Triple
T2645088
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | scientific management |
E62964
|
entity |
| Predicate | alsoKnownAs |
P39
|
FINISHED |
| Object | Taylorism |
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: Taylorism | Statement: [scientific management, alsoKnownAs, Taylorism]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Taylorism Context triple: [scientific management, alsoKnownAs, Taylorism]
-
A.
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.
-
B.
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.
-
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.
Toyota Production System
The Toyota Production System is a pioneering lean manufacturing methodology that emphasizes waste reduction, continuous improvement (kaizen), and just-in-time production to maximize efficiency and quality.
-
E.
Dalton Plan
The Dalton Plan is an educational model that emphasizes individualized learning, student autonomy, and flexible scheduling, originally developed by Helen Parkhurst in the early 20th century.
- 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_69ab4c3f2dcc819082df80f5e032f690 |
completed | March 6, 2026, 9:50 p.m. |
| NER | Named-entity recognition | batch_69abd917192081908e7a2cf780a17b83 |
completed | March 7, 2026, 7:51 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69af98c50d108190b716dd51c34d3759 |
completed | March 10, 2026, 4:06 a.m. |
Created at: March 6, 2026, 9:53 p.m.