Triple

T1908914
Position Surface form Disambiguated ID Type / Status
Subject John Ramsay McCulloch E38062 entity
Predicate notableWork P4 FINISHED
Object The Literature of Political Economy
The Literature of Political Economy is a 19th-century bibliographical and critical survey of economic writings compiled by Scottish economist John Ramsay McCulloch.
 E215275 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: The Literature of Political Economy | Statement: [John Ramsay McCulloch, notableWork, The Literature of Political Economy]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: The Literature of Political Economy
Context triple: [John Ramsay McCulloch, notableWork, The Literature of Political Economy]
  • A. Elements of Political Economy
    Elements of Political Economy is a 19th-century treatise by James Mill that systematically presents and defends classical economic theory in a concise, didactic form.
  • B. Principles of Political Economy
    "Principles of Political Economy" is an economics treatise by American astronomer and economist Simon Newcomb that analyzes the foundations and functioning of market economies in the late 19th century.
  • C. 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.
  • D. 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.
  • E. On the Principles of Political Economy and Taxation
    On the Principles of Political Economy and Taxation is an 1817 treatise by David Ricardo that systematically develops classical economic theories such as comparative advantage, rent, wages, and profits.
  • 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: The Literature of Political Economy
Triple: [John Ramsay McCulloch, notableWork, The Literature of Political Economy]
Generated description
The Literature of Political Economy is a 19th-century bibliographical and critical survey of economic writings compiled by Scottish economist John Ramsay McCulloch.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: The Literature of Political Economy
Target entity description: The Literature of Political Economy is a 19th-century bibliographical and critical survey of economic writings compiled by Scottish economist John Ramsay McCulloch.
  • A. Elements of Political Economy
    Elements of Political Economy is a 19th-century treatise by James Mill that systematically presents and defends classical economic theory in a concise, didactic form.
  • B. Principles of Political Economy
    "Principles of Political Economy" is an economics treatise by American astronomer and economist Simon Newcomb that analyzes the foundations and functioning of market economies in the late 19th century.
  • C. 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.
  • D. 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.
  • E. On the Principles of Political Economy and Taxation
    On the Principles of Political Economy and Taxation is an 1817 treatise by David Ricardo that systematically develops classical economic theories such as comparative advantage, rent, wages, and profits.
  • 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_69a8862a26088190aae5243695aeefc0 completed March 4, 2026, 7:21 p.m.
NER Named-entity recognition batch_69abb1b55edc8190bce8ac97196939a9 completed March 7, 2026, 5:03 a.m.
NED1 Entity disambiguation (via context triple) batch_69adf3d2b4848190aef80d6b42b3b64a completed March 8, 2026, 10:10 p.m.
NEDg Description generation batch_69adf48412b08190b6ad0f3abf42a081 completed March 8, 2026, 10:13 p.m.
NED2 Entity disambiguation (via description) batch_69adf4f7c908819089ccdc881af10da9 completed March 8, 2026, 10:15 p.m.
Created at: March 4, 2026, 7:35 p.m.