Triple

T414858
Position Surface form Disambiguated ID Type / Status
Subject New Keynesian economics E9569 entity
Predicate contrastsWith P278 FINISHED
Object New Classical macroeconomics
New Classical macroeconomics is a school of thought that emphasizes rational expectations, market-clearing models, and the idea that systematic monetary policy has limited real effects on output and employment.
E52658 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: New Classical macroeconomics | Statement: [New Keynesian economics, contrastsWith, New Classical macroeconomics]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: New Classical macroeconomics
Context triple: [New Keynesian economics, contrastsWith, New Classical macroeconomics]
  • A. 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.
  • B. neoclassical economics
    Neoclassical economics is a dominant school of economic thought that explains prices, output, and income distribution primarily through marginal analysis, individual rational choice, and market equilibrium.
  • C. classical economics
    Classical economics is a school of economic thought, originating in the late 18th century, that emphasizes free markets, competition, and the idea that self-interested behavior can lead to socially beneficial outcomes.
  • D. Keynesian economics
    Keynesian economics is a macroeconomic theory that emphasizes the role of aggregate demand and government intervention in stabilizing economic fluctuations and reducing unemployment.
  • E. 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.
  • 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: New Classical macroeconomics
Triple: [New Keynesian economics, contrastsWith, New Classical macroeconomics]
Generated description
New Classical macroeconomics is a school of thought that emphasizes rational expectations, market-clearing models, and the idea that systematic monetary policy has limited real effects on output and employment.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: New Classical macroeconomics
Target entity description: New Classical macroeconomics is a school of thought that emphasizes rational expectations, market-clearing models, and the idea that systematic monetary policy has limited real effects on output and employment.
  • A. 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.
  • B. neoclassical economics
    Neoclassical economics is a dominant school of economic thought that explains prices, output, and income distribution primarily through marginal analysis, individual rational choice, and market equilibrium.
  • C. classical economics
    Classical economics is a school of economic thought, originating in the late 18th century, that emphasizes free markets, competition, and the idea that self-interested behavior can lead to socially beneficial outcomes.
  • D. Keynesian economics
    Keynesian economics is a macroeconomic theory that emphasizes the role of aggregate demand and government intervention in stabilizing economic fluctuations and reducing unemployment.
  • E. 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.
  • 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_69a423a2ddb08190bdee170f843c2a19 completed March 1, 2026, 11:31 a.m.
NEDg Description generation batch_69a423d8d3ac81909b1d6bef8632a445 completed March 1, 2026, 11:32 a.m.
NED2 Entity disambiguation (via description) batch_69a42438d2288190b0b9ea0d24b39460 completed March 1, 2026, 11:34 a.m.
Created at: Feb. 28, 2026, 1:09 p.m.