Triple
T234831
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Martin Armstrong |
E4485
|
entity |
| Predicate | knownAs |
P39
|
FINISHED |
| Object | Martin A. Armstrong |
E4485
|
NE FINISHED |
How this triple was built (2 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: Martin A. Armstrong | Statement: [Martin Armstrong, knownAs, Martin A. Armstrong]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Martin A. Armstrong Context triple: [Martin Armstrong, knownAs, Martin A. Armstrong]
-
A.
Martin Armstrong
chosen
Martin Armstrong is an American former financial advisor and self-taught economic forecaster known for his controversial "Economic Confidence Model" and high-profile legal troubles related to fraud charges.
-
B.
David Meriwether
David Meriwether was an American politician and statesman from Georgia who served in the U.S. Congress in the early 19th century.
-
C.
Philip Fisher
Philip Fisher was a pioneering American investor and author whose growth-focused investing philosophy, outlined in his book "Common Stocks and Uncommon Profits," has profoundly shaped modern value investing and influenced figures like Warren Buffett.
-
D.
Herb Armstrong
Herb Armstrong is an individual notable enough to be recognized as a bearer of the Armstrong surname, though specific widely known public details about his life or achievements are not clearly documented.
-
E.
Timothy Ferris
Timothy Ferris is an American science writer and journalist known for his popular books on astronomy and cosmology and for helping bring complex scientific ideas to a broad audience.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69a3673474548190aea1f43318d15a71 |
completed | Feb. 28, 2026, 10:07 p.m. |
Created at: Feb. 28, 2026, 2:53 a.m.