Triple
T15741817
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Ramsey–Cass–Koopmans model |
E381618
|
entity |
| Predicate | typicalProductionSpecification |
P2475
|
FINISHED |
| Object |
Cobb–Douglas production function
The Cobb–Douglas production function is a widely used economic model that represents output as a multiplicative function of inputs like capital and labor, each raised to constant elasticities that capture their relative contributions to production.
|
E1173845
|
NE FINISHED |
How this triple was built (5 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: Cobb–Douglas production function | Statement: [Ramsey–Cass–Koopmans model, typicalProductionSpecification, Cobb–Douglas production function]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Cobb–Douglas production function Context triple: [Ramsey–Cass–Koopmans model, typicalProductionSpecification, Cobb–Douglas production function]
-
A.
Leontief production function
The Leontief production function is an economic model of production that assumes fixed input proportions with no substitutability between factors, often used in input–output analysis.
-
B.
Harrod–Domar growth model
The Harrod–Domar growth model is an early Keynesian economic framework that explains long-run economic growth in terms of savings rates and capital-output ratios, highlighting inherent instability in growth paths.
-
C.
Kaldor–Verdoorn law
The Kaldor–Verdoorn law is an economic principle that posits a positive relationship between the growth of output and the growth of labor productivity, often used to explain cumulative and self-reinforcing processes in industrial growth.
-
D.
Solow growth model
The Solow growth model is a foundational economic framework that explains long-run economic growth through capital accumulation, labor or population growth, and exogenous technological progress.
-
E.
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.
- 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: Cobb–Douglas production function Triple: [Ramsey–Cass–Koopmans model, typicalProductionSpecification, Cobb–Douglas production function]
Generated description
The Cobb–Douglas production function is a widely used economic model that represents output as a multiplicative function of inputs like capital and labor, each raised to constant elasticities that capture their relative contributions to production.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Cobb–Douglas production function Target entity description: The Cobb–Douglas production function is a widely used economic model that represents output as a multiplicative function of inputs like capital and labor, each raised to constant elasticities that capture their relative contributions to production.
-
A.
Leontief production function
The Leontief production function is an economic model of production that assumes fixed input proportions with no substitutability between factors, often used in input–output analysis.
-
B.
Harrod–Domar growth model
The Harrod–Domar growth model is an early Keynesian economic framework that explains long-run economic growth in terms of savings rates and capital-output ratios, highlighting inherent instability in growth paths.
-
C.
Kaldor–Verdoorn law
The Kaldor–Verdoorn law is an economic principle that posits a positive relationship between the growth of output and the growth of labor productivity, often used to explain cumulative and self-reinforcing processes in industrial growth.
-
D.
Solow growth model
The Solow growth model is a foundational economic framework that explains long-run economic growth through capital accumulation, labor or population growth, and exogenous technological progress.
-
E.
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.
- F. None of above. chosen
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: typicalProductionSpecification Context triple: [Ramsey–Cass–Koopmans model, typicalProductionSpecification, Cobb–Douglas production function]
-
A.
typicalProductionType
chosen
Indicates the usual or characteristic type of production activity associated with an entity.
-
B.
componentTypeProduced
Indicates that one entity produces or manufactures a specific type of component as an output of its activity or process.
-
C.
eligibleProductionType
Indicates that a given entity qualifies for or is allowed to participate in a specified type or category of production.
-
D.
hasProductionStandard
Indicates that something is governed, defined, or evaluated according to a specific production standard.
-
E.
partOfProduction
Indicates that one entity functions as a component, segment, or phase within the overall process or structure of another production.
- F. None of above.
Provenance (6 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_69d86d9cdb648190bf3171be0bd7d872 |
completed | April 10, 2026, 3:25 a.m. |
| NER | Named-entity recognition | batch_69e0b4d6b5788190883746ee82c799f5 |
completed | April 16, 2026, 10:07 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ff83056aa0819098b757ed125e61fe |
completed | May 9, 2026, 6:55 p.m. |
| NEDg | Description generation | batch_69ff83ca33d08190816130bf2ea735df |
completed | May 9, 2026, 6:58 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ff8469354c819080b8cfddb7c66be5 |
completed | May 9, 2026, 7 p.m. |
| PD | Predicate disambiguation | batch_69e0052c6208819098165d61d378d13b |
completed | April 15, 2026, 9:37 p.m. |
Created at: April 10, 2026, 4:46 a.m.