Triple

T19756009
Position Surface form Disambiguated ID Type / Status
Subject Clark L. Hull E474501 entity
Predicate knownFor P22 FINISHED
Object drive-reduction theory — NE NERFINISHED

How this triple was built (3 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: drive-reduction theory | Statement: [Clark L. Hull, knownFor, drive-reduction theory]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: drive-reduction theory
Context triple: [Clark L. Hull, knownFor, drive-reduction theory]
  • 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. theory of cognitive dissonance
    The theory of cognitive dissonance is a foundational psychological framework explaining how people experience and reduce mental discomfort when their beliefs, attitudes, or behaviors conflict.
  • C. Motivation
    "Motivation" is a 2019 R&B-pop single by American singer Normani, widely recognized for its nostalgic early-2000s-inspired sound and choreography-heavy music video.
  • D. 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.
  • E. pleasure principle
    The pleasure principle is a psychoanalytic concept describing the instinctive drive of the mind to seek immediate gratification of desires and avoid pain, especially prominent in early childhood and in the id.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: drive-reduction theory
Target entity description: Drive-reduction theory is a psychological concept proposing that motivation arises from biological needs that create internal drives, which organisms act to reduce in order to maintain homeostasis.
  • 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. theory of cognitive dissonance
    The theory of cognitive dissonance is a foundational psychological framework explaining how people experience and reduce mental discomfort when their beliefs, attitudes, or behaviors conflict.
  • C. Motivation
    "Motivation" is a 2019 R&B-pop single by American singer Normani, widely recognized for its nostalgic early-2000s-inspired sound and choreography-heavy music video.
  • D. 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.
  • E. pleasure principle
    The pleasure principle is a psychoanalytic concept describing the instinctive drive of the mind to seek immediate gratification of desires and avoid pain, especially prominent in early childhood and in the id.
  • F. None of above. chosen

Provenance (2 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_69d8e51940a0819087bd2996f98da668 completed April 10, 2026, 11:55 a.m.
NER Named-entity recognition batch_69e6531afcbc8190bd5364700008f6d8 completed April 20, 2026, 4:23 p.m.
Created at: April 10, 2026, 1:48 p.m.