Triple

T849426
Position Surface form Disambiguated ID Type / Status
Subject Abraham Maslow E18349 entity
Predicate notableWork P4 FINISHED
Object 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.
E102506 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: Motivation and Personality | Statement: [Abraham Maslow, notableWork, Motivation and Personality]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Motivation and Personality
Context triple: [Abraham Maslow, notableWork, Motivation and Personality]
  • A. 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.
  • B. 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.
  • C. 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.
  • D. 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.
  • E. 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.
  • 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: Motivation and Personality
Triple: [Abraham Maslow, notableWork, Motivation and Personality]
Generated description
Motivation and Personality is a seminal psychology book by Abraham Maslow that systematically presents his theory of human motivation and the hierarchy of needs.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Motivation and Personality
Target entity description: Motivation and Personality is a seminal psychology book by Abraham Maslow that systematically presents his theory of human motivation and the hierarchy of needs.
  • A. 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.
  • B. 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.
  • C. 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.
  • D. 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.
  • E. 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.
  • 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_69a7a3bd8b588190b7a9eb72dce93d07 completed March 4, 2026, 3:15 a.m.
NEDg Description generation batch_69a7a8da0c3481909f34d435ccf62ea7 completed March 4, 2026, 3:36 a.m.
NED2 Entity disambiguation (via description) batch_69a7a97688fc8190818957701913738f completed March 4, 2026, 3:39 a.m.
Created at: March 1, 2026, 7:38 p.m.