Triple

T7600326
Position Surface form Disambiguated ID Type / Status
Subject Murray Sidman E179965 entity
Predicate wrote P2831 FINISHED
Object Equivalence Relations and Behavior: A Research Story
Equivalence Relations and Behavior: A Research Story is a seminal behavioral psychology book by Murray Sidman that chronicles the development of stimulus equivalence research and its implications for understanding complex human behavior.
E674664 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: Equivalence Relations and Behavior: A Research Story | Statement: [Murray Sidman, wrote, Equivalence Relations and Behavior: A Research Story]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Equivalence Relations and Behavior: A Research Story
Context triple: [Murray Sidman, wrote, Equivalence Relations and Behavior: A Research Story]
  • A. The Architecture of Theories
    The Architecture of Theories is an 1891 philosophical essay by Charles Sanders Peirce that outlines his evolutionary, realist, and scientific approach to metaphysics and the structure of scientific theories.
  • B. Reality as Social Process
    Reality as Social Process is a major philosophical work by Charles Hartshorne that develops a process-oriented, relational view of reality within the tradition of process theology and metaphysics.
  • C. Toward a General Theory of Action
    Toward a General Theory of Action is a foundational sociological work that systematically outlines a comprehensive framework for understanding human action and social systems.
  • D. The Problem of Realization
    The Problem of Realization is a section of Rosa Luxemburg’s Marxist economic work that examines how capitalist production can be converted into money through sales, focusing on the difficulties of realizing surplus value in capitalist markets.
  • E. Metapatterns: Across Space, Time, and Mind
    Metapatterns: Across Space, Time, and Mind is a book by biologist Tyler Volk that explores recurring structural and organizational patterns shared across biological, physical, and cognitive systems.
  • 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: Equivalence Relations and Behavior: A Research Story
Triple: [Murray Sidman, wrote, Equivalence Relations and Behavior: A Research Story]
Generated description
Equivalence Relations and Behavior: A Research Story is a seminal behavioral psychology book by Murray Sidman that chronicles the development of stimulus equivalence research and its implications for understanding complex human behavior.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Equivalence Relations and Behavior: A Research Story
Target entity description: Equivalence Relations and Behavior: A Research Story is a seminal behavioral psychology book by Murray Sidman that chronicles the development of stimulus equivalence research and its implications for understanding complex human behavior.
  • A. The Architecture of Theories
    The Architecture of Theories is an 1891 philosophical essay by Charles Sanders Peirce that outlines his evolutionary, realist, and scientific approach to metaphysics and the structure of scientific theories.
  • B. Reality as Social Process
    Reality as Social Process is a major philosophical work by Charles Hartshorne that develops a process-oriented, relational view of reality within the tradition of process theology and metaphysics.
  • C. Toward a General Theory of Action
    Toward a General Theory of Action is a foundational sociological work that systematically outlines a comprehensive framework for understanding human action and social systems.
  • D. The Problem of Realization
    The Problem of Realization is a section of Rosa Luxemburg’s Marxist economic work that examines how capitalist production can be converted into money through sales, focusing on the difficulties of realizing surplus value in capitalist markets.
  • E. Metapatterns: Across Space, Time, and Mind
    Metapatterns: Across Space, Time, and Mind is a book by biologist Tyler Volk that explores recurring structural and organizational patterns shared across biological, physical, and cognitive systems.
  • 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_69c69f3487ec8190bf7acdf2dd91e6d6 completed March 27, 2026, 3:16 p.m.
NER Named-entity recognition batch_69c6f9d9c55c8190841f3bf3225c096a completed March 27, 2026, 9:42 p.m.
NED1 Entity disambiguation (via context triple) batch_69c861ad08bc8190b3fc22109579a47d completed March 28, 2026, 11:18 p.m.
NEDg Description generation batch_69c86239eb348190b5a0b83d280000e2 completed March 28, 2026, 11:20 p.m.
NED2 Entity disambiguation (via description) batch_69c862a2f6808190942a22bf93994408 completed March 28, 2026, 11:22 p.m.
Created at: March 27, 2026, 3:53 p.m.