Triple

T18504728
Position Surface form Disambiguated ID Type / Status
Subject Hurby "Luv Bug" Azor E452169 entity
Predicate produced P490 FINISHED
Object Salt-N-Pepa single "Tramp"
"Tramp" is a hip hop single by the female rap group Salt-N-Pepa, known for its playful lyrics and prominent role in establishing their late-1980s sound and popularity.
E1327899 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: Salt-N-Pepa single "Tramp" | Statement: [Hurby "Luv Bug" Azor, produced, Salt-N-Pepa single "Tramp"]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Salt-N-Pepa single "Tramp"
Context triple: [Hurby "Luv Bug" Azor, produced, Salt-N-Pepa single "Tramp"]
  • A. Salt-N-Pepa
    Salt-N-Pepa is a pioneering American female hip hop trio known for their groundbreaking role in bringing feminist themes and mainstream success to rap music in the late 1980s and 1990s.
  • B. Eric B. & Rakim single "In the Ghetto"
    "In the Ghetto" is a 1990 hip hop single by Eric B. & Rakim known for its socially conscious lyrics and gritty depiction of urban life.
  • C. The Notorious B.I.G. track "Gimme the Loot"
    "Gimme the Loot" is a hard-hitting, crime-themed track from The Notorious B.I.G.’s debut album "Ready to Die," showcasing his vivid storytelling, multiple vocal personas, and gritty East Coast boom-bap production.
  • D. The Notorious B.I.G. track "Machine Gun Funk"
    "Machine Gun Funk" is a hard-hitting, jazz-inflected gangsta rap track from The Notorious B.I.G.’s debut album *Ready to Die*, known for its gritty storytelling and classic East Coast production.
  • E. Eric B. & Rakim single "Don't Sweat the Technique"
    "Don't Sweat the Technique" is a 1992 hip hop single by Eric B. & Rakim known for its jazz-influenced production and Rakim's intricate, influential lyricism.
  • 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: Salt-N-Pepa single "Tramp"
Triple: [Hurby "Luv Bug" Azor, produced, Salt-N-Pepa single "Tramp"]
Generated description
"Tramp" is a hip hop single by the female rap group Salt-N-Pepa, known for its playful lyrics and prominent role in establishing their late-1980s sound and popularity.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Salt-N-Pepa single "Tramp"
Target entity description: "Tramp" is a hip hop single by the female rap group Salt-N-Pepa, known for its playful lyrics and prominent role in establishing their late-1980s sound and popularity.
  • A. Salt-N-Pepa
    Salt-N-Pepa is a pioneering American female hip hop trio known for their groundbreaking role in bringing feminist themes and mainstream success to rap music in the late 1980s and 1990s.
  • B. Eric B. & Rakim single "In the Ghetto"
    "In the Ghetto" is a 1990 hip hop single by Eric B. & Rakim known for its socially conscious lyrics and gritty depiction of urban life.
  • C. The Notorious B.I.G. track "Gimme the Loot"
    "Gimme the Loot" is a hard-hitting, crime-themed track from The Notorious B.I.G.’s debut album "Ready to Die," showcasing his vivid storytelling, multiple vocal personas, and gritty East Coast boom-bap production.
  • D. The Notorious B.I.G. track "Machine Gun Funk"
    "Machine Gun Funk" is a hard-hitting, jazz-inflected gangsta rap track from The Notorious B.I.G.’s debut album *Ready to Die*, known for its gritty storytelling and classic East Coast production.
  • E. Eric B. & Rakim single "Don't Sweat the Technique"
    "Don't Sweat the Technique" is a 1992 hip hop single by Eric B. & Rakim known for its jazz-influenced production and Rakim's intricate, influential lyricism.
  • 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.