Triple
T18504487
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | A Salt with a Deadly Pepa |
E452164
|
entity |
| Predicate | producer |
P490
|
FINISHED |
| Object |
Hurby "Luv Bug" Azor
Hurby "Luv Bug" Azor is a hip hop producer and songwriter best known for crafting early hits for Salt-N-Pepa and other late-1980s rap and R&B acts.
|
E1327867
|
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: Hurby "Luv Bug" Azor | Statement: [A Salt with a Deadly Pepa, producer, Hurby "Luv Bug" Azor]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Hurby "Luv Bug" Azor Context triple: [A Salt with a Deadly Pepa, producer, Hurby "Luv Bug" Azor]
-
A.
Robby
Robby is a common diminutive given name, typically used as a familiar or affectionate form of the name Robert.
-
B.
Whizzer Brown
Whizzer Brown is a central character in William Finn's musical trilogy "Marvin's Stories" (including Falsettos), known for his complex romantic relationship with Marvin and his poignant struggle with AIDS.
-
C.
Arvin
Arvin is a small agricultural city in Southern California’s San Joaquin Valley, known for its farming economy and diverse rural community.
-
D.
Mr. Clutch
Mr. Clutch is the nickname of Drew Pearson, a Hall of Fame Dallas Cowboys wide receiver renowned for his game-winning catches in critical moments.
-
E.
Mr. Clutch
Mr. Clutch is the famous nickname of NBA legend Jerry West, renowned for his late-game heroics and clutch performances.
- 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: Hurby "Luv Bug" Azor Triple: [A Salt with a Deadly Pepa, producer, Hurby "Luv Bug" Azor]
Generated description
Hurby "Luv Bug" Azor is a hip hop producer and songwriter best known for crafting early hits for Salt-N-Pepa and other late-1980s rap and R&B acts.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Hurby "Luv Bug" Azor Target entity description: Hurby "Luv Bug" Azor is a hip hop producer and songwriter best known for crafting early hits for Salt-N-Pepa and other late-1980s rap and R&B acts.
-
A.
Robby
Robby is a common diminutive given name, typically used as a familiar or affectionate form of the name Robert.
-
B.
Whizzer Brown
Whizzer Brown is a central character in William Finn's musical trilogy "Marvin's Stories" (including Falsettos), known for his complex romantic relationship with Marvin and his poignant struggle with AIDS.
-
C.
Arvin
Arvin is a small agricultural city in Southern California’s San Joaquin Valley, known for its farming economy and diverse rural community.
-
D.
Mr. Clutch
Mr. Clutch is the nickname of Drew Pearson, a Hall of Fame Dallas Cowboys wide receiver renowned for his game-winning catches in critical moments.
-
E.
Mr. Clutch
Mr. Clutch is the famous nickname of NBA legend Jerry West, renowned for his late-game heroics and clutch performances.
- 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_69d8d386df84819092355ebb260d848e |
completed | April 10, 2026, 10:40 a.m. |
| NER | Named-entity recognition | batch_69e53341063c81908361b0eb78794145 |
completed | April 19, 2026, 7:55 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a0471456b348190a6bf62f1614f3d07 |
completed | May 13, 2026, 12:40 p.m. |
| NEDg | Description generation | batch_6a0472fee3a88190aa0cb5a8ff0af66a |
completed | May 13, 2026, 12:47 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a0473fa3c5c8190aad12a5d952a796a |
completed | May 13, 2026, 12:52 p.m. |
Created at: April 10, 2026, 11:36 a.m.