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.