Triple

T124346
Position Surface form Disambiguated ID Type / Status
Subject John Stuart Mill E2513 entity
Predicate notableWork P4 FINISHED
Object Principles of Political Economy
Principles of Political Economy is John Stuart Mill’s influential 1848 treatise that systematically analyzes classical economics while integrating social and ethical considerations into economic theory.
E13843 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: [John Stuart Mill, 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: [John Stuart Mill, notableWork, Principles of Political Economy]
  • A. 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.
  • B. 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.
  • C. 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.
  • D. 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.
  • E. 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.
  • 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: [John Stuart Mill, notableWork, Principles of Political Economy]
Generated description
Principles of Political Economy is John Stuart Mill’s influential 1848 treatise that systematically analyzes classical economics while integrating social and ethical considerations into economic theory.
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 John Stuart Mill’s influential 1848 treatise that systematically analyzes classical economics while integrating social and ethical considerations into economic theory.
  • A. 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.
  • B. 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.
  • C. 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.
  • D. 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.
  • E. 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.
  • 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_69a251b54ea88190b18281669f59b4c0 completed Feb. 28, 2026, 2:23 a.m.
NER Named-entity recognition batch_69a2573ce0ac8190b49fb31d3d475bf9 completed Feb. 28, 2026, 2:47 a.m.
NED1 Entity disambiguation (via context triple) batch_69a2982485348190b2b361aef7b42fc9 completed Feb. 28, 2026, 7:24 a.m.
NEDg Description generation batch_69a299032e748190b8f91ff2109c40fe completed Feb. 28, 2026, 7:28 a.m.
NED2 Entity disambiguation (via description) batch_69a29af5cf3c8190a88b5cbabea72cc5 completed Feb. 28, 2026, 7:36 a.m.
Created at: Feb. 28, 2026, 2:27 a.m.