Triple
T234822
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Martin Armstrong |
E4485
|
entity |
| Predicate | instanceOf |
P0
|
FINISHED |
| Object | economic forecaster |
C118
|
CONCEPT FINISHED |
How this triple was built (1 step)
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.
CD
Concept disambiguation
gpt-5-mini-2025-08-07
Target class: economic forecaster Context triple: [Martin Armstrong, instanceOf, economic forecaster]
-
A.
economist
chosen
An economist is a professional who studies how individuals, businesses, and governments allocate scarce resources, analyzing data and theories to understand and predict economic behavior and outcomes.
-
B.
economic depression
An economic depression is a prolonged, severe downturn in economic activity characterized by significant declines in output, high unemployment, widespread business failures, and persistent financial distress across an economy.
-
C.
financial market
A financial market is a system or platform where buyers and sellers trade financial assets such as stocks, bonds, currencies, and derivatives, determining their prices through supply and demand.
-
D.
business executive
A business executive is a high-level professional responsible for setting strategic direction, making major organizational decisions, and overseeing the performance and operations of a company or business unit.
-
E.
economic aid program
An economic aid program is an organized initiative, typically funded by governments or international institutions, designed to provide financial resources, technical assistance, or policy support to stimulate economic development, stabilize economies, or alleviate poverty in targeted regions or populations.
- F. None of above.
Provenance (1 batch)
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. |
Created at: Feb. 28, 2026, 2:53 a.m.