Triple
T849425
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Abraham Maslow |
E18349
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
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.
|
E99343
|
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: A Theory of Human Motivation | Statement: [Abraham Maslow, notableWork, A Theory of Human Motivation]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: A Theory of Human Motivation Context triple: [Abraham Maslow, notableWork, A Theory of Human Motivation]
-
A.
Analysis of the Phenomena of the Human Mind
Analysis of the Phenomena of the Human Mind is an influential 1829 work of associationist psychology and philosophy by James Mill that systematically examines mental processes through the principles of association.
-
B.
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.
-
C.
Science and Human Behavior
Science and Human Behavior is a foundational book by B. F. Skinner that systematically presents the principles of behaviorism and their application to understanding and predicting human actions.
-
D.
The Direction of Human Development
"The Direction of Human Development" is a work by anthropologist Ashley Montagu that explores the biological, social, and cultural factors shaping human growth and evolution.
-
E.
On Becoming a Person
"On Becoming a Person" is a seminal 1961 book by humanistic psychologist Carl Rogers that outlines his client-centered therapeutic approach and explores the process of personal growth and self-actualization.
- 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: A Theory of Human Motivation Triple: [Abraham Maslow, notableWork, A Theory of Human Motivation]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: A Theory of Human Motivation Target entity description: 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.
-
A.
Analysis of the Phenomena of the Human Mind
Analysis of the Phenomena of the Human Mind is an influential 1829 work of associationist psychology and philosophy by James Mill that systematically examines mental processes through the principles of association.
-
B.
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.
-
C.
Science and Human Behavior
Science and Human Behavior is a foundational book by B. F. Skinner that systematically presents the principles of behaviorism and their application to understanding and predicting human actions.
-
D.
The Direction of Human Development
"The Direction of Human Development" is a work by anthropologist Ashley Montagu that explores the biological, social, and cultural factors shaping human growth and evolution.
-
E.
On Becoming a Person
"On Becoming a Person" is a seminal 1961 book by humanistic psychologist Carl Rogers that outlines his client-centered therapeutic approach and explores the process of personal growth and self-actualization.
- 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_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_69a792a0666c8190bfc9166d45b4e867 |
completed | March 4, 2026, 2:02 a.m. |
| NEDg | Description generation | batch_69a793563cc881909381f898f240c0bd |
completed | March 4, 2026, 2:05 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69a7941add588190913198a7f7b20943 |
completed | March 4, 2026, 2:08 a.m. |
Created at: March 1, 2026, 7:38 p.m.