Triple

T4726038
Position Surface form Disambiguated ID Type / Status
Subject Jeffrey Pfeffer E104885 entity
Predicate notableWork P4 FINISHED
Object 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.
E463928 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: The Human Equation: Building Profits by Putting People First | Statement: [Jeffrey Pfeffer, notableWork, The Human Equation: Building Profits by Putting People First]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Human Equation: Building Profits by Putting People First
Context triple: [Jeffrey Pfeffer, notableWork, The Human Equation: Building Profits by Putting People First]
  • A. People, Power, and Profits
    People, Power, and Profits is a book by economist Joseph Stiglitz that critiques contemporary capitalism and proposes reforms to create a fairer, more inclusive economy and democracy.
  • B. 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.
  • C. The Power of Full Engagement
    The Power of Full Engagement is a self-help and performance book that argues managing energy—not time—is the key to achieving high performance and personal renewal.
  • D. Paying the Cost to Be the Boss
    "Paying the Cost to Be the Boss" is a classic blues song by B.B. King that showcases his signature guitar style and themes of resilience and authority in relationships.
  • E. How to Win at the Sport of Business
    How to Win at the Sport of Business is an entrepreneurial and motivational book by billionaire investor Mark Cuban that distills his personal experiences and lessons on building successful businesses.
  • 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: The Human Equation: Building Profits by Putting People First
Triple: [Jeffrey Pfeffer, notableWork, The Human Equation: Building Profits by Putting People First]
Generated description
"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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Human Equation: Building Profits by Putting People First
Target entity description: "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.
  • A. People, Power, and Profits
    People, Power, and Profits is a book by economist Joseph Stiglitz that critiques contemporary capitalism and proposes reforms to create a fairer, more inclusive economy and democracy.
  • B. 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.
  • C. The Power of Full Engagement
    The Power of Full Engagement is a self-help and performance book that argues managing energy—not time—is the key to achieving high performance and personal renewal.
  • D. Paying the Cost to Be the Boss
    "Paying the Cost to Be the Boss" is a classic blues song by B.B. King that showcases his signature guitar style and themes of resilience and authority in relationships.
  • E. How to Win at the Sport of Business
    How to Win at the Sport of Business is an entrepreneurial and motivational book by billionaire investor Mark Cuban that distills his personal experiences and lessons on building successful businesses.
  • 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_69bd43ed84648190ae0b7ee8e8d00482 completed March 20, 2026, 12:56 p.m.
NER Named-entity recognition batch_69bd6446b42081908e023979c9685730 completed March 20, 2026, 3:14 p.m.
NED1 Entity disambiguation (via context triple) batch_69be109c67648190ba9bda7fc5cb3dd1 completed March 21, 2026, 3:29 a.m.
NEDg Description generation batch_69be134fbc088190a2c7b3c3e7f00584 completed March 21, 2026, 3:41 a.m.
NED2 Entity disambiguation (via description) batch_69be13e813e08190842ad5c2ad8e47cc completed March 21, 2026, 3:43 a.m.
Created at: March 20, 2026, 1:18 p.m.