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.