Triple

T3011471
Position Surface form Disambiguated ID Type / Status
Subject Principles and Methods of Industrial Peace E82230 entity
Predicate associatedWith P37 FINISHED
Object Cambridge school of economics
The Cambridge school of economics was an influential early 20th-century tradition centered at the University of Cambridge, known for its contributions to welfare economics, macroeconomic theory, and the work of economists such as Alfred Marshall, Arthur Pigou, and later John Maynard Keynes.
 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: [Principles and Methods of Industrial Peace, associatedWith, Cambridge school of economics]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Cambridge school of economics
Context triple: [Principles and Methods of Industrial Peace, associatedWith, Cambridge school of economics]
  • A. 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.
  • B. 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.
  • C. 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.
  • D. Chicago School economics
    Chicago School economics is a free-market-oriented school of economic thought, centered at the University of Chicago, known for its strong advocacy of limited government intervention, monetarism, and rational expectations.
  • E. Faculty of Political Economy
    The Faculty of Political Economy is an academic unit at Foreign Trade University specializing in the study and teaching of economic theory, political economy, and related socio-economic issues.
  • 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: [Principles and Methods of Industrial Peace, associatedWith, Cambridge school of economics]
Generated description
The Cambridge school of economics was an influential early 20th-century tradition centered at the University of Cambridge, known for its contributions to welfare economics, macroeconomic theory, and the work of economists such as Alfred Marshall, Arthur Pigou, and later John Maynard Keynes.
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 an influential early 20th-century tradition centered at the University of Cambridge, known for its contributions to welfare economics, macroeconomic theory, and the work of economists such as Alfred Marshall, Arthur Pigou, and later John Maynard Keynes.
  • A. 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.
  • B. 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.
  • C. 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.
  • D. Chicago School economics
    Chicago School economics is a free-market-oriented school of economic thought, centered at the University of Chicago, known for its strong advocacy of limited government intervention, monetarism, and rational expectations.
  • E. Faculty of Political Economy
    The Faculty of Political Economy is an academic unit at Foreign Trade University specializing in the study and teaching of economic theory, political economy, and related socio-economic issues.
  • 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_69ad8b1eb53481908c39bbcd1ec104b2 completed March 8, 2026, 2:43 p.m.
NER Named-entity recognition batch_69ad9a4e2c8c8190a8fed3604780826b completed March 8, 2026, 3:48 p.m.
NED1 Entity disambiguation (via context triple) batch_69b12e6410e481909753bef34e053363 completed March 11, 2026, 8:57 a.m.
NEDg Description generation batch_69b12f324fdc8190a279a773ef32ed01 completed March 11, 2026, 9 a.m.
NED2 Entity disambiguation (via description) batch_69b1c641f3308190912252e5d5e4f843 completed March 11, 2026, 7:45 p.m.
Created at: March 8, 2026, 3 p.m.