Triple

T8800711
Position Surface form Disambiguated ID Type / Status
Subject Paul Polman E209398 entity
Predicate notableWork P4 FINISHED
Object Net Positive: How Courageous Companies Thrive by Giving More Than They Take
Net Positive: How Courageous Companies Thrive by Giving More Than They Take is a business and leadership book that outlines how companies can achieve long-term success by creating value for society and the environment rather than focusing solely on short-term profit.
E759301 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: Net Positive: How Courageous Companies Thrive by Giving More Than They Take | Statement: [Paul Polman, notableWork, Net Positive: How Courageous Companies Thrive by Giving More Than They Take]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Net Positive: How Courageous Companies Thrive by Giving More Than They Take
Context triple: [Paul Polman, notableWork, Net Positive: How Courageous Companies Thrive by Giving More Than They Take]
  • A. Conscious Capitalism: Liberating the Heroic Spirit of Business
    Conscious Capitalism: Liberating the Heroic Spirit of Business is a business and leadership book by Whole Foods Market co-founder John Mackey that advocates for purpose-driven, ethical, and stakeholder-oriented approaches to capitalism.
  • B. Delivering Happiness: A Path to Profits, Passion, and Purpose
    "Delivering Happiness: A Path to Profits, Passion, and Purpose" is a business and leadership book by Zappos CEO Tony Hsieh that explores how prioritizing company culture and employee happiness can drive long-term success and profitability.
  • C. The Human Equation: Building Profits by Putting People First
    "The Human Equation: Building Profits by Putting People First" is a management book by Jeffrey Pfeffer that argues companies achieve superior performance and profitability by investing in and prioritizing their employees.
  • D. Giving 2.0: Transform Your Giving and Our World
    "Giving 2.0: Transform Your Giving and Our World" is a philanthropy guidebook by Laura Arrillaga-Andreessen that teaches individuals and families how to give more strategically and effectively to create greater social impact.
  • E. The Business of Happiness
    The Business of Happiness is a book by entrepreneur and sports team owner Ted Leonsis that blends memoir and business advice to argue that true success comes from pursuing happiness, meaning, and service to others alongside financial achievement.
  • 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: Net Positive: How Courageous Companies Thrive by Giving More Than They Take
Triple: [Paul Polman, notableWork, Net Positive: How Courageous Companies Thrive by Giving More Than They Take]
Generated description
Net Positive: How Courageous Companies Thrive by Giving More Than They Take is a business and leadership book that outlines how companies can achieve long-term success by creating value for society and the environment rather than focusing solely on short-term profit.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Net Positive: How Courageous Companies Thrive by Giving More Than They Take
Target entity description: Net Positive: How Courageous Companies Thrive by Giving More Than They Take is a business and leadership book that outlines how companies can achieve long-term success by creating value for society and the environment rather than focusing solely on short-term profit.
  • A. Conscious Capitalism: Liberating the Heroic Spirit of Business
    Conscious Capitalism: Liberating the Heroic Spirit of Business is a business and leadership book by Whole Foods Market co-founder John Mackey that advocates for purpose-driven, ethical, and stakeholder-oriented approaches to capitalism.
  • B. Delivering Happiness: A Path to Profits, Passion, and Purpose
    "Delivering Happiness: A Path to Profits, Passion, and Purpose" is a business and leadership book by Zappos CEO Tony Hsieh that explores how prioritizing company culture and employee happiness can drive long-term success and profitability.
  • C. The Human Equation: Building Profits by Putting People First
    "The Human Equation: Building Profits by Putting People First" is a management book by Jeffrey Pfeffer that argues companies achieve superior performance and profitability by investing in and prioritizing their employees.
  • D. Giving 2.0: Transform Your Giving and Our World
    "Giving 2.0: Transform Your Giving and Our World" is a philanthropy guidebook by Laura Arrillaga-Andreessen that teaches individuals and families how to give more strategically and effectively to create greater social impact.
  • E. The Business of Happiness
    The Business of Happiness is a book by entrepreneur and sports team owner Ted Leonsis that blends memoir and business advice to argue that true success comes from pursuing happiness, meaning, and service to others alongside financial achievement.
  • 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_69ca836320e48190b5cf585b90a322c4 completed March 30, 2026, 2:06 p.m.
NER Named-entity recognition batch_69cc5fb8aab88190befed16301e08efc completed March 31, 2026, 11:58 p.m.
NED1 Entity disambiguation (via context triple) batch_69cf6f6fdd688190bf40bbde0be991e1 completed April 3, 2026, 7:42 a.m.
NEDg Description generation batch_69cf718a6f2c81908f8b8d08a1437749 completed April 3, 2026, 7:51 a.m.
NED2 Entity disambiguation (via description) batch_69cf7275fea08190b8999fb30663ff17 completed April 3, 2026, 7:55 a.m.
Created at: March 30, 2026, 6:44 p.m.