Triple
T19999278
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Fast N' Loud |
E494274
|
entity |
| Predicate | hasCastMember |
P2308
|
FINISHED |
| Object |
Aaron Kaufman
Aaron Kaufman is an American mechanic, fabricator, and television personality best known as the bearded master builder from the automotive reality series "Fast N' Loud."
|
E1405425
|
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: Aaron Kaufman | Statement: [Fast N' Loud, hasCastMember, Aaron Kaufman]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Aaron Kaufman Context triple: [Fast N' Loud, hasCastMember, Aaron Kaufman]
-
A.
Aaron Kaufman
Aaron Kaufman is an American film producer and director known for his collaborations with Robert Rodriguez on genre films such as "Machete Kills."
-
B.
Peter Kaufman
Peter Kaufman is an American film producer known for his work on several feature films, often collaborating on projects connected to his father, director Philip Kaufman.
-
C.
Justin Furstenfeld
Justin Furstenfeld is an American singer, songwriter, and guitarist best known as the lead vocalist and primary lyricist of the rock band Blue October.
-
D.
Rich Kleiman
Rich Kleiman is an American sports agent and entrepreneur best known as Kevin Durant’s longtime business partner and co-founder of the sports and entertainment company Boardroom and the investment firm Thirty Five Ventures.
-
E.
Jeremy Furstenfeld
Jeremy Furstenfeld is the drummer of the American alternative rock band Blue October.
- 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: Aaron Kaufman Triple: [Fast N' Loud, hasCastMember, Aaron Kaufman]
Generated description
Aaron Kaufman is an American mechanic, fabricator, and television personality best known as the bearded master builder from the automotive reality series "Fast N' Loud."
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Aaron Kaufman Target entity description: Aaron Kaufman is an American mechanic, fabricator, and television personality best known as the bearded master builder from the automotive reality series "Fast N' Loud."
-
A.
Aaron Kaufman
Aaron Kaufman is an American film producer and director known for his collaborations with Robert Rodriguez on genre films such as "Machete Kills."
-
B.
Peter Kaufman
Peter Kaufman is an American film producer known for his work on several feature films, often collaborating on projects connected to his father, director Philip Kaufman.
-
C.
Justin Furstenfeld
Justin Furstenfeld is an American singer, songwriter, and guitarist best known as the lead vocalist and primary lyricist of the rock band Blue October.
-
D.
Rich Kleiman
Rich Kleiman is an American sports agent and entrepreneur best known as Kevin Durant’s longtime business partner and co-founder of the sports and entertainment company Boardroom and the investment firm Thirty Five Ventures.
-
E.
Jeremy Furstenfeld
Jeremy Furstenfeld is the drummer of the American alternative rock band Blue October.
- 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_69da626b2d748190886981ea90c8b2ea |
completed | April 11, 2026, 3:02 p.m. |
| NER | Named-entity recognition | batch_69e661a09bdc819083305b08a11c6e34 |
completed | April 20, 2026, 5:25 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a080509d0748190a2703a2e3ddb0fc1 |
completed | May 16, 2026, 5:47 a.m. |
| NEDg | Description generation | batch_6a0806563e1c8190b702fcfc009c84d5 |
completed | May 16, 2026, 5:53 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a0806e876c881909f0c30e5dd16ce20 |
completed | May 16, 2026, 5:55 a.m. |
Created at: April 11, 2026, 3:32 p.m.