Triple
T11993139
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Frederick Winslow Taylor |
E285461
|
entity |
| Predicate | movement |
P81
|
FINISHED |
| Object | scientific management |
E62964
|
NE FINISHED |
How this triple was built (2 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: [Frederick Winslow Taylor, movement, scientific management]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: scientific management Context triple: [Frederick Winslow Taylor, movement, scientific management]
-
A.
scientific management
chosen
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.
-
B.
Management Science
Management Science is a leading peer-reviewed academic journal that publishes research on quantitative and analytical approaches to management and decision-making across a wide range of business and organizational domains.
-
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.
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.
-
E.
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.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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. |
Created at: April 8, 2026, 9:46 p.m.