Triple
T11993130
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | The Principles of Scientific Management |
E285461
|
entity |
| Predicate | author |
P4
|
FINISHED |
| Object | Frederick Winslow Taylor |
E285461
|
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: Frederick Winslow Taylor | Statement: [The Principles of Scientific Management, author, Frederick Winslow Taylor]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Frederick Winslow Taylor Context triple: [The Principles of Scientific Management, author, Frederick Winslow Taylor]
-
A.
Frederick Winslow Taylor
chosen
Frederick Winslow Taylor was an American mechanical engineer and management consultant widely regarded as the father of scientific management and industrial efficiency.
-
B.
Frederick Wellington Taylor
Frederick Wellington "Cyclone" Taylor was a legendary early 20th-century Canadian ice hockey player renowned for his speed, scoring ability, and role in popularizing the sport.
-
C.
Frank Bunker Gilbreth
Frank Bunker Gilbreth was an American engineer and management consultant best known as a pioneer of time-and-motion studies and scientific management, often working alongside his wife Lillian Moller Gilbreth.
-
D.
Fritz J. Roethlisberger
Fritz J. Roethlisberger was an American social scientist and Harvard Business School professor best known for his influential role in the Hawthorne studies and his contributions to the human relations movement in management.
-
E.
Elton Mayo
Elton Mayo was an Australian-born industrial psychologist and organizational theorist best known for his pioneering Hawthorne studies, which highlighted the importance of social relations and worker morale in productivity.
- 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_69f48ad06350819094180403858db172 |
completed | May 1, 2026, 11:13 a.m. |
Created at: April 8, 2026, 9:46 p.m.