Triple

T665568
Position Surface form Disambiguated ID Type / Status
Subject Arthur Cecil Pigou E12852 entity
Predicate notableWork P4 FINISHED
Object Industrial Fluctuations
Industrial Fluctuations is an influential economic study by Arthur Cecil Pigou that analyzes the causes and patterns of business cycles and variations in industrial activity.
E82231 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: Industrial Fluctuations | Statement: [Arthur Cecil Pigou, notableWork, Industrial Fluctuations]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Industrial Fluctuations
Context triple: [Arthur Cecil Pigou, notableWork, Industrial Fluctuations]
  • A. World War II economic mobilization
    World War II economic mobilization was the large-scale transformation of national economies—especially in the United States and other Allied powers—into war-focused production systems that ended mass unemployment and massively expanded industrial output.
  • B. Industriales
    Industriales is one of Cuba’s most successful and popular baseball teams, based in Havana and renowned for its many championships in the Cuban National Series.
  • C. The Industrial Development of Poland
    The Industrial Development of Poland is Rosa Luxemburg’s influential doctoral dissertation analyzing the growth of capitalism and industrialization in Poland within the broader context of the Russian Empire.
  • D. Summary of Economic Projections
    The Summary of Economic Projections is a quarterly report in which Federal Reserve policymakers present their forecasts for key U.S. economic indicators and the future path of monetary policy.
  • E. Commerce and Trade
    Commerce and Trade refers to the body of U.S. federal law and policy governing business activities, markets, and economic transactions, as codified in Title 15 of the United States Code.
  • 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: Industrial Fluctuations
Triple: [Arthur Cecil Pigou, notableWork, Industrial Fluctuations]
Generated description
Industrial Fluctuations is an influential economic study by Arthur Cecil Pigou that analyzes the causes and patterns of business cycles and variations in industrial activity.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Industrial Fluctuations
Target entity description: Industrial Fluctuations is an influential economic study by Arthur Cecil Pigou that analyzes the causes and patterns of business cycles and variations in industrial activity.
  • A. World War II economic mobilization
    World War II economic mobilization was the large-scale transformation of national economies—especially in the United States and other Allied powers—into war-focused production systems that ended mass unemployment and massively expanded industrial output.
  • B. Industriales
    Industriales is one of Cuba’s most successful and popular baseball teams, based in Havana and renowned for its many championships in the Cuban National Series.
  • C. The Industrial Development of Poland
    The Industrial Development of Poland is Rosa Luxemburg’s influential doctoral dissertation analyzing the growth of capitalism and industrialization in Poland within the broader context of the Russian Empire.
  • D. Summary of Economic Projections
    The Summary of Economic Projections is a quarterly report in which Federal Reserve policymakers present their forecasts for key U.S. economic indicators and the future path of monetary policy.
  • E. Commerce and Trade
    Commerce and Trade refers to the body of U.S. federal law and policy governing business activities, markets, and economic transactions, as codified in Title 15 of the United States Code.
  • 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_69a493355dec819098d4244b2fa34885 completed March 1, 2026, 7:27 p.m.
NER Named-entity recognition batch_69a49fd4f4988190a0973ceb7329b4c9 completed March 1, 2026, 8:21 p.m.
NED1 Entity disambiguation (via context triple) batch_69a5c39abcbc819093797700dc32d25a completed March 2, 2026, 5:06 p.m.
NEDg Description generation batch_69a5c564d368819082b877f43236d949 completed March 2, 2026, 5:14 p.m.
NED2 Entity disambiguation (via description) batch_69a5cca1851c81908e57e75dc217e517 completed March 2, 2026, 5:45 p.m.
Created at: March 1, 2026, 7:36 p.m.