Triple
T849429
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Abraham Maslow |
E18349
|
entity |
| Predicate | theoryDeveloped |
P119
|
FINISHED |
| Object | Maslow's hierarchy of needs |
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: Maslow's hierarchy of needs | Statement: [Abraham Maslow, theoryDeveloped, Maslow's hierarchy of needs]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Maslow's hierarchy of needs Context triple: [Abraham Maslow, theoryDeveloped, Maslow's hierarchy of needs]
-
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.
Abraham Maslow
Abraham Maslow was an American psychologist best known for developing the hierarchy of needs theory, which emphasizes human motivation and self-actualization.
-
D.
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.
-
E.
Models of Man
Models of Man is a seminal book by Herbert A. Simon that explores human decision-making and behavior through the lens of bounded rationality and mathematical models in the social sciences.
- 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_69a4938b04208190b82e1df6b572c548 |
completed | March 1, 2026, 7:29 p.m. |
| NER | Named-entity recognition | batch_69a4ac1fac3481909cba7070ce31a9b3 |
completed | March 1, 2026, 9:14 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a7a3bd8b588190b7a9eb72dce93d07 |
completed | March 4, 2026, 3:15 a.m. |
Created at: March 1, 2026, 7:38 p.m.