Triple

T8825341
Position Surface form Disambiguated ID Type / Status
Subject Post-Keynesian economics E210000 entity
Predicate associatedWithJournal P49143 FINISHED
Object Review of Keynesian Economics
Review of Keynesian Economics is an academic journal that publishes research and debate on Keynesian and post-Keynesian economic theory and policy.
E760767 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: Review of Keynesian Economics | Statement: [Post-Keynesian economics, associatedWithJournal, Review of Keynesian Economics]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Review of Keynesian Economics
Context triple: [Post-Keynesian economics, associatedWithJournal, Review of Keynesian Economics]
  • 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. Mr. Keynes and the Classics
    "Mr. Keynes and the Classics" is a seminal 1937 article by economist John R. Hicks that introduced the IS-LM framework to synthesize and contrast Keynesian and classical macroeconomic theory.
  • C. Post-Keynesian economics
    Post-Keynesian economics is a heterodox school of economic thought, inspired by John Maynard Keynes and further developed by economists like Nicholas Kaldor, that emphasizes fundamental uncertainty, the role of effective demand, and the importance of institutions and income distribution in determining macroeconomic 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. On the Theory of Economic Policy
    On the Theory of Economic Policy is a foundational work in economics by Jan Tinbergen that systematically analyzes how governments can design and coordinate economic policies using formal models and quantitative methods.
  • 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: Review of Keynesian Economics
Triple: [Post-Keynesian economics, associatedWithJournal, Review of Keynesian Economics]
Generated description
Review of Keynesian Economics is an academic journal that publishes research and debate on Keynesian and post-Keynesian economic theory and policy.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Review of Keynesian Economics
Target entity description: Review of Keynesian Economics is an academic journal that publishes research and debate on Keynesian and post-Keynesian economic theory and policy.
  • 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. Mr. Keynes and the Classics
    "Mr. Keynes and the Classics" is a seminal 1937 article by economist John R. Hicks that introduced the IS-LM framework to synthesize and contrast Keynesian and classical macroeconomic theory.
  • C. Post-Keynesian economics
    Post-Keynesian economics is a heterodox school of economic thought, inspired by John Maynard Keynes and further developed by economists like Nicholas Kaldor, that emphasizes fundamental uncertainty, the role of effective demand, and the importance of institutions and income distribution in determining macroeconomic 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. On the Theory of Economic Policy
    On the Theory of Economic Policy is a foundational work in economics by Jan Tinbergen that systematically analyzes how governments can design and coordinate economic policies using formal models and quantitative methods.
  • 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_69ca8365b28081909e48e45e95dfc405 completed March 30, 2026, 2:06 p.m.
NER Named-entity recognition batch_69cc60332d208190972a8b03fbd760ee completed April 1, 2026, midnight
NED1 Entity disambiguation (via context triple) batch_69cf894902588190adb60140c64561f6 completed April 3, 2026, 9:32 a.m.
NEDg Description generation batch_69cf8a8c87dc81909d5c0d769341b17c completed April 3, 2026, 9:38 a.m.
NED2 Entity disambiguation (via description) batch_69cf8b79a0b48190a29491f5f8f81217 completed April 3, 2026, 9:42 a.m.
Created at: March 30, 2026, 6:46 p.m.