Triple
T3821657
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Introduction to Modern Economic Growth |
E84385
|
entity |
| Predicate | topic |
P261
|
FINISHED |
| Object |
unified growth theory
Unified growth theory is a framework in economics that seeks to explain the transition of economies from centuries of stagnation to modern sustained growth within a single, coherent model.
|
E391914
|
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: unified growth theory | Statement: [Introduction to Modern Economic Growth, topic, unified growth theory]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: unified growth theory Context triple: [Introduction to Modern Economic Growth, topic, unified growth theory]
-
A.
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.
-
B.
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.
-
C.
Kaldorian cumulative causation
Kaldorian cumulative causation is an economic theory proposing that growth and industrial development are driven by self-reinforcing feedback loops, where initial advantages in productivity, demand, or exports lead to further gains and regional divergence.
-
D.
Kaldor’s stylized facts of economic growth
Kaldor’s stylized facts of economic growth are a set of empirical regularities about long-run economic development—such as stable capital-output ratios and rising labor productivity—that guided modern theories of growth and distribution.
-
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: unified growth theory Triple: [Introduction to Modern Economic Growth, topic, unified growth theory]
Generated description
Unified growth theory is a framework in economics that seeks to explain the transition of economies from centuries of stagnation to modern sustained growth within a single, coherent model.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: unified growth theory Target entity description: Unified growth theory is a framework in economics that seeks to explain the transition of economies from centuries of stagnation to modern sustained growth within a single, coherent model.
-
A.
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.
-
B.
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.
-
C.
Kaldorian cumulative causation
Kaldorian cumulative causation is an economic theory proposing that growth and industrial development are driven by self-reinforcing feedback loops, where initial advantages in productivity, demand, or exports lead to further gains and regional divergence.
-
D.
Kaldor’s stylized facts of economic growth
Kaldor’s stylized facts of economic growth are a set of empirical regularities about long-run economic development—such as stable capital-output ratios and rising labor productivity—that guided modern theories of growth and distribution.
-
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
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_69aed931f5908190be2c07af66d4df25 |
completed | March 9, 2026, 2:29 p.m. |
| NER | Named-entity recognition | batch_69aeea62cdfc81909a3bf458b73d60e7 |
completed | March 9, 2026, 3:42 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b4fb4998248190b4174dd80a8e790c |
completed | March 14, 2026, 6:08 a.m. |
| NEDg | Description generation | batch_69b4ffcf7e24819098cf2e46b92bed4a |
completed | March 14, 2026, 6:27 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b500596e308190a31e44c24de3f31d |
completed | March 14, 2026, 6:29 a.m. |
Created at: March 9, 2026, 3:17 p.m.