Triple

T8742421
Position Surface form Disambiguated ID Type / Status
Subject Leonard Mlodinow E207534 entity
Predicate notableWork P4 FINISHED
Object Elastic: Flexible Thinking in a Time of Change
Elastic: Flexible Thinking in a Time of Change is a popular science book by Leonard Mlodinow that explores how adaptive, non-linear thinking helps people and organizations navigate rapid change and uncertainty.
E754480 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: Elastic: Flexible Thinking in a Time of Change | Statement: [Leonard Mlodinow, notableWork, Elastic: Flexible Thinking in a Time of Change]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Elastic: Flexible Thinking in a Time of Change
Context triple: [Leonard Mlodinow, notableWork, Elastic: Flexible Thinking in a Time of Change]
  • 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. Be Fearless principles for innovation and social change
    Be Fearless principles for innovation and social change is a framework developed by philanthropist Jean Case that encourages bold risk-taking, experimentation, and resilience to drive transformative social impact.
  • C. Five Minds for the Future
    Five Minds for the Future is a book by psychologist Howard Gardner that outlines five essential cognitive approaches—disciplined, synthesizing, creating, respectful, and ethical minds—needed to thrive in the 21st century.
  • D. The Innovator's Solution
    The Innovator's Solution is a business strategy book that expands on the theory of disruptive innovation, offering managers practical guidance on how established companies can create and sustain new growth.
  • E. The Innovator's Dilemma
    The Innovator's Dilemma is a seminal business book that explains how successful companies can fail by ignoring disruptive innovations that initially appear inferior but eventually transform entire industries.
  • 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: Elastic: Flexible Thinking in a Time of Change
Triple: [Leonard Mlodinow, notableWork, Elastic: Flexible Thinking in a Time of Change]
Generated description
Elastic: Flexible Thinking in a Time of Change is a popular science book by Leonard Mlodinow that explores how adaptive, non-linear thinking helps people and organizations navigate rapid change and uncertainty.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Elastic: Flexible Thinking in a Time of Change
Target entity description: Elastic: Flexible Thinking in a Time of Change is a popular science book by Leonard Mlodinow that explores how adaptive, non-linear thinking helps people and organizations navigate rapid change and uncertainty.
  • 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. Be Fearless principles for innovation and social change
    Be Fearless principles for innovation and social change is a framework developed by philanthropist Jean Case that encourages bold risk-taking, experimentation, and resilience to drive transformative social impact.
  • C. Five Minds for the Future
    Five Minds for the Future is a book by psychologist Howard Gardner that outlines five essential cognitive approaches—disciplined, synthesizing, creating, respectful, and ethical minds—needed to thrive in the 21st century.
  • D. The Innovator's Solution
    The Innovator's Solution is a business strategy book that expands on the theory of disruptive innovation, offering managers practical guidance on how established companies can create and sustain new growth.
  • E. The Innovator's Dilemma
    The Innovator's Dilemma is a seminal business book that explains how successful companies can fail by ignoring disruptive innovations that initially appear inferior but eventually transform entire industries.
  • 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_69ca835a03a081909d4d4cd01a18c9fb completed March 30, 2026, 2:06 p.m.
NER Named-entity recognition batch_69cc5d6fd5dc8190906b7147f27c5d46 completed March 31, 2026, 11:49 p.m.
NED1 Entity disambiguation (via context triple) batch_69cf42f282e48190ad158063e265e0f0 completed April 3, 2026, 4:32 a.m.
NEDg Description generation batch_69cf4433605c8190991f95d19726cab8 completed April 3, 2026, 4:38 a.m.
NED2 Entity disambiguation (via description) batch_69cf44c20b408190b622d18f78277802 completed April 3, 2026, 4:40 a.m.
Created at: March 30, 2026, 6:38 p.m.