Triple

T234828
Position Surface form Disambiguated ID Type / Status
Subject Martin Armstrong E4485 entity
Predicate notableFor P22 FINISHED
Object Economic Confidence Model
The Economic Confidence Model is Martin Armstrong’s proprietary cyclical forecasting system that predicts economic and financial market turning points based on a recurring 8.6-year cycle.
E30095 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: Economic Confidence Model | Statement: [Martin Armstrong, notableFor, Economic Confidence Model]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Economic Confidence Model
Context triple: [Martin Armstrong, notableFor, Economic Confidence Model]
  • A. 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.
  • B. Hamiltonian economic program
    The Hamiltonian economic program was Alexander Hamilton’s comprehensive plan to strengthen the early United States’ financial system through federal assumption of state debts, creation of a national bank, and support for manufacturing and commerce.
  • C. New Keynesian economics
    New Keynesian economics is a modern macroeconomic framework that incorporates rational expectations and micro-founded price and wage rigidities to explain short-run economic fluctuations and justify active stabilization policy.
  • D. Economics: A Very Short Introduction
    "Economics: A Very Short Introduction" is a concise introductory book that explains the core principles, methods, and real-world applications of economics for a general audience.
  • E. Infitah economic policy
    Infitah economic policy was Egypt’s 1970s “open-door” strategy that shifted the country from state-led socialism toward economic liberalization, foreign investment, and a greater role for the private sector.
  • 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: Economic Confidence Model
Triple: [Martin Armstrong, notableFor, Economic Confidence Model]
Generated description
The Economic Confidence Model is Martin Armstrong’s proprietary cyclical forecasting system that predicts economic and financial market turning points based on a recurring 8.6-year cycle.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Economic Confidence Model
Target entity description: The Economic Confidence Model is Martin Armstrong’s proprietary cyclical forecasting system that predicts economic and financial market turning points based on a recurring 8.6-year cycle.
  • A. 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.
  • B. Hamiltonian economic program
    The Hamiltonian economic program was Alexander Hamilton’s comprehensive plan to strengthen the early United States’ financial system through federal assumption of state debts, creation of a national bank, and support for manufacturing and commerce.
  • C. New Keynesian economics
    New Keynesian economics is a modern macroeconomic framework that incorporates rational expectations and micro-founded price and wage rigidities to explain short-run economic fluctuations and justify active stabilization policy.
  • D. Economics: A Very Short Introduction
    "Economics: A Very Short Introduction" is a concise introductory book that explains the core principles, methods, and real-world applications of economics for a general audience.
  • E. Infitah economic policy
    Infitah economic policy was Egypt’s 1970s “open-door” strategy that shifted the country from state-led socialism toward economic liberalization, foreign investment, and a greater role for the private sector.
  • 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_69a257363ffc81909757bde7ab3404da completed Feb. 28, 2026, 2:47 a.m.
NER Named-entity recognition batch_69a25cc9ab2c81909af278a07f86aa1e completed Feb. 28, 2026, 3:11 a.m.
NED1 Entity disambiguation (via context triple) batch_69a36478ebcc8190b95419be9bc6bba3 completed Feb. 28, 2026, 9:56 p.m.
NEDg Description generation batch_69a3651d2b108190a81d8c3076f6e617 completed Feb. 28, 2026, 9:58 p.m.
NED2 Entity disambiguation (via description) batch_69a3657903608190988a4c933bbc262c completed Feb. 28, 2026, 10 p.m.
Created at: Feb. 28, 2026, 2:53 a.m.