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.