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.