Triple

T235619
Position Surface form Disambiguated ID Type / Status
Subject Adam Smith E4818 entity
Predicate movement P81 FINISHED
Object 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.
E30266 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: classical economics | Statement: [Adam Smith, movement, classical economics]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: classical economics
Context triple: [Adam Smith, movement, classical economics]
  • A. 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.
  • 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. Economics: A Very Short Introduction
    "Economics: A Very Short Introduction" is a concise introductory book that explains the core principles, methods, and real-world applications of economics for a general audience.
  • D. Chicago School economics
    Chicago School economics is a free-market-oriented school of economic thought, centered at the University of Chicago, known for its strong advocacy of limited government intervention, monetarism, and rational expectations.
  • E. Principles of Political Economy
    Principles of Political Economy is an 1820 treatise by Thomas Malthus that critiques classical economic theory, especially Say’s Law, and emphasizes the possibility of general gluts and the importance of effective demand.
  • 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: classical economics
Triple: [Adam Smith, movement, classical economics]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: classical economics
Target entity description: 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.
  • A. 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.
  • 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. Economics: A Very Short Introduction
    "Economics: A Very Short Introduction" is a concise introductory book that explains the core principles, methods, and real-world applications of economics for a general audience.
  • D. Chicago School economics
    Chicago School economics is a free-market-oriented school of economic thought, centered at the University of Chicago, known for its strong advocacy of limited government intervention, monetarism, and rational expectations.
  • E. Principles of Political Economy
    Principles of Political Economy is an 1820 treatise by Thomas Malthus that critiques classical economic theory, especially Say’s Law, and emphasizes the possibility of general gluts and the importance of effective demand.
  • 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_69a257c3d0708190b0871c4269d273e6 completed Feb. 28, 2026, 2:49 a.m.
NER Named-entity recognition batch_69a25ccab7648190be6e4f5febc1e313 completed Feb. 28, 2026, 3:11 a.m.
NED1 Entity disambiguation (via context triple) batch_69a3647a0f9c8190879f9fe425d901a7 completed Feb. 28, 2026, 9:56 p.m.
NEDg Description generation batch_69a3654cdfb08190bf9ae2aad3769191 completed Feb. 28, 2026, 9:59 p.m.
NED2 Entity disambiguation (via description) batch_69a365c391a081908196b842c69e8ddb completed Feb. 28, 2026, 10:01 p.m.
Created at: Feb. 28, 2026, 2:53 a.m.