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 NE NERFINISHED

How this triple was built (3 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.
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 (2 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.
Created at: April 10, 2026, noon