Triple
T6090924
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Elliott Wave |
E135760
|
entity |
| Predicate | popularizedBy |
P4586
|
FINISHED |
| Object |
Robert Prechter
Robert Prechter is a financial analyst and author best known for reviving and widely promoting Elliott Wave Theory as a tool for market forecasting.
|
E572097
|
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: Robert Prechter | Statement: [Elliott Wave, popularizedBy, Robert Prechter]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Robert Prechter Context triple: [Elliott Wave, popularizedBy, Robert Prechter]
-
A.
Ralph Nelson Elliott
Ralph Nelson Elliott was an American accountant and author best known for developing the Elliott Wave Theory, a form of technical analysis used to forecast financial market trends based on crowd psychology and recurring price patterns.
-
B.
Martin Armstrong
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.
-
C.
Peter L. Bernstein
Peter L. Bernstein was an American financial historian, economist, and author best known for his influential book "Against the Gods: The Remarkable Story of Risk."
-
D.
David Meriwether
David Meriwether was an American politician and statesman from Georgia who served in the U.S. Congress in the early 19th century.
-
E.
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.
- 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: Robert Prechter Triple: [Elliott Wave, popularizedBy, Robert Prechter]
Generated description
Robert Prechter is a financial analyst and author best known for reviving and widely promoting Elliott Wave Theory as a tool for market forecasting.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Robert Prechter Target entity description: Robert Prechter is a financial analyst and author best known for reviving and widely promoting Elliott Wave Theory as a tool for market forecasting.
-
A.
Ralph Nelson Elliott
Ralph Nelson Elliott was an American accountant and author best known for developing the Elliott Wave Theory, a form of technical analysis used to forecast financial market trends based on crowd psychology and recurring price patterns.
-
B.
Martin Armstrong
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.
-
C.
Peter L. Bernstein
Peter L. Bernstein was an American financial historian, economist, and author best known for his influential book "Against the Gods: The Remarkable Story of Risk."
-
D.
David Meriwether
David Meriwether was an American politician and statesman from Georgia who served in the U.S. Congress in the early 19th century.
-
E.
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.
- 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_69c0087bcc788190b20f093d3a6c60ec |
completed | March 22, 2026, 3:19 p.m. |
| NER | Named-entity recognition | batch_69c057aa192081908619d3518d4efa7a |
completed | March 22, 2026, 8:57 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c135879c988190bd35fa01674d6a15 |
completed | March 23, 2026, 12:43 p.m. |
| NEDg | Description generation | batch_69c139e500c8819092834f51f3ea3ebc |
completed | March 23, 2026, 1:02 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69c13a4fa888819088a4174486427777 |
completed | March 23, 2026, 1:04 p.m. |
Created at: March 22, 2026, 4:12 p.m.