Triple
T4962387
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Bertha Goodman Maslow |
E111438
|
entity |
| Predicate | spouseNotableFor |
P19181
|
FINISHED |
| Object | hierarchy of needs theory |
E99342
|
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: hierarchy of needs theory | Statement: [Bertha Goodman Maslow, spouseNotableFor, hierarchy of needs theory]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: hierarchy of needs theory Context triple: [Bertha Goodman Maslow, spouseNotableFor, hierarchy of needs theory]
-
A.
hierarchy of needs
chosen
The hierarchy of needs is a psychological theory that organizes human motivations into a tiered structure, ranging from basic physiological requirements to higher-level needs like esteem and self-actualization.
-
B.
A Theory of Human Motivation
A Theory of Human Motivation is the seminal 1943 paper by psychologist Abraham Maslow that introduced the hierarchy of needs as a framework for understanding human behavior and motivation.
-
C.
Motivation and Personality
Motivation and Personality is a seminal psychology book by Abraham Maslow that systematically presents his theory of human motivation and the hierarchy of needs.
-
D.
Abraham Maslow
Abraham Maslow was an American psychologist best known for developing the hierarchy of needs theory, which emphasizes human motivation and self-actualization.
-
E.
humanistic psychology
Humanistic psychology is a psychological perspective that emphasizes individual free will, personal meaning, and self-actualization, focusing on human potential and subjective experience rather than pathology.
- 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_69bd4419393c819086319a6fe4bf8542 |
completed | March 20, 2026, 12:56 p.m. |
| NER | Named-entity recognition | batch_69bd71f3e6148190b99f35734220ffc3 |
completed | March 20, 2026, 4:12 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69be81ea8cc08190af40098ca99364f1 |
completed | March 21, 2026, 11:32 a.m. |
Created at: March 20, 2026, 1:32 p.m.