Triple

T8901567
Position Surface form Disambiguated ID Type / Status
Subject Jacob Marschak E211940 entity
Predicate notableWork P4 FINISHED
Object Studies in Economic Theory of Decision and Organization
Studies in Economic Theory of Decision and Organization is a seminal collection of Jacob Marschak’s contributions to decision theory and the economics of organizations, emphasizing formal analysis of choice under uncertainty and information.
E764594 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: Studies in Economic Theory of Decision and Organization | Statement: [Jacob Marschak, notableWork, Studies in Economic Theory of Decision and Organization]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Studies in Economic Theory of Decision and Organization
Context triple: [Jacob Marschak, notableWork, Studies in Economic Theory of Decision and Organization]
  • A. Models of Bounded Rationality
    Models of Bounded Rationality is a collection of Herbert A. Simon’s influential works that develop the concept of bounded rationality, explaining how real-world decision-making is constrained by limited information, cognitive capacity, and time.
  • B. "The Nature of the Firm"
    "The Nature of the Firm" is a foundational 1937 economic essay by Ronald Coase that explains why firms exist and how transaction costs shape their size and structure.
  • C. Decisions and Organizations
    Decisions and Organizations is a seminal collection of essays by James G. March that explores decision-making processes, organizational behavior, and theories of organizational choice.
  • D. On Incentives and Control in Organizations
    "On Incentives and Control in Organizations" is an influential doctoral thesis in economics that develops foundational theories on how incentive structures and control mechanisms shape behavior and performance within firms.
  • E. Theory of Games and Economic Behavior
    Theory of Games and Economic Behavior is a foundational 1944 book by John von Neumann and Oskar Morgenstern that established game theory as a rigorous mathematical framework for analyzing strategic decision-making in economics.
  • 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: Studies in Economic Theory of Decision and Organization
Triple: [Jacob Marschak, notableWork, Studies in Economic Theory of Decision and Organization]
Generated description
Studies in Economic Theory of Decision and Organization is a seminal collection of Jacob Marschak’s contributions to decision theory and the economics of organizations, emphasizing formal analysis of choice under uncertainty and information.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Studies in Economic Theory of Decision and Organization
Target entity description: Studies in Economic Theory of Decision and Organization is a seminal collection of Jacob Marschak’s contributions to decision theory and the economics of organizations, emphasizing formal analysis of choice under uncertainty and information.
  • A. Models of Bounded Rationality
    Models of Bounded Rationality is a collection of Herbert A. Simon’s influential works that develop the concept of bounded rationality, explaining how real-world decision-making is constrained by limited information, cognitive capacity, and time.
  • B. "The Nature of the Firm"
    "The Nature of the Firm" is a foundational 1937 economic essay by Ronald Coase that explains why firms exist and how transaction costs shape their size and structure.
  • C. Decisions and Organizations
    Decisions and Organizations is a seminal collection of essays by James G. March that explores decision-making processes, organizational behavior, and theories of organizational choice.
  • D. On Incentives and Control in Organizations
    "On Incentives and Control in Organizations" is an influential doctoral thesis in economics that develops foundational theories on how incentive structures and control mechanisms shape behavior and performance within firms.
  • E. Theory of Games and Economic Behavior
    Theory of Games and Economic Behavior is a foundational 1944 book by John von Neumann and Oskar Morgenstern that established game theory as a rigorous mathematical framework for analyzing strategic decision-making in economics.
  • 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_69ca83918d3081909b326fa3750cb8c8 completed March 30, 2026, 2:07 p.m.
NER Named-entity recognition batch_69cc642a104081908df2d64e8f9ad0c8 completed April 1, 2026, 12:17 a.m.
NED1 Entity disambiguation (via context triple) batch_69cfac1846f481909aad27a6dacddba2 completed April 3, 2026, 12:01 p.m.
NEDg Description generation batch_69cfacb58f208190b5e8eeba58f1bd78 completed April 3, 2026, 12:04 p.m.
NED2 Entity disambiguation (via description) batch_69cfad73f7a8819089ee3dadf321220e completed April 3, 2026, 12:07 p.m.
Created at: March 30, 2026, 6:54 p.m.