Triple
T15440789
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Robot & Frank |
E369893
|
entity |
| Predicate | producer |
P490
|
FINISHED |
| Object |
Galt Niederhoffer
Galt Niederhoffer is an American film producer, novelist, and director known for her work on numerous independent films and for founding the production company Plum Pictures.
|
E1158103
|
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: Galt Niederhoffer | Statement: [Robot & Frank, producer, Galt Niederhoffer]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Galt Niederhoffer Context triple: [Robot & Frank, producer, Galt Niederhoffer]
-
A.
Keith Barish
Keith Barish is an American film producer and financier known for founding Keith Barish Productions and co-founding the Planet Hollywood restaurant chain.
-
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.
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.
-
D.
Robert Scudder
Robert Scudder is an individual notable enough to be recognized as a significant bearer of the surname Scudder.
-
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: Galt Niederhoffer Triple: [Robot & Frank, producer, Galt Niederhoffer]
Generated description
Galt Niederhoffer is an American film producer, novelist, and director known for her work on numerous independent films and for founding the production company Plum Pictures.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Galt Niederhoffer Target entity description: Galt Niederhoffer is an American film producer, novelist, and director known for her work on numerous independent films and for founding the production company Plum Pictures.
-
A.
Keith Barish
Keith Barish is an American film producer and financier known for founding Keith Barish Productions and co-founding the Planet Hollywood restaurant chain.
-
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.
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.
-
D.
Robert Scudder
Robert Scudder is an individual notable enough to be recognized as a significant bearer of the surname Scudder.
-
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_69d85a19180081909925012fbf4e62a3 |
completed | April 10, 2026, 2:02 a.m. |
| NER | Named-entity recognition | batch_69e03eddf258819082679970b7d2b6af |
completed | April 16, 2026, 1:43 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ff21a9b9188190a3f5de3ee18c5d3e |
completed | May 9, 2026, 11:59 a.m. |
| NEDg | Description generation | batch_69ff22e2f298819085c90e28acafef44 |
completed | May 9, 2026, 12:04 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ff240af68c8190af88834d97a42afb |
completed | May 9, 2026, 12:09 p.m. |
Created at: April 10, 2026, 3:21 a.m.