Triple

T505163
Position Surface form Disambiguated ID Type / Status
Subject Second Industrial Revolution E10487 entity
Predicate hasKeyTechnology P1485 FINISHED
Object scientific management
Scientific management is an early 20th-century theory of industrial organization that applies systematic study and measurement of work to increase labor productivity and efficiency.
E62964 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: scientific management | Statement: [Second Industrial Revolution, hasKeyTechnology, scientific management]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: scientific management
Context triple: [Second Industrial Revolution, hasKeyTechnology, scientific management]
  • A. Administrative Behavior
    Administrative Behavior is Herbert A. Simon’s influential book that applies behavioral and decision-making theories to explain how organizations and their administrators actually function.
  • B. Fordism
    Fordism is a system of mass production and industrial management characterized by assembly-line manufacturing, high wages, and standardized products, pioneered in the early 20th century automobile industry.
  • C. FE Industrial and Systems
    FE Industrial and Systems is a discipline-specific version of the Fundamentals of Engineering exam focused on industrial and systems engineering principles and practices.
  • D. Models of Man
    Models of Man is a seminal book by Herbert A. Simon that explores human decision-making and behavior through the lens of bounded rationality and mathematical models in the social sciences.
  • E. Science and Human Behavior
    Science and Human Behavior is a foundational book by B. F. Skinner that systematically presents the principles of behaviorism and their application to understanding and predicting human actions.
  • 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: scientific management
Triple: [Second Industrial Revolution, hasKeyTechnology, scientific management]
Generated description
Scientific management is an early 20th-century theory of industrial organization that applies systematic study and measurement of work to increase labor productivity and efficiency.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: scientific management
Target entity description: Scientific management is an early 20th-century theory of industrial organization that applies systematic study and measurement of work to increase labor productivity and efficiency.
  • A. Administrative Behavior
    Administrative Behavior is Herbert A. Simon’s influential book that applies behavioral and decision-making theories to explain how organizations and their administrators actually function.
  • B. Fordism
    Fordism is a system of mass production and industrial management characterized by assembly-line manufacturing, high wages, and standardized products, pioneered in the early 20th century automobile industry.
  • C. FE Industrial and Systems
    FE Industrial and Systems is a discipline-specific version of the Fundamentals of Engineering exam focused on industrial and systems engineering principles and practices.
  • D. Models of Man
    Models of Man is a seminal book by Herbert A. Simon that explores human decision-making and behavior through the lens of bounded rationality and mathematical models in the social sciences.
  • E. Science and Human Behavior
    Science and Human Behavior is a foundational book by B. F. Skinner that systematically presents the principles of behaviorism and their application to understanding and predicting human actions.
  • 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_69a2e848adf881908e5e04f7af030093 completed Feb. 28, 2026, 1:06 p.m.
NER Named-entity recognition batch_69a2f14b2acc8190818e8a53eac69c54 completed Feb. 28, 2026, 1:44 p.m.
NED1 Entity disambiguation (via context triple) batch_69a48a7b71848190ab3e69fc84779301 completed March 1, 2026, 6:50 p.m.
NEDg Description generation batch_69a48c1329f0819093fa4eb579075243 completed March 1, 2026, 6:57 p.m.
NED2 Entity disambiguation (via description) batch_69a48c688fcc81909d79068875b89aee completed March 1, 2026, 6:58 p.m.
Created at: Feb. 28, 2026, 1:12 p.m.