Triple
T3725149
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | F. P. Ramsey |
E81729
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
Ramsey–Cass–Koopmans model
The Ramsey–Cass–Koopmans model is a foundational neoclassical growth model in macroeconomics that analyzes optimal savings, consumption, and capital accumulation over time in a perfectly competitive economy.
|
E381618
|
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: Ramsey–Cass–Koopmans model | Statement: [F. P. Ramsey, notableWork, Ramsey–Cass–Koopmans model]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Ramsey–Cass–Koopmans model Context triple: [F. P. Ramsey, notableWork, Ramsey–Cass–Koopmans model]
-
A.
Kaldor growth model
The Kaldor growth model is a post-Keynesian economic framework that explains long-run economic growth through the interaction of capital accumulation, income distribution, and demand-driven dynamics.
-
B.
Mundell-Fleming model
The Mundell-Fleming model is a macroeconomic framework that analyzes how monetary and fiscal policy affect output and exchange rates in an open economy with international capital flows.
-
C.
Hicks–Kaldor compensation criterion
The Hicks–Kaldor compensation criterion is an economic efficiency test stating that a policy change is desirable if those who gain could in principle compensate those who lose and still be better off, regardless of whether compensation actually occurs.
-
D.
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.
-
E.
Introduction to Modern Economic Growth
Introduction to Modern Economic Growth is a comprehensive graduate-level textbook that rigorously develops the theory and empirics of long-run economic growth, with a strong emphasis on microfoundations and institutional factors.
- 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: Ramsey–Cass–Koopmans model Triple: [F. P. Ramsey, notableWork, Ramsey–Cass–Koopmans model]
Generated description
The Ramsey–Cass–Koopmans model is a foundational neoclassical growth model in macroeconomics that analyzes optimal savings, consumption, and capital accumulation over time in a perfectly competitive economy.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Ramsey–Cass–Koopmans model Target entity description: The Ramsey–Cass–Koopmans model is a foundational neoclassical growth model in macroeconomics that analyzes optimal savings, consumption, and capital accumulation over time in a perfectly competitive economy.
-
A.
Kaldor growth model
The Kaldor growth model is a post-Keynesian economic framework that explains long-run economic growth through the interaction of capital accumulation, income distribution, and demand-driven dynamics.
-
B.
Mundell-Fleming model
The Mundell-Fleming model is a macroeconomic framework that analyzes how monetary and fiscal policy affect output and exchange rates in an open economy with international capital flows.
-
C.
Hicks–Kaldor compensation criterion
The Hicks–Kaldor compensation criterion is an economic efficiency test stating that a policy change is desirable if those who gain could in principle compensate those who lose and still be better off, regardless of whether compensation actually occurs.
-
D.
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.
-
E.
Introduction to Modern Economic Growth
Introduction to Modern Economic Growth is a comprehensive graduate-level textbook that rigorously develops the theory and empirics of long-run economic growth, with a strong emphasis on microfoundations and institutional factors.
- 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_69ad8b1b7ef081908d2d381bbf54985a |
completed | March 8, 2026, 2:43 p.m. |
| NER | Named-entity recognition | batch_69adcaf54af881908bd8d520595de061 |
completed | March 8, 2026, 7:16 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b4ce1e303881909efc1c6735d6c12e |
completed | March 14, 2026, 2:55 a.m. |
| NEDg | Description generation | batch_69b4cf1840bc81908a85642430ab5339 |
completed | March 14, 2026, 2:59 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b4cf92e9c48190a3d87ba1f90548ec |
completed | March 14, 2026, 3:01 a.m. |
Created at: March 8, 2026, 3:34 p.m.