Triple

T5432963
Position Surface form Disambiguated ID Type / Status
Subject Thomas Siebel E121538 entity
Predicate notableWork P4 FINISHED
Object Digital Transformation: Survive and Thrive in an Era of Mass Extinction
"Digital Transformation: Survive and Thrive in an Era of Mass Extinction" is a business and technology book by Thomas Siebel that explains how organizations can leverage cloud computing, big data, AI, and IoT to remain competitive amid rapid digital disruption.
E519908 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: Digital Transformation: Survive and Thrive in an Era of Mass Extinction | Statement: [Thomas Siebel, notableWork, Digital Transformation: Survive and Thrive in an Era of Mass Extinction]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Digital Transformation: Survive and Thrive in an Era of Mass Extinction
Context triple: [Thomas Siebel, notableWork, Digital Transformation: Survive and Thrive in an Era of Mass Extinction]
  • A. The Power of Now: How Winning Companies Sense and Respond to Change Using Real-time Technology
    "The Power of Now: How Winning Companies Sense and Respond to Change Using Real-time Technology" is a business and technology book by Vivek Ranadivé that explains how organizations can gain competitive advantage by using real-time information systems to sense and respond rapidly to changing conditions.
  • B. 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.
  • 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 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.
  • E. Reinventing Fire
    Reinventing Fire is a book by energy expert Amory B. Lovins that outlines a comprehensive roadmap for transforming the global energy system toward efficiency and renewable sources without economic sacrifice.
  • 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: Digital Transformation: Survive and Thrive in an Era of Mass Extinction
Triple: [Thomas Siebel, notableWork, Digital Transformation: Survive and Thrive in an Era of Mass Extinction]
Generated description
"Digital Transformation: Survive and Thrive in an Era of Mass Extinction" is a business and technology book by Thomas Siebel that explains how organizations can leverage cloud computing, big data, AI, and IoT to remain competitive amid rapid digital disruption.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Digital Transformation: Survive and Thrive in an Era of Mass Extinction
Target entity description: "Digital Transformation: Survive and Thrive in an Era of Mass Extinction" is a business and technology book by Thomas Siebel that explains how organizations can leverage cloud computing, big data, AI, and IoT to remain competitive amid rapid digital disruption.
  • A. The Power of Now: How Winning Companies Sense and Respond to Change Using Real-time Technology
    "The Power of Now: How Winning Companies Sense and Respond to Change Using Real-time Technology" is a business and technology book by Vivek Ranadivé that explains how organizations can gain competitive advantage by using real-time information systems to sense and respond rapidly to changing conditions.
  • B. 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.
  • 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 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.
  • E. Reinventing Fire
    Reinventing Fire is a book by energy expert Amory B. Lovins that outlines a comprehensive roadmap for transforming the global energy system toward efficiency and renewable sources without economic sacrifice.
  • 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_69bd463c65f0819082ee6483ab4b466a completed March 20, 2026, 1:06 p.m.
NER Named-entity recognition batch_69bd8840ade481909dae2eecc77d73b8 completed March 20, 2026, 5:47 p.m.
NED1 Entity disambiguation (via context triple) batch_69bf3accb6748190989257c3b991a760 completed March 22, 2026, 12:41 a.m.
NEDg Description generation batch_69bf3b72f1fc8190a2fbc516cf75abdb completed March 22, 2026, 12:44 a.m.
NED2 Entity disambiguation (via description) batch_69bf3f44fdd08190bb9ba0e10e4410af completed March 22, 2026, 1 a.m.
Created at: March 20, 2026, 2:06 p.m.