Triple
T4190578
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Martin Seligman |
E89023
|
entity |
| Predicate | theory |
P450
|
FINISHED |
| Object | PERMA model |
E420592
|
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: PERMA model | Statement: [Martin Seligman, theory, PERMA model]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: PERMA model Context triple: [Martin Seligman, theory, PERMA model]
-
A.
PERMA model of well-being
chosen
The PERMA model of well-being is a psychological framework proposed by Martin Seligman that explains flourishing through five core elements: Positive Emotion, Engagement, Relationships, Meaning, and Accomplishment.
-
B.
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.
-
C.
Learned Optimism
Learned Optimism is a popular psychology book by Martin Seligman that explains how adopting a more optimistic explanatory style can reduce depression, improve resilience, and enhance overall well-being.
-
D.
The Cultural Background of Personality
The Cultural Background of Personality is an influential anthropological work by Ralph Linton that explores how cultural factors shape individual personality and behavior.
-
E.
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.
- 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_69aed9569a4481908b6c1fcec2a11e21 |
completed | March 9, 2026, 2:29 p.m. |
| NER | Named-entity recognition | batch_69af034019848190bd5486521c375325 |
completed | March 9, 2026, 5:28 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b5961c2ad08190a1bb13bf040481a1 |
completed | March 14, 2026, 5:08 p.m. |
Created at: March 9, 2026, 3:46 p.m.