Triple

T1814795
Position Surface form Disambiguated ID Type / Status
Subject John R. Hicks E40411 entity
Predicate knownFor P22 FINISHED
Object temporary equilibrium theory
Temporary equilibrium theory is an economic framework, developed by John R. Hicks, that analyzes how markets reach short-run equilibria when agents form expectations about the future under incomplete information.
E204383 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: temporary equilibrium theory | Statement: [John R. Hicks, knownFor, temporary equilibrium theory]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: temporary equilibrium theory
Context triple: [John R. Hicks, knownFor, temporary equilibrium theory]
  • A. 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.
  • B. neoclassical synthesis
    The neoclassical synthesis is a mid-20th-century economic framework that blends Keynesian macroeconomics with neoclassical microeconomics to explain and guide modern mixed-market economies.
  • C. Say's law
    Say's law is a classical economic principle asserting that aggregate supply inherently creates an equivalent level of aggregate demand, implying that general overproduction in an economy is unlikely.
  • D. Laffer curve
    The Laffer curve is an economic theory that illustrates the relationship between tax rates and government revenue, suggesting that beyond a certain point higher tax rates reduce total revenue by discouraging work and investment.
  • E. 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.
  • 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: temporary equilibrium theory
Triple: [John R. Hicks, knownFor, temporary equilibrium theory]
Generated description
Temporary equilibrium theory is an economic framework, developed by John R. Hicks, that analyzes how markets reach short-run equilibria when agents form expectations about the future under incomplete information.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: temporary equilibrium theory
Target entity description: Temporary equilibrium theory is an economic framework, developed by John R. Hicks, that analyzes how markets reach short-run equilibria when agents form expectations about the future under incomplete information.
  • A. 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.
  • B. neoclassical synthesis
    The neoclassical synthesis is a mid-20th-century economic framework that blends Keynesian macroeconomics with neoclassical microeconomics to explain and guide modern mixed-market economies.
  • C. Say's law
    Say's law is a classical economic principle asserting that aggregate supply inherently creates an equivalent level of aggregate demand, implying that general overproduction in an economy is unlikely.
  • D. Laffer curve
    The Laffer curve is an economic theory that illustrates the relationship between tax rates and government revenue, suggesting that beyond a certain point higher tax rates reduce total revenue by discouraging work and investment.
  • E. 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.
  • 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_69a8864526c081908a3a4d74f689e2c5 completed March 4, 2026, 7:21 p.m.
NER Named-entity recognition batch_69aa65f4628481909ca8e4c2302752ac completed March 6, 2026, 5:28 a.m.
NED1 Entity disambiguation (via context triple) batch_69adbf5de46c8190817f67d692e98803 completed March 8, 2026, 6:26 p.m.
NEDg Description generation batch_69adc2b4d8a0819080ff41cf73417276 completed March 8, 2026, 6:40 p.m.
NED2 Entity disambiguation (via description) batch_69adc38732d8819092e0ac76354f08c1 completed March 8, 2026, 6:44 p.m.
Created at: March 4, 2026, 7:32 p.m.