Triple
T7675620
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Lawrence Klein |
E173852
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
Klein–Tinbergen macroeconometric models
The Klein–Tinbergen macroeconometric models are pioneering large-scale quantitative models of national economies that integrated economic theory with statistical estimation to analyze and forecast macroeconomic activity.
|
E681557
|
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: Klein–Tinbergen macroeconometric models | Statement: [Lawrence Klein, notableWork, Klein–Tinbergen macroeconometric models]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Klein–Tinbergen macroeconometric models Context triple: [Lawrence Klein, notableWork, Klein–Tinbergen macroeconometric models]
-
A.
“Models of Business Cycles”
“Models of Business Cycles” is an influential economics book by Robert Lucas Jr. that develops a rigorous, microfounded theory of business cycle fluctuations using rational expectations and real business cycle methodology.
-
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.
Modigliani–Brumberg model
The Modigliani–Brumberg model is an economic life-cycle theory explaining how individuals plan consumption and saving over their lifetimes to smooth living standards despite changing income.
-
D.
A Theory of the Consumption Function
A Theory of the Consumption Function is Milton Friedman’s influential 1957 economics book that introduced the permanent income hypothesis to explain household consumption behavior over time.
-
E.
Lucas critique
The Lucas critique is an influential argument in macroeconomics asserting that policy evaluations based on historical correlations are unreliable because people’s expectations and behavior change systematically when policy rules change.
- 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: Klein–Tinbergen macroeconometric models Triple: [Lawrence Klein, notableWork, Klein–Tinbergen macroeconometric models]
Generated description
The Klein–Tinbergen macroeconometric models are pioneering large-scale quantitative models of national economies that integrated economic theory with statistical estimation to analyze and forecast macroeconomic activity.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Klein–Tinbergen macroeconometric models Target entity description: The Klein–Tinbergen macroeconometric models are pioneering large-scale quantitative models of national economies that integrated economic theory with statistical estimation to analyze and forecast macroeconomic activity.
-
A.
“Models of Business Cycles”
“Models of Business Cycles” is an influential economics book by Robert Lucas Jr. that develops a rigorous, microfounded theory of business cycle fluctuations using rational expectations and real business cycle methodology.
-
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.
Modigliani–Brumberg model
The Modigliani–Brumberg model is an economic life-cycle theory explaining how individuals plan consumption and saving over their lifetimes to smooth living standards despite changing income.
-
D.
A Theory of the Consumption Function
A Theory of the Consumption Function is Milton Friedman’s influential 1957 economics book that introduced the permanent income hypothesis to explain household consumption behavior over time.
-
E.
Lucas critique
The Lucas critique is an influential argument in macroeconomics asserting that policy evaluations based on historical correlations are unreliable because people’s expectations and behavior change systematically when policy rules change.
- 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_69c6995703e0819081de77361b602e78 |
completed | March 27, 2026, 2:51 p.m. |
| NER | Named-entity recognition | batch_69c701e333f08190a9ee87080c6d0118 |
completed | March 27, 2026, 10:17 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c8a23ba62881908fcdcf2ffcf6d41d |
completed | March 29, 2026, 3:53 a.m. |
| NEDg | Description generation | batch_69c8a49262ec81908f3b45031994d128 |
completed | March 29, 2026, 4:03 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c8a50df2a88190b5f7db0afea96fc3 |
completed | March 29, 2026, 4:05 a.m. |
Created at: March 27, 2026, 4:01 p.m.