Triple

T81021
Position Surface form Disambiguated ID Type / Status
Subject Thomas Malthus E1626 entity
Predicate influenced P9 FINISHED
Object David Ricardo
David Ricardo was a prominent 19th-century British political economist known for his theories of comparative advantage, rent, and distribution in classical economics.
E9529 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: David Ricardo | Statement: [Thomas Malthus, influenced, David Ricardo]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: David Ricardo
Context triple: [Thomas Malthus, influenced, David Ricardo]
  • A. Adam Smith
    Adam Smith was an 18th-century Scottish economist and philosopher best known as the author of "The Wealth of Nations" and a foundational figure in classical economics.
  • B. Thomas Malthus
    Thomas Malthus was an English economist and demographer best known for his theory that population growth tends to outpace food production, leading to inevitable checks such as famine and disease.
  • C. John Maynard Keynes
    John Maynard Keynes was a British economist whose revolutionary ideas about government intervention in the economy profoundly shaped modern macroeconomics and policies adopted during and after the Great Depression.
  • D. William Graham Sumner
    William Graham Sumner was an influential American sociologist and classical liberal thinker known for his defense of laissez-faire economics and his association with Social Darwinist ideas in the late 19th and early 20th centuries.
  • E. John Stuart Mill
    John Stuart Mill was a 19th-century British philosopher and political economist known for his influential works on utilitarianism, liberty, and liberal democratic theory.
  • 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: David Ricardo
Triple: [Thomas Malthus, influenced, David Ricardo]
Generated description
David Ricardo was a prominent 19th-century British political economist known for his theories of comparative advantage, rent, and distribution in classical economics.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: David Ricardo
Target entity description: David Ricardo was a prominent 19th-century British political economist known for his theories of comparative advantage, rent, and distribution in classical economics.
  • A. Adam Smith
    Adam Smith was an 18th-century Scottish economist and philosopher best known as the author of "The Wealth of Nations" and a foundational figure in classical economics.
  • B. Thomas Malthus
    Thomas Malthus was an English economist and demographer best known for his theory that population growth tends to outpace food production, leading to inevitable checks such as famine and disease.
  • C. John Maynard Keynes
    John Maynard Keynes was a British economist whose revolutionary ideas about government intervention in the economy profoundly shaped modern macroeconomics and policies adopted during and after the Great Depression.
  • D. William Graham Sumner
    William Graham Sumner was an influential American sociologist and classical liberal thinker known for his defense of laissez-faire economics and his association with Social Darwinist ideas in the late 19th and early 20th centuries.
  • E. John Stuart Mill
    John Stuart Mill was a 19th-century British philosopher and political economist known for his influential works on utilitarianism, liberty, and liberal democratic theory.
  • 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.