Triple

T8901330
Position Surface form Disambiguated ID Type / Status
Subject Business Cycles E211935 entity
Predicate relatedConcept P37 FINISHED
Object Juglar cycles
Juglar cycles are medium-term economic fluctuations, typically lasting 7–11 years, associated mainly with investment in fixed capital and business equipment.
E764577 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: Juglar cycles | Statement: [Business Cycles, relatedConcept, Juglar cycles]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Juglar cycles
Context triple: [Business Cycles, relatedConcept, Juglar cycles]
  • A. Business Cycle Dating Committee
    The Business Cycle Dating Committee is a panel of economists that officially determines the dates of recessions and expansions in the U.S. economy.
  • B. Business Cycles in the United States of America, 1919–1932
    "Business Cycles in the United States of America, 1919–1932" is an influential econometric study by Jan Tinbergen that analyzes and models U.S. economic fluctuations during the interwar period.
  • C. National Bureau of Economic Research studies in business cycles
    National Bureau of Economic Research studies in business cycles is a scholarly series of empirical and historical research volumes analyzing fluctuations and long-term patterns in the U.S. and global economies.
  • D. Reports on the relation of corporate combinations to business cycles
    "Reports on the relation of corporate combinations to business cycles" is an early 20th-century U.S. government study analyzing how large corporate consolidations influence economic fluctuations and business cycles.
  • E. A Contribution to the Theory of the Trade Cycle
    A Contribution to the Theory of the Trade Cycle is an influential economic work by John R. Hicks that develops a formal model to explain the causes and dynamics of business cycles.
  • 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: Juglar cycles
Triple: [Business Cycles, relatedConcept, Juglar cycles]
Generated description
Juglar cycles are medium-term economic fluctuations, typically lasting 7–11 years, associated mainly with investment in fixed capital and business equipment.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Juglar cycles
Target entity description: Juglar cycles are medium-term economic fluctuations, typically lasting 7–11 years, associated mainly with investment in fixed capital and business equipment.
  • A. Business Cycle Dating Committee
    The Business Cycle Dating Committee is a panel of economists that officially determines the dates of recessions and expansions in the U.S. economy.
  • B. Business Cycles in the United States of America, 1919–1932
    "Business Cycles in the United States of America, 1919–1932" is an influential econometric study by Jan Tinbergen that analyzes and models U.S. economic fluctuations during the interwar period.
  • C. National Bureau of Economic Research studies in business cycles
    National Bureau of Economic Research studies in business cycles is a scholarly series of empirical and historical research volumes analyzing fluctuations and long-term patterns in the U.S. and global economies.
  • D. Reports on the relation of corporate combinations to business cycles
    "Reports on the relation of corporate combinations to business cycles" is an early 20th-century U.S. government study analyzing how large corporate consolidations influence economic fluctuations and business cycles.
  • E. A Contribution to the Theory of the Trade Cycle
    A Contribution to the Theory of the Trade Cycle is an influential economic work by John R. Hicks that develops a formal model to explain the causes and dynamics of business cycles.
  • 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_69ca83918d3081909b326fa3750cb8c8 completed March 30, 2026, 2:07 p.m.
NER Named-entity recognition batch_69cc6428ffc48190814f6b865961dbd1 completed April 1, 2026, 12:17 a.m.
NED1 Entity disambiguation (via context triple) batch_69cfac1846f481909aad27a6dacddba2 completed April 3, 2026, 12:01 p.m.
NEDg Description generation batch_69cfacb58f208190b5e8eeba58f1bd78 completed April 3, 2026, 12:04 p.m.
NED2 Entity disambiguation (via description) batch_69cfad73f7a8819089ee3dadf321220e completed April 3, 2026, 12:07 p.m.
Created at: March 30, 2026, 6:54 p.m.