Triple

T414886
Position Surface form Disambiguated ID Type / Status
Subject New Keynesian economics E9569 entity
Predicate respondsTo P2278 FINISHED
Object 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.
E52550 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: Lucas critique | Statement: [New Keynesian economics, respondsTo, Lucas critique]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Lucas critique
Context triple: [New Keynesian economics, respondsTo, Lucas critique]
  • A. Phillips curve framework
    The Phillips curve framework is a macroeconomic concept that posits an inverse relationship between inflation and unemployment, shaping policymakers’ understanding of inflation dynamics and trade-offs in the postwar era.
  • B. New Keynesian economics
    New Keynesian economics is a modern macroeconomic framework that incorporates rational expectations and micro-founded price and wage rigidities to explain short-run economic fluctuations and justify active stabilization policy.
  • C. the "Volcker shock" in U.S. monetary policy
    The "Volcker shock" in U.S. monetary policy refers to the dramatic interest rate hikes and tight monetary stance of the early 1980s aimed at breaking entrenched inflation, which triggered a deep recession but ultimately restored price stability and reshaped central banking practice.
  • D. Inequality Reexamined
    Inequality Reexamined is a philosophical and economic work by Amartya Sen that critically analyzes traditional views of inequality and justice through his capabilities approach.
  • E. Economic Confidence Model
    The Economic Confidence Model is Martin Armstrong’s proprietary cyclical forecasting system that predicts economic and financial market turning points based on a recurring 8.6-year cycle.
  • 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: Lucas critique
Triple: [New Keynesian economics, respondsTo, Lucas critique]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Lucas critique
Target entity description: 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.
  • A. Phillips curve framework
    The Phillips curve framework is a macroeconomic concept that posits an inverse relationship between inflation and unemployment, shaping policymakers’ understanding of inflation dynamics and trade-offs in the postwar era.
  • B. Ricardian equivalence
    Ricardian equivalence is an economic theory proposing that consumers anticipate future taxes implied by government borrowing and therefore adjust their saving so that deficit-financed tax cuts do not affect overall demand.
  • C. New Keynesian economics
    New Keynesian economics is a modern macroeconomic framework that incorporates rational expectations and micro-founded price and wage rigidities to explain short-run economic fluctuations and justify active stabilization policy.
  • D. the "Volcker shock" in U.S. monetary policy
    The "Volcker shock" in U.S. monetary policy refers to the dramatic interest rate hikes and tight monetary stance of the early 1980s aimed at breaking entrenched inflation, which triggered a deep recession but ultimately restored price stability and reshaped central banking practice.
  • E. Inequality Reexamined
    Inequality Reexamined is a philosophical and economic work by Amartya Sen that critically analyzes traditional views of inequality and justice through his capabilities 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_69a2e80111fc8190961d5b7c6154123f completed Feb. 28, 2026, 1:05 p.m.
NER Named-entity recognition batch_69a2ee8d835881908403ea23901e52b3 completed Feb. 28, 2026, 1:33 p.m.
NED1 Entity disambiguation (via context triple) batch_69a41b4ce1648190b1f46ba33d7cf946 completed March 1, 2026, 10:56 a.m.
NEDg Description generation batch_69a41bc18b388190ae97d97656294e7b completed March 1, 2026, 10:58 a.m.
NED2 Entity disambiguation (via description) batch_69a422983e708190904cd891d3996338 completed March 1, 2026, 11:27 a.m.
Created at: Feb. 28, 2026, 1:09 p.m.