Triple

T13333185
Position Surface form Disambiguated ID Type / Status
Subject The Principles of Political Economy E317621 entity
Predicate influenced P9 FINISHED
Object Cambridge school of economics
The Cambridge school of economics was a prominent tradition centered at the University of Cambridge, associated with figures like Alfred Marshall and John Maynard Keynes, known for its influential contributions to microeconomics, macroeconomics, and welfare economics.
E206067 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: Cambridge school of economics | Statement: [The Principles of Political Economy, influenced, Cambridge school of economics]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Cambridge school of economics
Context triple: [The Principles of Political Economy, influenced, Cambridge school of economics]
  • A. Manchester School of economics
    The Manchester School of economics was a 19th-century British liberal economic movement that championed free trade, laissez-faire policies, and minimal government intervention in markets.
  • B. Austrian School of economics
    The Austrian School of economics is a heterodox economic tradition that emphasizes methodological individualism, subjective value, and the importance of entrepreneurial discovery and market processes, strongly associated with thinkers like Ludwig von Mises and Friedrich Hayek.
  • C. Faculty of Economics, University of Cambridge
    The Faculty of Economics at the University of Cambridge is a leading academic department renowned for its research and teaching in economics, attracting prominent scholars and students from around the world.
  • D. Freiburg School
    The Freiburg School was a group of German economists and legal scholars in the early 20th century that developed ordoliberalism, advocating a strong legal framework to ensure competitive markets and prevent economic power concentration.
  • E. London School of Economics
    The London School of Economics is a prestigious London-based university renowned worldwide for its teaching and research in economics, politics, law, and the social sciences.
  • 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: Cambridge school of economics
Triple: [The Principles of Political Economy, influenced, Cambridge school of economics]
Generated description
The Cambridge school of economics was a prominent tradition centered at the University of Cambridge, associated with figures like Alfred Marshall and John Maynard Keynes, known for its influential contributions to microeconomics, macroeconomics, and welfare economics.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Cambridge school of economics
Target entity description: The Cambridge school of economics was a prominent tradition centered at the University of Cambridge, associated with figures like Alfred Marshall and John Maynard Keynes, known for its influential contributions to microeconomics, macroeconomics, and welfare economics.
  • A. Manchester School of economics
    The Manchester School of economics was a 19th-century British liberal economic movement that championed free trade, laissez-faire policies, and minimal government intervention in markets.
  • B. Austrian School of economics
    The Austrian School of economics is a heterodox economic tradition that emphasizes methodological individualism, subjective value, and the importance of entrepreneurial discovery and market processes, strongly associated with thinkers like Ludwig von Mises and Friedrich Hayek.
  • C. Faculty of Economics, University of Cambridge chosen
    The Faculty of Economics at the University of Cambridge is a leading academic department renowned for its research and teaching in economics, attracting prominent scholars and students from around the world.
  • D. Freiburg School
    The Freiburg School was a group of German economists and legal scholars in the early 20th century that developed ordoliberalism, advocating a strong legal framework to ensure competitive markets and prevent economic power concentration.
  • E. London School of Economics
    The London School of Economics is a prestigious London-based university renowned worldwide for its teaching and research in economics, politics, law, and the social sciences.
  • F. None of above.

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_69d806b4d62c81908d4ced1665414be5 completed April 9, 2026, 8:06 p.m.
NER Named-entity recognition batch_69d99cfdc9388190af1fdd3cd4717bd8 completed April 11, 2026, 12:59 a.m.
NED1 Entity disambiguation (via context triple) batch_69f71f36e4cc819093007404ceb5da31 completed May 3, 2026, 10:11 a.m.
NEDg Description generation batch_69f72126765481908ef6e6ae7349bd30 completed May 3, 2026, 10:19 a.m.
NED2 Entity disambiguation (via description) batch_69f7221887208190ac98945a023bc496 completed May 3, 2026, 10:23 a.m.
Created at: April 9, 2026, 9:30 p.m.