Triple

T13033478
Position Surface form Disambiguated ID Type / Status
Subject Robert P. Murphy E326497 entity
Predicate notableWork P4 FINISHED
Object Choice: Cooperation, Enterprise, and Human Action
"Choice: Cooperation, Enterprise, and Human Action" is an economics book by Robert P. Murphy that presents a clear, modern exposition of Ludwig von Mises’s praxeology and Austrian economic theory.
E1017843 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: Choice: Cooperation, Enterprise, and Human Action | Statement: [Robert P. Murphy, notableWork, Choice: Cooperation, Enterprise, and Human Action]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Choice: Cooperation, Enterprise, and Human Action
Context triple: [Robert P. Murphy, notableWork, Choice: Cooperation, Enterprise, and Human Action]
  • A. The Theory of Business Enterprise
    The Theory of Business Enterprise is an influential 1904 work of institutional economics in which Thorstein Veblen analyzes how profit-driven business practices can conflict with and distort the broader industrial and social interests of society.
  • B. The Collected Works of F. A. Hayek
    The Collected Works of F. A. Hayek is a comprehensive multi-volume scholarly edition of the writings of economist and political philosopher Friedrich A. Hayek, encompassing his major books, essays, and previously unpublished materials.
  • C. Human Action: A Treatise on Economics
    "Human Action: A Treatise on Economics" is Ludwig von Mises’s seminal work of Austrian School economics, presenting a comprehensive, praxeological analysis of human behavior and market processes.
  • D. Verso una nuova teoria economica della cooperazione
    "Verso una nuova teoria economica della cooperazione" is a scholarly work by economist Stefano Zamagni that develops a theoretical framework for understanding cooperation as a central principle in economic life, beyond purely competitive market models.
  • E. The Economic Point of View
    The Economic Point of View is a foundational work in Austrian economics by Israel Kirzner that clarifies and defends the distinct methodological perspective of economic science.
  • 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: Choice: Cooperation, Enterprise, and Human Action
Triple: [Robert P. Murphy, notableWork, Choice: Cooperation, Enterprise, and Human Action]
Generated description
"Choice: Cooperation, Enterprise, and Human Action" is an economics book by Robert P. Murphy that presents a clear, modern exposition of Ludwig von Mises’s praxeology and Austrian economic theory.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Choice: Cooperation, Enterprise, and Human Action
Target entity description: "Choice: Cooperation, Enterprise, and Human Action" is an economics book by Robert P. Murphy that presents a clear, modern exposition of Ludwig von Mises’s praxeology and Austrian economic theory.
  • A. The Theory of Business Enterprise
    The Theory of Business Enterprise is an influential 1904 work of institutional economics in which Thorstein Veblen analyzes how profit-driven business practices can conflict with and distort the broader industrial and social interests of society.
  • B. The Collected Works of F. A. Hayek
    The Collected Works of F. A. Hayek is a comprehensive multi-volume scholarly edition of the writings of economist and political philosopher Friedrich A. Hayek, encompassing his major books, essays, and previously unpublished materials.
  • C. Human Action: A Treatise on Economics
    "Human Action: A Treatise on Economics" is Ludwig von Mises’s seminal work of Austrian School economics, presenting a comprehensive, praxeological analysis of human behavior and market processes.
  • D. Verso una nuova teoria economica della cooperazione
    "Verso una nuova teoria economica della cooperazione" is a scholarly work by economist Stefano Zamagni that develops a theoretical framework for understanding cooperation as a central principle in economic life, beyond purely competitive market models.
  • E. The Economic Point of View
    The Economic Point of View is a foundational work in Austrian economics by Israel Kirzner that clarifies and defends the distinct methodological perspective of economic science.
  • 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_69d8076cc45c81908123123f43e69266 completed April 9, 2026, 8:09 p.m.
NER Named-entity recognition batch_69d97effca908190ab89fdb034e02680 completed April 10, 2026, 10:51 p.m.
NED1 Entity disambiguation (via context triple) batch_69f6cbcf11f88190ab1746f973132af1 completed May 3, 2026, 4:15 a.m.
NEDg Description generation batch_69f6cee0a27081909203e3331186b4ca completed May 3, 2026, 4:28 a.m.
NED2 Entity disambiguation (via description) batch_69f6cf987f68819084edcd6613832fe8 completed May 3, 2026, 4:31 a.m.
Created at: April 9, 2026, 8:54 p.m.