Triple

T849437

Position	Surface form	Disambiguated ID	Type / Status
Subject	Abraham Maslow	`E18349`	entity
Predicate	influencedBy	`P9`	FINISHED
Object	Gestalt psychology Gestalt psychology is a school of thought in psychology that emphasizes understanding mental processes and perception as organized, structured wholes rather than as the sum of their parts.	`E99345`	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: Gestalt psychology | Statement: [Abraham Maslow, influencedBy, Gestalt psychology]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: Gestalt psychology
Context triple: [Abraham Maslow, influencedBy, Gestalt psychology]

A. The Principles of Psychology
The Principles of Psychology is an influential 19th-century work by Herbert Spencer that applies evolutionary theory to explain mental processes and the development of the mind.
B. 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.
C. 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.
D. Third Viennese School of Psychotherapy
The Third Viennese School of Psychotherapy is an existential and humanistic therapeutic movement centered on logotherapy, emphasizing the human search for meaning as the primary motivational force in life.
E. The Concept of Mind
The Concept of Mind is a 1949 philosophical work by Gilbert Ryle that critiques Cartesian dualism and introduces the idea of mental concepts as dispositions rather than inner ghostly states.
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: Gestalt psychology
Triple: [Abraham Maslow, influencedBy, Gestalt psychology]

Generated description

Gestalt psychology is a school of thought in psychology that emphasizes understanding mental processes and perception as organized, structured wholes rather than as the sum of their parts.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: Gestalt psychology
Target entity description: Gestalt psychology is a school of thought in psychology that emphasizes understanding mental processes and perception as organized, structured wholes rather than as the sum of their parts.

A. The Principles of Psychology
The Principles of Psychology is an influential 19th-century work by Herbert Spencer that applies evolutionary theory to explain mental processes and the development of the mind.
B. 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.
C. 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.
D. Third Viennese School of Psychotherapy
The Third Viennese School of Psychotherapy is an existential and humanistic therapeutic movement centered on logotherapy, emphasizing the human search for meaning as the primary motivational force in life.
E. The Concept of Mind
The Concept of Mind is a 1949 philosophical work by Gilbert Ryle that critiques Cartesian dualism and introduces the idea of mental concepts as dispositions rather than inner ghostly states.
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.