Triple

T11927880
Position Surface form Disambiguated ID Type / Status
Subject Thomas J. Sargent E283829 entity
Predicate notableWork P4 FINISHED
Object 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.
E955489 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: Dynamic Macroeconomic Theory | Statement: [Thomas J. Sargent, notableWork, Dynamic Macroeconomic Theory]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Dynamic Macroeconomic Theory
Context triple: [Thomas J. Sargent, notableWork, Dynamic Macroeconomic Theory]
  • 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. Macroeconomics (with Rudiger Dornbusch and Richard Startz)
    "Macroeconomics (with Rudiger Dornbusch and Richard Startz)" is a widely used intermediate-level macroeconomics textbook that presents modern macroeconomic theory and policy analysis in a clear, rigorous, and empirically grounded way.
  • D. Keynesian business cycle theories
    Keynesian business cycle theories explain economic fluctuations primarily through changes in aggregate demand, emphasizing the roles of price and wage rigidities, government policy, and market imperfections in causing and mitigating recessions and booms.
  • E. Advanced Macroeconomics
    Advanced Macroeconomics is a widely used graduate-level textbook that presents modern macroeconomic theory with a rigorous, microfounded, and mathematically formal approach.
  • 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: Dynamic Macroeconomic Theory
Triple: [Thomas J. Sargent, notableWork, Dynamic Macroeconomic Theory]
Generated description
Dynamic Macroeconomic Theory is a foundational economics book by Thomas J. Sargent that rigorously develops modern macroeconomic analysis using dynamic optimization and rational expectations.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Dynamic Macroeconomic Theory
Target entity description: Dynamic Macroeconomic Theory is a foundational economics book by Thomas J. Sargent that rigorously develops modern macroeconomic analysis using dynamic optimization and rational expectations.
  • 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. Macroeconomics (with Rudiger Dornbusch and Richard Startz)
    "Macroeconomics (with Rudiger Dornbusch and Richard Startz)" is a widely used intermediate-level macroeconomics textbook that presents modern macroeconomic theory and policy analysis in a clear, rigorous, and empirically grounded way.
  • D. Keynesian business cycle theories
    Keynesian business cycle theories explain economic fluctuations primarily through changes in aggregate demand, emphasizing the roles of price and wage rigidities, government policy, and market imperfections in causing and mitigating recessions and booms.
  • E. Advanced Macroeconomics
    Advanced Macroeconomics is a widely used graduate-level textbook that presents modern macroeconomic theory with a rigorous, microfounded, and mathematically formal approach.
  • 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_69d6ab2ce9c48190b5d39511b524f666 completed April 8, 2026, 7:23 p.m.
NER Named-entity recognition batch_69d903024afc8190a97aa3263dc7d017 completed April 10, 2026, 2:02 p.m.
NED1 Entity disambiguation (via context triple) batch_69f440611e648190b2c47b43f02d2e4b completed May 1, 2026, 5:55 a.m.
NEDg Description generation batch_69f448fb898081908a8ffd0da703c0f9 completed May 1, 2026, 6:32 a.m.
NED2 Entity disambiguation (via description) batch_69f44b9e662881908549e041f6a05e38 completed May 1, 2026, 6:43 a.m.
Created at: April 8, 2026, 9:45 p.m.