Triple
T7242449
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | ECM |
E156388
|
entity |
| Predicate | developer |
P73
|
FINISHED |
| Object | Martin 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 Armstrong | Statement: [ECM, developer, Martin Armstrong]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Martin Armstrong Context triple: [ECM, developer, Martin 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.
Michael Mauldin
Michael Mauldin is an American music executive and talent manager known for his influential role in the development of contemporary R&B and hip-hop artists.
-
C.
Michael Loren Mauldin
Michael Loren Mauldin is an American computer scientist and entrepreneur best known as the creator of the Lycos web search engine.
-
D.
Paul Tudor Jones
Paul Tudor Jones is an American billionaire hedge fund manager, philanthropist, and founder of Tudor Investment Corporation, known for his macro trading and for predicting the 1987 stock market crash.
-
E.
J. Murrey Atkins
J. Murrey Atkins was a prominent North Carolina businessman and civic leader whose contributions to education and the community led to the main library at UNC Charlotte being named in his honor.
- 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_69c68827b5e481908dc05e145b2c92d4 |
completed | March 27, 2026, 1:37 p.m. |
| NER | Named-entity recognition | batch_69c6ea56756c8190996c2390902f166a |
completed | March 27, 2026, 8:36 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c7d38efa4c8190abd6434188d8c58f |
completed | March 28, 2026, 1:11 p.m. |
Created at: March 27, 2026, 2:55 p.m.