Triple

T85982
Position Surface form Disambiguated ID Type / Status
Subject John Maynard Keynes E1729 entity
Predicate influencedBy P9 FINISHED
Object Alfred Marshall
Alfred Marshall was a pioneering British economist whose work helped found neoclassical economics and shaped generations of economic thought, including that of John Maynard Keynes.
E12456 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: Alfred Marshall | Statement: [John Maynard Keynes, influencedBy, Alfred Marshall]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Alfred Marshall
Context triple: [John Maynard Keynes, influencedBy, Alfred Marshall]
  • A. 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.
  • B. 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.
  • C. 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.
  • 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. Ludwig von Mises
    Ludwig von Mises was an Austrian School economist and social philosopher known for his work on praxeology, economic calculation, and critiques of socialism and government intervention.
  • 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: Alfred Marshall
Triple: [John Maynard Keynes, influencedBy, Alfred Marshall]
Generated description
Alfred Marshall was a pioneering British economist whose work helped found neoclassical economics and shaped generations of economic thought, including that of John Maynard Keynes.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Alfred Marshall
Target entity description: Alfred Marshall was a pioneering British economist whose work helped found neoclassical economics and shaped generations of economic thought, including that of John Maynard Keynes.
  • A. 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.
  • B. 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.
  • C. 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.
  • 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. Ludwig von Mises
    Ludwig von Mises was an Austrian School economist and social philosopher known for his work on praxeology, economic calculation, and critiques of socialism and government intervention.
  • 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_69a24c8150408190910a693eb51c1f71 completed Feb. 28, 2026, 2:01 a.m.
NER Named-entity recognition batch_69a24f4fa22c819096152bb577e11fa6 completed Feb. 28, 2026, 2:13 a.m.
NED1 Entity disambiguation (via context triple) batch_69a284fd52f08190b264937658192e79 completed Feb. 28, 2026, 6:02 a.m.
NEDg Description generation batch_69a289412840819099a731a601d923e2 completed Feb. 28, 2026, 6:20 a.m.
NED2 Entity disambiguation (via description) batch_69a2900e6b908190b048ab21595172a5 completed Feb. 28, 2026, 6:49 a.m.
Created at: Feb. 28, 2026, 2:06 a.m.