Triple

T11993126
Position Surface form Disambiguated ID Type / Status
Subject Frederick Winslow Taylor E285461 entity
Predicate notableWork P4 FINISHED
Object The Principles of Scientific Management
The Principles of Scientific Management is a foundational early 20th-century work that introduced systematic methods to improve industrial efficiency and laid the groundwork for modern management theory.
E958607 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 Principles of Scientific Management | Statement: [Frederick Winslow Taylor, notableWork, The Principles of Scientific Management]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Principles of Scientific Management
Context triple: [Frederick Winslow Taylor, notableWork, The Principles of Scientific Management]
  • A. 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.
  • B. The Physiology of Industry
    The Physiology of Industry is an influential late-19th-century economic treatise co-authored by J. A. Hobson that critiques classical economics and explores the causes and consequences of underconsumption and industrial overproduction.
  • C. Hawthorne studies
    The Hawthorne studies were a series of influential workplace experiments conducted in the 1920s–1930s that revealed how social and psychological factors significantly affect employee productivity and behavior.
  • D. The Theory of Wages
    The Theory of Wages is a foundational economic work by John R. Hicks that analyzes how wages are determined within competitive labor markets and broader economic systems.
  • E. The Control of Industry
    "The Control of Industry" is an influential economic and political treatise by British Labour politician and economist Hugh Dalton examining how industrial production should be organized and regulated in a modern state.
  • 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 Principles of Scientific Management
Triple: [Frederick Winslow Taylor, notableWork, The Principles of Scientific Management]
Generated description
The Principles of Scientific Management is a foundational early 20th-century work that introduced systematic methods to improve industrial efficiency and laid the groundwork for modern management theory.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Principles of Scientific Management
Target entity description: The Principles of Scientific Management is a foundational early 20th-century work that introduced systematic methods to improve industrial efficiency and laid the groundwork for modern management theory.
  • A. 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.
  • B. The Physiology of Industry
    The Physiology of Industry is an influential late-19th-century economic treatise co-authored by J. A. Hobson that critiques classical economics and explores the causes and consequences of underconsumption and industrial overproduction.
  • C. Hawthorne studies
    The Hawthorne studies were a series of influential workplace experiments conducted in the 1920s–1930s that revealed how social and psychological factors significantly affect employee productivity and behavior.
  • D. The Theory of Wages
    The Theory of Wages is a foundational economic work by John R. Hicks that analyzes how wages are determined within competitive labor markets and broader economic systems.
  • E. The Control of Industry
    "The Control of Industry" is an influential economic and political treatise by British Labour politician and economist Hugh Dalton examining how industrial production should be organized and regulated in a modern state.
  • 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_69d6ab44a77c8190a652f4b27164e4ef completed April 8, 2026, 7:23 p.m.
NER Named-entity recognition batch_69d903b11ac481909866b611380792e7 completed April 10, 2026, 2:05 p.m.
NED1 Entity disambiguation (via context triple) batch_69f4726696dc8190bf2a7aa43cb08b19 completed May 1, 2026, 9:29 a.m.
NEDg Description generation batch_69f47b7d4ef081908f7f87d90c00d9ed completed May 1, 2026, 10:07 a.m.
NED2 Entity disambiguation (via description) batch_69f47de8c9e48190af01918c9cd94c7d completed May 1, 2026, 10:18 a.m.
Created at: April 8, 2026, 9:46 p.m.