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.