Triple

T81015
Position Surface form Disambiguated ID Type / Status
Subject Thomas Malthus E1626 entity
Predicate notableWork P4 FINISHED
Object 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.
E9528 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: Principles of Political Economy | Statement: [Thomas Malthus, notableWork, Principles of Political Economy]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Principles of Political Economy
Context triple: [Thomas Malthus, notableWork, Principles of Political Economy]
  • A. The Wealth of Nations
    The Wealth of Nations is Adam Smith’s foundational 1776 treatise on economics that laid the groundwork for classical free-market theory and modern economic thought.
  • B. An Inquiry into the Nature and Progress of Rent
    "An Inquiry into the Nature and Progress of Rent" is an 1815 economic treatise by Thomas Malthus that analyzes the origins, determinants, and distributional implications of land rent within classical political economy.
  • C. An Essay on the Principle of Population
    An Essay on the Principle of Population is an influential 1798 work of political economy and demography arguing that population growth tends to outpace food production, leading to inevitable checks such as famine, disease, and war.
  • D. A Treatise on Money
    A Treatise on Money is an influential two-volume work by economist John Maynard Keynes that analyzes the functioning of monetary systems, credit, and business cycles in modern economies.
  • E. The General Theory of Employment, Interest and Money
    The General Theory of Employment, Interest and Money is John Maynard Keynes’s landmark 1936 book that founded modern macroeconomics by challenging classical views and explaining the causes of prolonged unemployment and economic downturns.
  • 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: Principles of Political Economy
Triple: [Thomas Malthus, notableWork, Principles of Political Economy]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Principles of Political Economy
Target entity description: 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.
  • A. The Wealth of Nations
    The Wealth of Nations is Adam Smith’s foundational 1776 treatise on economics that laid the groundwork for classical free-market theory and modern economic thought.
  • B. An Inquiry into the Nature and Progress of Rent
    "An Inquiry into the Nature and Progress of Rent" is an 1815 economic treatise by Thomas Malthus that analyzes the origins, determinants, and distributional implications of land rent within classical political economy.
  • C. An Essay on the Principle of Population
    An Essay on the Principle of Population is an influential 1798 work of political economy and demography arguing that population growth tends to outpace food production, leading to inevitable checks such as famine, disease, and war.
  • D. A Treatise on Money
    A Treatise on Money is an influential two-volume work by economist John Maynard Keynes that analyzes the functioning of monetary systems, credit, and business cycles in modern economies.
  • E. The General Theory of Employment, Interest and Money
    The General Theory of Employment, Interest and Money is John Maynard Keynes’s landmark 1936 book that founded modern macroeconomics by challenging classical views and explaining the causes of prolonged unemployment and economic downturns.
  • 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_69a24c60d19c8190a1b6c105ca59ef5b completed Feb. 28, 2026, 2:01 a.m.
NER Named-entity recognition batch_69a24f354d088190972791051d2d99f8 completed Feb. 28, 2026, 2:13 a.m.
NED1 Entity disambiguation (via context triple) batch_69a266ea53f48190a0a09700697ffd45 completed Feb. 28, 2026, 3:54 a.m.
NEDg Description generation batch_69a26ada5f908190afcc754be9fffd07 completed Feb. 28, 2026, 4:11 a.m.
NED2 Entity disambiguation (via description) batch_69a26b668a948190811c208dae793975 completed Feb. 28, 2026, 4:13 a.m.
Created at: Feb. 28, 2026, 2:06 a.m.