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.