Triple

T9524940
Position Surface form Disambiguated ID Type / Status
Subject Management by objectives E229735 entity
Predicate isDescribedIn P519 FINISHED
Object The Practice of Management
The Practice of Management is a seminal 1954 book by Peter F. Drucker that laid the foundations of modern management theory and popularized concepts such as decentralized decision-making and results-focused leadership.
E804602 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 Practice of Management | Statement: [Management by objectives, isDescribedIn, The Practice of Management]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Practice of Management
Context triple: [Management by objectives, isDescribedIn, The Practice of Management]
  • A. In Search of Excellence
    In Search of Excellence is the guiding motto of COMSATS University Islamabad, reflecting its commitment to high academic and research standards.
  • B. 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.
  • C. 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.
  • D. The 7 Habits of Highly Effective People
    The 7 Habits of Highly Effective People is a bestselling self-help and personal development book by Stephen R. Covey that outlines a principle-centered approach to effectiveness in both personal and professional life.
  • E. "The Nature of the Firm"
    "The Nature of the Firm" is a foundational 1937 economic essay by Ronald Coase that explains why firms exist and how transaction costs shape their size and structure.
  • 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 Practice of Management
Triple: [Management by objectives, isDescribedIn, The Practice of Management]
Generated description
The Practice of Management is a seminal 1954 book by Peter F. Drucker that laid the foundations of modern management theory and popularized concepts such as decentralized decision-making and results-focused leadership.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Practice of Management
Target entity description: The Practice of Management is a seminal 1954 book by Peter F. Drucker that laid the foundations of modern management theory and popularized concepts such as decentralized decision-making and results-focused leadership.
  • A. In Search of Excellence
    In Search of Excellence is the guiding motto of COMSATS University Islamabad, reflecting its commitment to high academic and research standards.
  • B. 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.
  • C. 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.
  • D. The 7 Habits of Highly Effective People
    The 7 Habits of Highly Effective People is a bestselling self-help and personal development book by Stephen R. Covey that outlines a principle-centered approach to effectiveness in both personal and professional life.
  • E. "The Nature of the Firm"
    "The Nature of the Firm" is a foundational 1937 economic essay by Ronald Coase that explains why firms exist and how transaction costs shape their size and structure.
  • 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_69ca847870a881909d8d751a7d29da39 completed March 30, 2026, 2:11 p.m.
NER Named-entity recognition batch_69cd9899f99481908d374528716027f8 completed April 1, 2026, 10:13 p.m.
NED1 Entity disambiguation (via context triple) batch_69d13a63fb98819095ef44ba26b6be03 completed April 4, 2026, 4:20 p.m.
NEDg Description generation batch_69d13b1a07cc8190a3e3f554f81b2ab2 completed April 4, 2026, 4:23 p.m.
NED2 Entity disambiguation (via description) batch_69d13f0eed008190b43e7c7f998188b7 completed April 4, 2026, 4:40 p.m.
Created at: March 30, 2026, 7:59 p.m.