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.