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