Triple
T10597692
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Herzberg |
E250159
|
entity |
| Predicate | hasNotableBearer |
P458
|
FINISHED |
| Object |
Frederick Herzberg
Frederick Herzberg was an American psychologist best known for developing the two-factor theory of motivation, which distinguishes between hygiene factors and motivators in the workplace.
|
E874453
|
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: Frederick Herzberg | Statement: [Herzberg, hasNotableBearer, Frederick Herzberg]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Frederick Herzberg Context triple: [Herzberg, hasNotableBearer, Frederick Herzberg]
-
A.
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.
-
B.
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.
-
C.
Philip Drucker
Philip Drucker was an American anthropologist and archaeologist known for his pioneering fieldwork on Mesoamerican cultures, particularly the Olmec civilization.
-
D.
Rensis Likert
Rensis Likert was an American organizational psychologist and social scientist best known for developing the Likert scale and pioneering survey research methods in the study of attitudes and management.
-
E.
Bertha Goodman Maslow
Bertha Goodman Maslow was the wife of humanistic psychologist Abraham Maslow and a significant personal influence on his life and work.
- 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: Frederick Herzberg Triple: [Herzberg, hasNotableBearer, Frederick Herzberg]
Generated description
Frederick Herzberg was an American psychologist best known for developing the two-factor theory of motivation, which distinguishes between hygiene factors and motivators in the workplace.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Frederick Herzberg Target entity description: Frederick Herzberg was an American psychologist best known for developing the two-factor theory of motivation, which distinguishes between hygiene factors and motivators in the workplace.
-
A.
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.
-
B.
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.
-
C.
Philip Drucker
Philip Drucker was an American anthropologist and archaeologist known for his pioneering fieldwork on Mesoamerican cultures, particularly the Olmec civilization.
-
D.
Rensis Likert
Rensis Likert was an American organizational psychologist and social scientist best known for developing the Likert scale and pioneering survey research methods in the study of attitudes and management.
-
E.
Bertha Goodman Maslow
Bertha Goodman Maslow was the wife of humanistic psychologist Abraham Maslow and a significant personal influence on his life and work.
- 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_69d381c9d3d48190a29ee491e1696a0e |
completed | April 6, 2026, 9:50 a.m. |
| NER | Named-entity recognition | batch_69d5278e5d5481908f4e19c52bd80327 |
completed | April 7, 2026, 3:49 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69d95e955d908190a5b26faf2558d78c |
completed | April 10, 2026, 8:33 p.m. |
| NEDg | Description generation | batch_69d96145d1ec8190b3228733159e1364 |
completed | April 10, 2026, 8:44 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69d9623cf54081908abcdc88e13d5176 |
completed | April 10, 2026, 8:49 p.m. |
Created at: April 6, 2026, 12:41 p.m.