’s Greatest Dilemma
    "The Coming Wave: Technology, Power, and the Twenty-First Century’s Greatest Dilemma" is a nonfiction book that examines how rapidly advancing technologies like artificial intelligence and synthetic biology could destabilize global systems and explores how society might govern these forces responsibly.
  • 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. The Decline and Rise of the Consumer
    "The Decline and Rise of the Consumer" is a work by philosopher and cultural pluralism advocate Horace M. Kallen that examines the role, power, and rights of consumers within modern industrial and democratic society.
  • D. The Future of Power
    The Future of Power is a book by political scientist Joseph S. Nye Jr. that analyzes how globalization and technological change are transforming the nature and distribution of power in international relations.
  • E. The Future of Ideas
    The Future of Ideas is a book by legal scholar Lawrence Lessig that examines how excessive intellectual property regulation threatens innovation, creativity, and the openness of the digital commons.
  • 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_69ad8585d7988190af37365331093ccd completed March 8, 2026, 2:19 p.m.
NER Named-entity recognition batch_69ada643e3e481908f4526d66e36e150 completed March 8, 2026, 4:39 p.m.
NED1 Entity disambiguation (via context triple) batch_69b235e108cc81909d5733bd00cb0bee completed March 12, 2026, 3:41 a.m.
NEDg Description generation batch_69b2372a54a481908a4a954b8986aad7 completed March 12, 2026, 3:46 a.m.
NED2 Entity disambiguation (via description) batch_69b23806a3c8819096069982b3612730 completed March 12, 2026, 3:50 a.m.
Created at: March 8, 2026, 3:06 p.m.