Triple

T20317394
Position Surface form Disambiguated ID Type / Status
Subject Beveridge E510412 entity
Predicate hasNotableAssociatedConcept P1481 FINISHED
Object Beveridge curve
The Beveridge curve is an economic model that depicts the inverse relationship between job vacancies and unemployment, often used to analyze labor market efficiency and business cycle dynamics.
E1423609 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: Beveridge curve | Statement: [Beveridge, hasNotableAssociatedConcept, Beveridge curve]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Beveridge curve
Context triple: [Beveridge, hasNotableAssociatedConcept, Beveridge curve]
  • A. Kuznets curve
    The Kuznets curve is an economic hypothesis proposing an inverted U-shaped relationship between a country's income level and income inequality, where inequality first rises and then falls as development progresses.
  • B. Laffer curve
    The Laffer curve is an economic theory that illustrates the relationship between tax rates and government revenue, suggesting that beyond a certain point higher tax rates reduce total revenue by discouraging work and investment.
  • C. Beveridge Report
    The Beveridge Report was a landmark 1942 British government document that proposed a comprehensive welfare state to combat the "five giants" of want, disease, ignorance, squalor, and idleness, laying the foundation for postwar social reforms.
  • D. Beveridge
    Beveridge is a Scottish-origin surname most notably associated with economist and social reformer William Beveridge, whose work shaped the modern welfare state.
  • E. Shields curve
    The Shields curve is a dimensionless graph in sediment transport theory that defines the critical shear stress needed to initiate motion of sediment particles on a bed.
  • 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: Beveridge curve
Triple: [Beveridge, hasNotableAssociatedConcept, Beveridge curve]
Generated description
The Beveridge curve is an economic model that depicts the inverse relationship between job vacancies and unemployment, often used to analyze labor market efficiency and business cycle dynamics.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Beveridge curve
Target entity description: The Beveridge curve is an economic model that depicts the inverse relationship between job vacancies and unemployment, often used to analyze labor market efficiency and business cycle dynamics.
  • A. Kuznets curve
    The Kuznets curve is an economic hypothesis proposing an inverted U-shaped relationship between a country's income level and income inequality, where inequality first rises and then falls as development progresses.
  • B. Laffer curve
    The Laffer curve is an economic theory that illustrates the relationship between tax rates and government revenue, suggesting that beyond a certain point higher tax rates reduce total revenue by discouraging work and investment.
  • C. Beveridge Report
    The Beveridge Report was a landmark 1942 British government document that proposed a comprehensive welfare state to combat the "five giants" of want, disease, ignorance, squalor, and idleness, laying the foundation for postwar social reforms.
  • D. Beveridge
    Beveridge is a Scottish-origin surname most notably associated with economist and social reformer William Beveridge, whose work shaped the modern welfare state.
  • E. Shields curve
    The Shields curve is a dimensionless graph in sediment transport theory that defines the critical shear stress needed to initiate motion of sediment particles on a bed.
  • 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_69e0b4c7491c8190961113c4283b10b0 completed April 16, 2026, 10:07 a.m.
NER Named-entity recognition batch_69e67788ca3c8190a3496fd54a5870d6 completed April 20, 2026, 6:59 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0861246f188190a0ffb84a61a7d8c1 completed May 16, 2026, 12:20 p.m.
NEDg Description generation batch_6a08627316d48190ab6f2f2cedd9b1db completed May 16, 2026, 12:26 p.m.
NED2 Entity disambiguation (via description) batch_6a086317d0888190809268c3b8b95f6f completed May 16, 2026, 12:29 p.m.
Created at: April 16, 2026, 11:19 a.m.