Triple

T13844396
Position Surface form Disambiguated ID Type / Status
Subject Dov Frohman E332753 entity
Predicate authored P80 FINISHED
Object Leadership the Hard Way: Why Leadership Can’t Be Taught and How You Can Learn It Anyway
"Leadership the Hard Way: Why Leadership Can’t Be Taught and How You Can Learn It Anyway" is a leadership book that blends personal experience, management insight, and unconventional wisdom to argue that real leadership is developed through challenging, real-world situations rather than formal instruction.
E1064361 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: Leadership the Hard Way: Why Leadership Can’t Be Taught and How You Can Learn It Anyway | Statement: [Dov Frohman, authored, Leadership the Hard Way: Why Leadership Can’t Be Taught and How You Can Learn It Anyway]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Leadership the Hard Way: Why Leadership Can’t Be Taught and How You Can Learn It Anyway
Context triple: [Dov Frohman, authored, Leadership the Hard Way: Why Leadership Can’t Be Taught and How You Can Learn It Anyway]
  • A. The Contrarian’s Guide to Leadership
    The Contrarian’s Guide to Leadership is a management and leadership book that challenges conventional wisdom by offering unconventional, experience-based advice for effective leadership in complex organizations.
  • B. Wooden on Leadership
    Wooden on Leadership is a book in which legendary basketball coach John Wooden distills his philosophy on leadership, character, and team success.
  • C. Leadership BS: Fixing Workplaces and Careers One Truth at a Time
    "Leadership BS: Fixing Workplaces and Careers One Truth at a Time" is a critical book by organizational theorist Jeffrey Pfeffer that challenges popular leadership myths and exposes how common management practices often harm employees and organizations.
  • D. It Worked for Me: In Life and Leadership
    "It Worked for Me: In Life and Leadership" is a memoir and leadership guide by Colin Powell that shares lessons and anecdotes from his military and public service career.
  • E. Principle-Centered Leadership
    Principle-Centered Leadership is a leadership philosophy and framework by Stephen R. Covey that emphasizes guiding decisions and behavior through timeless, universal principles such as integrity, responsibility, and service.
  • 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: Leadership the Hard Way: Why Leadership Can’t Be Taught and How You Can Learn It Anyway
Triple: [Dov Frohman, authored, Leadership the Hard Way: Why Leadership Can’t Be Taught and How You Can Learn It Anyway]
Generated description
"Leadership the Hard Way: Why Leadership Can’t Be Taught and How You Can Learn It Anyway" is a leadership book that blends personal experience, management insight, and unconventional wisdom to argue that real leadership is developed through challenging, real-world situations rather than formal instruction.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Leadership the Hard Way: Why Leadership Can’t Be Taught and How You Can Learn It Anyway
Target entity description: "Leadership the Hard Way: Why Leadership Can’t Be Taught and How You Can Learn It Anyway" is a leadership book that blends personal experience, management insight, and unconventional wisdom to argue that real leadership is developed through challenging, real-world situations rather than formal instruction.
  • A. The Contrarian’s Guide to Leadership
    The Contrarian’s Guide to Leadership is a management and leadership book that challenges conventional wisdom by offering unconventional, experience-based advice for effective leadership in complex organizations.
  • B. Wooden on Leadership
    Wooden on Leadership is a book in which legendary basketball coach John Wooden distills his philosophy on leadership, character, and team success.
  • C. Leadership BS: Fixing Workplaces and Careers One Truth at a Time
    "Leadership BS: Fixing Workplaces and Careers One Truth at a Time" is a critical book by organizational theorist Jeffrey Pfeffer that challenges popular leadership myths and exposes how common management practices often harm employees and organizations.
  • D. It Worked for Me: In Life and Leadership
    "It Worked for Me: In Life and Leadership" is a memoir and leadership guide by Colin Powell that shares lessons and anecdotes from his military and public service career.
  • E. Principle-Centered Leadership
    Principle-Centered Leadership is a leadership philosophy and framework by Stephen R. Covey that emphasizes guiding decisions and behavior through timeless, universal principles such as integrity, responsibility, and service.
  • 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_69d81c5ba13c8190839315f54768acfd completed April 9, 2026, 9:38 p.m.
NER Named-entity recognition batch_69de02b1a25c8190a9f85ba43c421188 completed April 14, 2026, 9:02 a.m.
NED1 Entity disambiguation (via context triple) batch_69f7b8f87c188190b90faf7678cb9ad4 completed May 3, 2026, 9:07 p.m.
NEDg Description generation batch_69f7b9da1f848190a0c7e8d8a2b0954d completed May 3, 2026, 9:10 p.m.
NED2 Entity disambiguation (via description) batch_69f7bbf47c888190be32a4105903120a completed May 3, 2026, 9:19 p.m.
Created at: April 9, 2026, 10:13 p.m.