Triple

T11185974
Position Surface form Disambiguated ID Type / Status
Subject Simon Kuznets E264667 entity
Predicate notableConcept P201 FINISHED
Object Kuznets swing
Kuznets swing is an economic concept describing medium-term fluctuations in economic growth and income distribution, typically spanning about 15–25 years, identified by economist Simon Kuznets.
E910277 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: Kuznets swing | Statement: [Simon Kuznets, notableConcept, Kuznets swing]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Kuznets swing
Context triple: [Simon Kuznets, notableConcept, Kuznets swing]
  • A. Juglar cycles
    Juglar cycles are medium-term economic fluctuations, typically lasting 7–11 years, associated mainly with investment in fixed capital and business equipment.
  • B. Kondratiev waves
    Kondratiev waves are long-term (roughly 40–60 year) economic cycles characterized by alternating periods of rapid growth and slower development, often linked to major technological and structural changes in the economy.
  • C. Kitchin cycles
    Kitchin cycles are short-term economic fluctuations, typically lasting around 3–5 years, often associated with inventory adjustments and minor business cycle variations.
  • D. 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.
  • E. Kaldor–Verdoorn law
    The Kaldor–Verdoorn law is an economic principle that posits a positive relationship between the growth of output and the growth of labor productivity, often used to explain cumulative and self-reinforcing processes in industrial growth.
  • 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: Kuznets swing
Triple: [Simon Kuznets, notableConcept, Kuznets swing]
Generated description
Kuznets swing is an economic concept describing medium-term fluctuations in economic growth and income distribution, typically spanning about 15–25 years, identified by economist Simon Kuznets.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Kuznets swing
Target entity description: Kuznets swing is an economic concept describing medium-term fluctuations in economic growth and income distribution, typically spanning about 15–25 years, identified by economist Simon Kuznets.
  • A. Juglar cycles
    Juglar cycles are medium-term economic fluctuations, typically lasting 7–11 years, associated mainly with investment in fixed capital and business equipment.
  • B. Kondratiev waves
    Kondratiev waves are long-term (roughly 40–60 year) economic cycles characterized by alternating periods of rapid growth and slower development, often linked to major technological and structural changes in the economy.
  • C. Kitchin cycles
    Kitchin cycles are short-term economic fluctuations, typically lasting around 3–5 years, often associated with inventory adjustments and minor business cycle variations.
  • D. 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.
  • E. Kaldor–Verdoorn law
    The Kaldor–Verdoorn law is an economic principle that posits a positive relationship between the growth of output and the growth of labor productivity, often used to explain cumulative and self-reinforcing processes in industrial growth.
  • 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_69d6aa9eb9248190b20211772621b4bc completed April 8, 2026, 7:21 p.m.
NER Named-entity recognition batch_69d7e8abbeac8190ad6e419258999f4e completed April 9, 2026, 5:58 p.m.
NED1 Entity disambiguation (via context triple) batch_69e483d0f4548190b97c7725a9f7c0e6 completed April 19, 2026, 7:27 a.m.
NEDg Description generation batch_69e48717c35481908fb05597084167e7 completed April 19, 2026, 7:41 a.m.
NED2 Entity disambiguation (via description) batch_69e48875faa88190af33654e6d9a708b completed April 19, 2026, 7:47 a.m.
Created at: April 8, 2026, 9:29 p.m.