Triple

T17771284
Position Surface form Disambiguated ID Type / Status
Subject Armen Alchian E443644 entity
Predicate notableWork P4 FINISHED
Object “Exchange and Production: Competition, Coordination, and Control”
“Exchange and Production: Competition, Coordination, and Control” is a foundational economics text by Armen Alchian (with coauthor William R. Allen) that presents a clear, price-theoretic analysis of markets, competition, and the institutional framework of a free enterprise system.
E1287471 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: “Exchange and Production: Competition, Coordination, and Control” | Statement: [Armen Alchian, notableWork, “Exchange and Production: Competition, Coordination, and Control”]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: “Exchange and Production: Competition, Coordination, and Control”
Context triple: [Armen Alchian, notableWork, “Exchange and Production: Competition, Coordination, and Control”]
  • A. Markets and Hierarchies: Analysis and Antitrust Implications
    Markets and Hierarchies: Analysis and Antitrust Implications is a seminal 1975 book in transaction cost economics that examines how firms and markets are structured and the implications of these organizational forms for antitrust policy.
  • B. The Economics of Control
    The Economics of Control is a seminal 1945 work by Abba P. Lerner that develops the theory of market socialism and optimal economic planning, playing a central role in the socialist calculation debate.
  • C. Beyond the Invisible Hand
    Beyond the Invisible Hand is a book by economist Kaushik Basu that critically examines free-market ideology and argues for a more ethically grounded and institutionally aware approach to economics.
  • D. Market Theory and the Price System
    "Market Theory and the Price System" is an economics book by Israel Kirzner that presents a clear, Austrian-school analysis of how market prices coordinate decentralized decision-making in a competitive economy.
  • E. Walrasian market-clearing framework
    The Walrasian market-clearing framework is a general equilibrium model in which perfectly competitive markets continuously adjust prices so that supply equals demand in all markets simultaneously.
  • 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: “Exchange and Production: Competition, Coordination, and Control”
Triple: [Armen Alchian, notableWork, “Exchange and Production: Competition, Coordination, and Control”]
Generated description
“Exchange and Production: Competition, Coordination, and Control” is a foundational economics text by Armen Alchian (with coauthor William R. Allen) that presents a clear, price-theoretic analysis of markets, competition, and the institutional framework of a free enterprise system.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: “Exchange and Production: Competition, Coordination, and Control”
Target entity description: “Exchange and Production: Competition, Coordination, and Control” is a foundational economics text by Armen Alchian (with coauthor William R. Allen) that presents a clear, price-theoretic analysis of markets, competition, and the institutional framework of a free enterprise system.
  • A. Markets and Hierarchies: Analysis and Antitrust Implications
    Markets and Hierarchies: Analysis and Antitrust Implications is a seminal 1975 book in transaction cost economics that examines how firms and markets are structured and the implications of these organizational forms for antitrust policy.
  • B. The Economics of Control
    The Economics of Control is a seminal 1945 work by Abba P. Lerner that develops the theory of market socialism and optimal economic planning, playing a central role in the socialist calculation debate.
  • C. Beyond the Invisible Hand
    Beyond the Invisible Hand is a book by economist Kaushik Basu that critically examines free-market ideology and argues for a more ethically grounded and institutionally aware approach to economics.
  • D. Market Theory and the Price System
    "Market Theory and the Price System" is an economics book by Israel Kirzner that presents a clear, Austrian-school analysis of how market prices coordinate decentralized decision-making in a competitive economy.
  • E. Walrasian market-clearing framework
    The Walrasian market-clearing framework is a general equilibrium model in which perfectly competitive markets continuously adjust prices so that supply equals demand in all markets simultaneously.
  • 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_69d8b9ef17708190bdf7e2adbf14ddc2 completed April 10, 2026, 8:50 a.m.
NER Named-entity recognition batch_69e486005770819085d637279b2334eb completed April 19, 2026, 7:36 a.m.
NED1 Entity disambiguation (via context triple) batch_6a02efc6004c819095f9b6284b015b8d completed May 12, 2026, 9:15 a.m.
NEDg Description generation batch_6a02f113a41c8190b17611eaa50516ca completed May 12, 2026, 9:21 a.m.
NED2 Entity disambiguation (via description) batch_6a02f1e980f4819087eb191e13396581 completed May 12, 2026, 9:24 a.m.
Created at: April 10, 2026, 10:11 a.m.