Triple

T412940
Position Surface form Disambiguated ID Type / Status
Subject David Ricardo E9529 entity
Predicate influenced P9 FINISHED
Object 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.
E52109 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: neoclassical economics | Statement: [David Ricardo, influenced, neoclassical economics]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: neoclassical economics
Context triple: [David Ricardo, influenced, neoclassical economics]
  • A. 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.
  • 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. 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.
  • D. Economic Sciences
    Economic Sciences is the academic discipline that studies how individuals, businesses, governments, and societies allocate scarce resources and make decisions about production, distribution, and consumption.
  • E. Theoretical Economics
    Theoretical Economics is a peer-reviewed academic journal that publishes research in economic theory, including microeconomic theory, game theory, and related fields.
  • 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: neoclassical economics
Triple: [David Ricardo, influenced, neoclassical economics]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: neoclassical economics
Target entity description: 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.
  • A. 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.
  • 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. 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.
  • D. Economic Sciences
    Economic Sciences is the academic discipline that studies how individuals, businesses, governments, and societies allocate scarce resources and make decisions about production, distribution, and consumption.
  • E. Theoretical Economics
    Theoretical Economics is a peer-reviewed academic journal that publishes research in economic theory, including microeconomic theory, game theory, and related fields.
  • 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_69a2ecdc422881908910428fd1aee7c6 completed Feb. 28, 2026, 1:25 p.m.
NED1 Entity disambiguation (via context triple) batch_69a41b4b71ec8190a6fda4dc4e4fc3ac completed March 1, 2026, 10:56 a.m.
NEDg Description generation batch_69a41b7ee8488190a5246a7451850278 completed March 1, 2026, 10:57 a.m.
NED2 Entity disambiguation (via description) batch_69a41bef673081908099a23700c0d419 completed March 1, 2026, 10:58 a.m.
Created at: Feb. 28, 2026, 1:09 p.m.