Triple

T19756019
Position Surface form Disambiguated ID Type / Status
Subject Clark L. Hull E474501 entity
Predicate notableWork P4 FINISHED
Object Principles of Behavior
Principles of Behavior is a foundational 1943 book in psychology by Clark L. Hull that systematically presents his influential drive-reduction theory of learning and motivation.
E1394811 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: Principles of Behavior | Statement: [Clark L. Hull, notableWork, Principles of Behavior]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Principles of Behavior
Context triple: [Clark L. Hull, notableWork, Principles of Behavior]
  • A. The Structure of Behavior
    The Structure of Behavior is a foundational philosophical work by Maurice Merleau-Ponty that critiques both empiricism and intellectualism while developing a phenomenological account of perception and embodied behavior.
  • B. The Organization of Behavior
    The Organization of Behavior is a landmark 1949 book by psychologist Donald Hebb that introduced the influential theory of Hebbian learning to explain how neural networks underlie learning and behavior.
  • C. Psychological, Social, and Biological Foundations of Behavior
    Psychological, Social, and Biological Foundations of Behavior is an MCAT exam section that tests understanding of how psychological, social, and biological factors influence behavior and health outcomes.
  • D. Principles of Physiological Psychology
    Principles of Physiological Psychology is Wilhelm Wundt’s foundational work that helped establish psychology as an experimental and scientific discipline by linking mental processes to physiological mechanisms.
  • E. Explaining Social Behavior
    Explaining Social Behavior is a book by social scientist Jon Elster that offers a comprehensive, analytically rigorous account of how rational-choice theory and psychological mechanisms can be used to understand human actions and social phenomena.
  • 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: Principles of Behavior
Triple: [Clark L. Hull, notableWork, Principles of Behavior]
Generated description
Principles of Behavior is a foundational 1943 book in psychology by Clark L. Hull that systematically presents his influential drive-reduction theory of learning and motivation.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Principles of Behavior
Target entity description: Principles of Behavior is a foundational 1943 book in psychology by Clark L. Hull that systematically presents his influential drive-reduction theory of learning and motivation.
  • A. The Structure of Behavior
    The Structure of Behavior is a foundational philosophical work by Maurice Merleau-Ponty that critiques both empiricism and intellectualism while developing a phenomenological account of perception and embodied behavior.
  • B. The Organization of Behavior
    The Organization of Behavior is a landmark 1949 book by psychologist Donald Hebb that introduced the influential theory of Hebbian learning to explain how neural networks underlie learning and behavior.
  • C. Psychological, Social, and Biological Foundations of Behavior
    Psychological, Social, and Biological Foundations of Behavior is an MCAT exam section that tests understanding of how psychological, social, and biological factors influence behavior and health outcomes.
  • D. Principles of Physiological Psychology
    Principles of Physiological Psychology is Wilhelm Wundt’s foundational work that helped establish psychology as an experimental and scientific discipline by linking mental processes to physiological mechanisms.
  • E. Explaining Social Behavior
    Explaining Social Behavior is a book by social scientist Jon Elster that offers a comprehensive, analytically rigorous account of how rational-choice theory and psychological mechanisms can be used to understand human actions and social phenomena.
  • 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_69d8e51940a0819087bd2996f98da668 completed April 10, 2026, 11:55 a.m.
NER Named-entity recognition batch_69e6531afcbc8190bd5364700008f6d8 completed April 20, 2026, 4:23 p.m.
NED1 Entity disambiguation (via context triple) batch_6a07bd67064081908839a408b0e746e1 completed May 16, 2026, 12:42 a.m.
NEDg Description generation batch_6a07bde28e848190aaa9c4a06b31bdb6 completed May 16, 2026, 12:44 a.m.
NED2 Entity disambiguation (via description) batch_6a07bed4c8d8819094fafce7eee69ee7 completed May 16, 2026, 12:48 a.m.
Created at: April 10, 2026, 1:48 p.m.