Triple

T21677705
Position Surface form Disambiguated ID Type / Status
Subject Lionel W. McKenzie E535016 entity
Predicate notableWork P4 FINISHED
Object Turnpike theorems in dynamic economics NE NERFINISHED

How this triple was built (3 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: Turnpike theorems in dynamic economics | Statement: [Lionel W. McKenzie, notableWork, Turnpike theorems in dynamic economics]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Turnpike theorems in dynamic economics
Context triple: [Lionel W. McKenzie, notableWork, Turnpike theorems in dynamic economics]
  • A. Recursive Macroeconomic Theory by Lars Ljungqvist and Thomas J. Sargent
    "Recursive Macroeconomic Theory" by Lars Ljungqvist and Thomas J. Sargent is a graduate-level textbook that develops modern dynamic macroeconomics using recursive methods, with a strong emphasis on rigorous microfoundations and applications to topics such as growth, unemployment, and monetary and fiscal policy.
  • B. Theory of Economic Dynamics
    Theory of Economic Dynamics is a seminal work by Michał Kalecki that develops a macroeconomic framework for analyzing business cycles, investment, and long-run growth under conditions of imperfect competition.
  • C. “Propagation Problems and Impulse Problems in Dynamic Economics”
    “Propagation Problems and Impulse Problems in Dynamic Economics” is a seminal paper by Ragnar Frisch that laid the foundations of modern business cycle theory by distinguishing between the driving shocks to the economy and the mechanisms that propagate them over time.
  • D. Dynamic Macroeconomic Theory
    Dynamic Macroeconomic Theory is a foundational economics book by Thomas J. Sargent that rigorously develops modern macroeconomic analysis using dynamic optimization and rational expectations.
  • E. “Recursive Methods in Economic Dynamics”
    “Recursive Methods in Economic Dynamics” is a foundational economics text that develops and applies recursive (dynamic programming) techniques to analyze intertemporal economic models and dynamic general equilibrium.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Turnpike theorems in dynamic economics
Target entity description: Turnpike theorems in dynamic economics are results in growth and optimization theory showing that, over long time horizons, optimal economic paths tend to stay close to a particular balanced growth path or steady state, largely independent of initial and final conditions.
  • A. Recursive Macroeconomic Theory by Lars Ljungqvist and Thomas J. Sargent
    "Recursive Macroeconomic Theory" by Lars Ljungqvist and Thomas J. Sargent is a graduate-level textbook that develops modern dynamic macroeconomics using recursive methods, with a strong emphasis on rigorous microfoundations and applications to topics such as growth, unemployment, and monetary and fiscal policy.
  • B. Theory of Economic Dynamics
    Theory of Economic Dynamics is a seminal work by Michał Kalecki that develops a macroeconomic framework for analyzing business cycles, investment, and long-run growth under conditions of imperfect competition.
  • C. “Propagation Problems and Impulse Problems in Dynamic Economics”
    “Propagation Problems and Impulse Problems in Dynamic Economics” is a seminal paper by Ragnar Frisch that laid the foundations of modern business cycle theory by distinguishing between the driving shocks to the economy and the mechanisms that propagate them over time.
  • D. Dynamic Macroeconomic Theory
    Dynamic Macroeconomic Theory is a foundational economics book by Thomas J. Sargent that rigorously develops modern macroeconomic analysis using dynamic optimization and rational expectations.
  • E. “Recursive Methods in Economic Dynamics”
    “Recursive Methods in Economic Dynamics” is a foundational economics text that develops and applies recursive (dynamic programming) techniques to analyze intertemporal economic models and dynamic general equilibrium.
  • F. None of above. chosen

Provenance (2 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_69e0c46898008190aa618a4af55bd1ee completed April 16, 2026, 11:13 a.m.
NER Named-entity recognition batch_69ef8a11088081908911af2629f54c1c completed April 27, 2026, 4:08 p.m.
Created at: April 16, 2026, 6:43 p.m.