Triple

T13860523
Position Surface form Disambiguated ID Type / Status
Subject Guy Kawasaki E333182 entity
Predicate notableWork P4 FINISHED
Object Enchantment: The Art of Changing Hearts, Minds, and Actions
*Enchantment: The Art of Changing Hearts, Minds, and Actions* is a business and marketing book by Guy Kawasaki that explains how to ethically persuade and inspire others to embrace ideas, products, and causes.
E1066149 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: Enchantment: The Art of Changing Hearts, Minds, and Actions | Statement: [Guy Kawasaki, notableWork, Enchantment: The Art of Changing Hearts, Minds, and Actions]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Enchantment: The Art of Changing Hearts, Minds, and Actions
Context triple: [Guy Kawasaki, notableWork, Enchantment: The Art of Changing Hearts, Minds, and Actions]
  • A. How to Talk Dirty and Influence People
    "How to Talk Dirty and Influence People" is the provocative, semi-autobiographical memoir by groundbreaking American comedian Lenny Bruce, chronicling his life, career, and battles over free speech and censorship.
  • B. How Change Happens
    How Change Happens is a book by legal scholar Cass Sunstein that explores the psychological, social, and institutional dynamics that drive large-scale social and political change.
  • C. Nudge
    Nudge is a talkative, tech-savvy, winged girl and member of the mutant "Flock" in James Patterson’s Maximum Ride series.
  • D. What You Can Change and What You Can’t
    "What You Can Change and What You Can’t" is a psychology book by Martin Seligman that explains which emotional and behavioral problems are realistically treatable and which are largely resistant to change, based on scientific research.
  • E. How to Win Friends and Influence People
    How to Win Friends and Influence People is a classic self-help book that teaches practical techniques for improving interpersonal skills, building relationships, and positively influencing others.
  • 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: Enchantment: The Art of Changing Hearts, Minds, and Actions
Triple: [Guy Kawasaki, notableWork, Enchantment: The Art of Changing Hearts, Minds, and Actions]
Generated description
*Enchantment: The Art of Changing Hearts, Minds, and Actions* is a business and marketing book by Guy Kawasaki that explains how to ethically persuade and inspire others to embrace ideas, products, and causes.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Enchantment: The Art of Changing Hearts, Minds, and Actions
Target entity description: *Enchantment: The Art of Changing Hearts, Minds, and Actions* is a business and marketing book by Guy Kawasaki that explains how to ethically persuade and inspire others to embrace ideas, products, and causes.
  • A. How to Talk Dirty and Influence People
    "How to Talk Dirty and Influence People" is the provocative, semi-autobiographical memoir by groundbreaking American comedian Lenny Bruce, chronicling his life, career, and battles over free speech and censorship.
  • B. How Change Happens
    How Change Happens is a book by legal scholar Cass Sunstein that explores the psychological, social, and institutional dynamics that drive large-scale social and political change.
  • C. Nudge
    Nudge is a talkative, tech-savvy, winged girl and member of the mutant "Flock" in James Patterson’s Maximum Ride series.
  • D. What You Can Change and What You Can’t
    "What You Can Change and What You Can’t" is a psychology book by Martin Seligman that explains which emotional and behavioral problems are realistically treatable and which are largely resistant to change, based on scientific research.
  • E. How to Win Friends and Influence People
    How to Win Friends and Influence People is a classic self-help book that teaches practical techniques for improving interpersonal skills, building relationships, and positively influencing others.
  • 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_69d81c5ced9c8190b0e9bcc6effe5959 completed April 9, 2026, 9:38 p.m.
NER Named-entity recognition batch_69de02de38e48190b6ead95561031c32 completed April 14, 2026, 9:03 a.m.
NED1 Entity disambiguation (via context triple) batch_69f7c0fd3ffc8190965a730843411b80 completed May 3, 2026, 9:41 p.m.
NEDg Description generation batch_69f7c1e73fb481909f89ab3c0e9fb7d0 completed May 3, 2026, 9:45 p.m.
NED2 Entity disambiguation (via description) batch_69f7c3396f7c8190987079bf24ac8695 completed May 3, 2026, 9:50 p.m.
Created at: April 9, 2026, 10:14 p.m.