Triple

T18961727
Position Surface form Disambiguated ID Type / Status
Subject The Human Equation: Building Profits by Putting People First E463928 entity
Predicate relatedWork P37 FINISHED
Object Competitive Advantage Through People
Competitive Advantage Through People is a management book that argues organizations can achieve superior performance and sustainable competitive advantage by investing in and effectively managing their human resources.
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: Competitive Advantage Through People | Statement: [The Human Equation: Building Profits by Putting People First, relatedWork, Competitive Advantage Through People]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Competitive Advantage Through People
Context triple: [The Human Equation: Building Profits by Putting People First, relatedWork, Competitive Advantage Through People]
  • A. Competitive Advantage: Creating and Sustaining Superior Performance
    "Competitive Advantage: Creating and Sustaining Superior Performance" is a foundational business strategy book by Michael Porter that explains how firms can achieve and maintain superior performance through cost leadership, differentiation, and value chain analysis.
  • B. People Strategy: How to Invest in People and Make Culture Your Competitive Advantage
    "People Strategy: How to Invest in People and Make Culture Your Competitive Advantage" is a business and leadership book by Jack Altman that explains how organizations can build strong company cultures and HR practices to drive long-term performance.
  • 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. The Competitive Advantage of Nations
    The Competitive Advantage of Nations is a seminal business and economics book by Michael Porter that analyzes why certain countries achieve international success in particular industries through his influential "diamond" framework of national competitive advantage.
  • E. Center for Effective Organizations
    The Center for Effective Organizations is a research and education institute at the USC Marshall School of Business focused on advancing knowledge and practice in organizational effectiveness, human resources, and workplace design.
  • 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: Competitive Advantage Through People
Triple: [The Human Equation: Building Profits by Putting People First, relatedWork, Competitive Advantage Through People]
Generated description
Competitive Advantage Through People is a management book that argues organizations can achieve superior performance and sustainable competitive advantage by investing in and effectively managing their human resources.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Competitive Advantage Through People
Target entity description: Competitive Advantage Through People is a management book that argues organizations can achieve superior performance and sustainable competitive advantage by investing in and effectively managing their human resources.
  • A. Competitive Advantage: Creating and Sustaining Superior Performance
    "Competitive Advantage: Creating and Sustaining Superior Performance" is a foundational business strategy book by Michael Porter that explains how firms can achieve and maintain superior performance through cost leadership, differentiation, and value chain analysis.
  • B. People Strategy: How to Invest in People and Make Culture Your Competitive Advantage
    "People Strategy: How to Invest in People and Make Culture Your Competitive Advantage" is a business and leadership book by Jack Altman that explains how organizations can build strong company cultures and HR practices to drive long-term performance.
  • C. The Human Equation: Building Profits by Putting People First chosen
    "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. The Competitive Advantage of Nations
    The Competitive Advantage of Nations is a seminal business and economics book by Michael Porter that analyzes why certain countries achieve international success in particular industries through his influential "diamond" framework of national competitive advantage.
  • E. Center for Effective Organizations
    The Center for Effective Organizations is a research and education institute at the USC Marshall School of Business focused on advancing knowledge and practice in organizational effectiveness, human resources, and workplace design.
  • F. None of above.

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_69d8dcffc278819086792a4ebfddfafa completed April 10, 2026, 11:20 a.m.
NER Named-entity recognition batch_69e5d5d368488190b0c7489335e5dd91 completed April 20, 2026, 7:29 a.m.
NED1 Entity disambiguation (via context triple) batch_6a059fd91b248190962ec54be5d75d59 completed May 14, 2026, 10:11 a.m.
NEDg Description generation batch_6a05a14c7a548190921d1c750de71741 completed May 14, 2026, 10:17 a.m.
NED2 Entity disambiguation (via description) batch_6a05a2030e788190acb66dade85783ad completed May 14, 2026, 10:20 a.m.
Created at: April 10, 2026, noon