Triple

T2509138
Position Surface form Disambiguated ID Type / Status
Subject New Classical macroeconomics E52658 entity
Predicate basedOn P98 FINISHED
Object Walrasian market-clearing framework
The Walrasian market-clearing framework is a general equilibrium model in which perfectly competitive markets continuously adjust prices so that supply equals demand in all markets simultaneously.
E273018 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: Walrasian market-clearing framework | Statement: [New Classical macroeconomics, basedOn, Walrasian market-clearing framework]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Walrasian market-clearing framework
Context triple: [New Classical macroeconomics, basedOn, Walrasian market-clearing framework]
  • A. The Theory and Measurement of Demand
    The Theory and Measurement of Demand is a foundational economics book by Henry Schultz that rigorously develops statistical and mathematical methods for estimating consumer demand.
  • B. Hicks–Kaldor compensation criterion
    The Hicks–Kaldor compensation criterion is an economic efficiency test stating that a policy change is desirable if those who gain could in principle compensate those who lose and still be better off, regardless of whether compensation actually occurs.
  • C. Three Essays on the State of Economic Science
    Three Essays on the State of Economic Science is a seminal collection of essays by economist Tjalling C. Koopmans that helped shape modern econometric and economic theory through its rigorous analysis of scientific methodology in economics.
  • D. 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.
  • E. “Propagation Problems and Impulse Problems in Dynamic Economics”
    “Propagation Problems and Impulse Problems in Dynamic Economics” is a seminal paper by Ragnar Frisch that laid the foundations of modern business cycle theory by distinguishing between the driving shocks to the economy and the mechanisms that propagate them over time.
  • 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: Walrasian market-clearing framework
Triple: [New Classical macroeconomics, basedOn, Walrasian market-clearing framework]
Generated description
The Walrasian market-clearing framework is a general equilibrium model in which perfectly competitive markets continuously adjust prices so that supply equals demand in all markets simultaneously.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Walrasian market-clearing framework
Target entity description: The Walrasian market-clearing framework is a general equilibrium model in which perfectly competitive markets continuously adjust prices so that supply equals demand in all markets simultaneously.
  • A. The Theory and Measurement of Demand
    The Theory and Measurement of Demand is a foundational economics book by Henry Schultz that rigorously develops statistical and mathematical methods for estimating consumer demand.
  • B. Hicks–Kaldor compensation criterion
    The Hicks–Kaldor compensation criterion is an economic efficiency test stating that a policy change is desirable if those who gain could in principle compensate those who lose and still be better off, regardless of whether compensation actually occurs.
  • C. Three Essays on the State of Economic Science
    Three Essays on the State of Economic Science is a seminal collection of essays by economist Tjalling C. Koopmans that helped shape modern econometric and economic theory through its rigorous analysis of scientific methodology in economics.
  • D. 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.
  • E. “Propagation Problems and Impulse Problems in Dynamic Economics”
    “Propagation Problems and Impulse Problems in Dynamic Economics” is a seminal paper by Ragnar Frisch that laid the foundations of modern business cycle theory by distinguishing between the driving shocks to the economy and the mechanisms that propagate them over time.
  • 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_69ab4958e76481908a235377dd921c9e completed March 6, 2026, 9:38 p.m.
NER Named-entity recognition batch_69abd1ec68dc8190aff3d1d2d68b9bcb completed March 7, 2026, 7:21 a.m.
NED1 Entity disambiguation (via context triple) batch_69af1faa33148190a3ad6ece7432b81f completed March 9, 2026, 7:29 p.m.
NEDg Description generation batch_69af20aafd008190ad9fee7c154f8597 completed March 9, 2026, 7:34 p.m.
NED2 Entity disambiguation (via description) batch_69af2193102c81908f5fe1c899cc1a85 completed March 9, 2026, 7:37 p.m.
Created at: March 6, 2026, 9:46 p.m.