Triple

T16613982
Position Surface form Disambiguated ID Type / Status
Subject David M. Kreps E403645 entity
Predicate hasWritten P2831 FINISHED
Object Notes on the Theory of Choice
Notes on the Theory of Choice is a concise graduate-level text in microeconomic theory that rigorously develops individual decision-making and choice under uncertainty, widely used as a foundational reference in modern economic analysis.
E1223589 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: Notes on the Theory of Choice | Statement: [David M. Kreps, hasWritten, Notes on the Theory of Choice]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Notes on the Theory of Choice
Context triple: [David M. Kreps, hasWritten, Notes on the Theory of Choice]
  • A. 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.
  • B. The Logic of Preference
    The Logic of Preference is a seminal philosophical work by G. H. von Wright that systematically develops the formal logic and theory of preference and choice.
  • C. expected utility theory (with John von Neumann)
    Expected utility theory (with John von Neumann) is a foundational framework in economics and decision theory that models how rational agents make choices under uncertainty by maximizing the expected value of a utility function.
  • D. Fisherian intertemporal choice theory
    Fisherian intertemporal choice theory is an economic framework, developed by Irving Fisher, that explains how rational individuals allocate consumption and savings over time to maximize lifetime utility given their income, preferences, and interest rates.
  • E. The Theory and Measurement of Demand
    The Theory and Measurement of Demand is a foundational economics book by Henry Schultz that rigorously develops statistical and mathematical methods for estimating consumer demand.
  • 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: Notes on the Theory of Choice
Triple: [David M. Kreps, hasWritten, Notes on the Theory of Choice]
Generated description
Notes on the Theory of Choice is a concise graduate-level text in microeconomic theory that rigorously develops individual decision-making and choice under uncertainty, widely used as a foundational reference in modern economic analysis.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Notes on the Theory of Choice
Target entity description: Notes on the Theory of Choice is a concise graduate-level text in microeconomic theory that rigorously develops individual decision-making and choice under uncertainty, widely used as a foundational reference in modern economic analysis.
  • A. 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.
  • B. The Logic of Preference
    The Logic of Preference is a seminal philosophical work by G. H. von Wright that systematically develops the formal logic and theory of preference and choice.
  • C. expected utility theory (with John von Neumann)
    Expected utility theory (with John von Neumann) is a foundational framework in economics and decision theory that models how rational agents make choices under uncertainty by maximizing the expected value of a utility function.
  • D. Fisherian intertemporal choice theory
    Fisherian intertemporal choice theory is an economic framework, developed by Irving Fisher, that explains how rational individuals allocate consumption and savings over time to maximize lifetime utility given their income, preferences, and interest rates.
  • E. The Theory and Measurement of Demand
    The Theory and Measurement of Demand is a foundational economics book by Henry Schultz that rigorously develops statistical and mathematical methods for estimating consumer demand.
  • 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_69d883897eb481909eaaa088ba9918d9 completed April 10, 2026, 4:58 a.m.
NER Named-entity recognition batch_69e360983d2c8190b1fe7f18aedfbde1 completed April 18, 2026, 10:44 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0075aeaa9881908bdef0f9f2b52e60 completed May 10, 2026, 12:10 p.m.
NEDg Description generation batch_6a007705f57881908b07a20ae8957c64 completed May 10, 2026, 12:16 p.m.
NED2 Entity disambiguation (via description) batch_6a007b18f0b08190a9ddc6ad7358d6b8 completed May 10, 2026, 12:33 p.m.
Created at: April 10, 2026, 5:17 a.m.