Triple

T849404
Position Surface form Disambiguated ID Type / Status
Subject Abraham Maslow E18349 entity
Predicate knownFor P22 FINISHED
Object hierarchy of needs
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.
 E99342 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: hierarchy of needs | Statement: [Abraham Maslow, knownFor, hierarchy of needs]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: hierarchy of needs
Context triple: [Abraham Maslow, knownFor, hierarchy of needs]
  • A. Abraham Maslow
    Abraham Maslow was an American psychologist best known for developing the hierarchy of needs theory, which emphasizes human motivation and self-actualization.
  • B. 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.
  • C. 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.
  • D. Gross National Happiness
    Gross National Happiness is Bhutan’s holistic development philosophy that prioritizes collective well-being, cultural values, and environmental sustainability over purely economic growth.
  • E. Mind
    Mind is a leading peer-reviewed philosophy journal, especially known for influential work in analytic philosophy and the philosophy of language.
  • 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: hierarchy of needs
Triple: [Abraham Maslow, knownFor, hierarchy of needs]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: hierarchy of needs
Target entity description: 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.
  • A. Abraham Maslow
    Abraham Maslow was an American psychologist best known for developing the hierarchy of needs theory, which emphasizes human motivation and self-actualization.
  • B. 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.
  • C. 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.
  • D. Gross National Happiness
    Gross National Happiness is Bhutan’s holistic development philosophy that prioritizes collective well-being, cultural values, and environmental sustainability over purely economic growth.
  • E. Mind
    Mind is a leading peer-reviewed philosophy journal, especially known for influential work in analytic philosophy and the philosophy of language.
  • 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.