Triple
T4329609
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | permanent income hypothesis |
E96715
|
entity |
| Predicate | influencedBy |
P9
|
FINISHED |
| Object |
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.
|
E431735
|
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: Fisherian intertemporal choice theory | Statement: [permanent income hypothesis, influencedBy, Fisherian intertemporal choice theory]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Fisherian intertemporal choice theory Context triple: [permanent income hypothesis, influencedBy, Fisherian intertemporal choice theory]
-
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.
Interest and Prices: Foundations of a Theory of Monetary Policy
Interest and Prices: Foundations of a Theory of Monetary Policy is a highly influential macroeconomics book that develops a rigorous New Keynesian framework for analyzing monetary policy and inflation dynamics.
-
C.
Foundations of a General Theory of Sequential Decision Functions
Foundations of a General Theory of Sequential Decision Functions is a seminal work in statistics that established the mathematical foundations of sequential analysis and optimal decision-making under uncertainty.
-
D.
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.
-
E.
Rules, Discretion, and Reputation in a Model of Monetary Policy
"Rules, Discretion, and Reputation in a Model of Monetary Policy" is an influential economic paper that analyzes how different monetary policy regimes and the credibility of policymakers affect inflation and output outcomes.
- 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: Fisherian intertemporal choice theory Triple: [permanent income hypothesis, influencedBy, Fisherian intertemporal choice theory]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Fisherian intertemporal choice theory Target entity description: 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.
-
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.
Interest and Prices: Foundations of a Theory of Monetary Policy
Interest and Prices: Foundations of a Theory of Monetary Policy is a highly influential macroeconomics book that develops a rigorous New Keynesian framework for analyzing monetary policy and inflation dynamics.
-
C.
Foundations of a General Theory of Sequential Decision Functions
Foundations of a General Theory of Sequential Decision Functions is a seminal work in statistics that established the mathematical foundations of sequential analysis and optimal decision-making under uncertainty.
-
D.
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.
-
E.
Rules, Discretion, and Reputation in a Model of Monetary Policy
"Rules, Discretion, and Reputation in a Model of Monetary Policy" is an influential economic paper that analyzes how different monetary policy regimes and the credibility of policymakers affect inflation and output outcomes.
- 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_69b34542fd908190b11b08faad8decfd |
completed | March 12, 2026, 10:59 p.m. |
| NER | Named-entity recognition | batch_69b3513545fc81909e29de7eae1829f7 |
completed | March 12, 2026, 11:50 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b5d09bf304819084fc1b9162c8b48a |
completed | March 14, 2026, 9:18 p.m. |
| NEDg | Description generation | batch_69b5d48a56f881909cc75f45d87c8151 |
completed | March 14, 2026, 9:35 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b5d4f99ff08190957b46cd84954f79 |
completed | March 14, 2026, 9:36 p.m. |
Created at: March 12, 2026, 11:13 p.m.