Triple

T15419063
Position Surface form Disambiguated ID Type / Status
Subject Black Mafia Life E369322 entity
Predicate chronologicallyFollows P6702 FINISHED
Object Livin’ Like Hustlers
Livin’ Like Hustlers is the 1990 debut studio album by Compton hip hop group Above the Law, noted for its pioneering G-funk sound and production involvement from Dr. Dre.
E1158932 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: Livin’ Like Hustlers | Statement: [Black Mafia Life, chronologicallyFollows, Livin’ Like Hustlers]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Livin’ Like Hustlers
Context triple: [Black Mafia Life, chronologicallyFollows, Livin’ Like Hustlers]
  • A. Show You How To Hustle
    "Show You How To Hustle" is a track from Pharrell Williams' debut solo album "In My Mind," blending hip-hop and R&B elements with his signature production style.
  • B. Hustlin'
    "Hustlin'" is a breakout hip-hop single by Rick Ross, best known for its infectious "Everyday I'm hustlin'" hook and its role in launching his mainstream rap career.
  • C. Hustle Till I Die
    Hustle Till I Die is a solo studio album by Memphis rapper and Three 6 Mafia co-founder Juicy J, showcasing his signature Southern hip hop and crunk-influenced style.
  • D. Hustle Harder
    "Hustle Harder" is a hip-hop track by Common from his album "Nobody's Smiling," reflecting themes of perseverance and street struggle.
  • E. I'm a Hustla
    "I'm a Hustla" is a 2005 hip hop single by Cassidy, produced by Swizz Beatz (Kasseem Daoud Dean), known for its aggressive lyrics and distinctive chopped-vocal beat.
  • 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: Livin’ Like Hustlers
Triple: [Black Mafia Life, chronologicallyFollows, Livin’ Like Hustlers]
Generated description
Livin’ Like Hustlers is the 1990 debut studio album by Compton hip hop group Above the Law, noted for its pioneering G-funk sound and production involvement from Dr. Dre.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Livin’ Like Hustlers
Target entity description: Livin’ Like Hustlers is the 1990 debut studio album by Compton hip hop group Above the Law, noted for its pioneering G-funk sound and production involvement from Dr. Dre.
  • A. Show You How To Hustle
    "Show You How To Hustle" is a track from Pharrell Williams' debut solo album "In My Mind," blending hip-hop and R&B elements with his signature production style.
  • B. Hustlin'
    "Hustlin'" is a breakout hip-hop single by Rick Ross, best known for its infectious "Everyday I'm hustlin'" hook and its role in launching his mainstream rap career.
  • C. Hustle Till I Die
    Hustle Till I Die is a solo studio album by Memphis rapper and Three 6 Mafia co-founder Juicy J, showcasing his signature Southern hip hop and crunk-influenced style.
  • D. Hustle Harder
    "Hustle Harder" is a hip-hop track by Common from his album "Nobody's Smiling," reflecting themes of perseverance and street struggle.
  • E. I'm a Hustla
    "I'm a Hustla" is a 2005 hip hop single by Cassidy, produced by Swizz Beatz (Kasseem Daoud Dean), known for its aggressive lyrics and distinctive chopped-vocal beat.
  • 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_69d85a1849f48190bf898068b2806fae completed April 10, 2026, 2:02 a.m.
NER Named-entity recognition batch_69e03ebce4f48190ba282ecb4fb2f6fa completed April 16, 2026, 1:43 a.m.
NED1 Entity disambiguation (via context triple) batch_69ff2cf0e90c8190a339e6fca53a02d8 completed May 9, 2026, 12:47 p.m.
NEDg Description generation batch_69ff2e1fb27c81908de0d755bf30c833 completed May 9, 2026, 12:52 p.m.
NED2 Entity disambiguation (via description) batch_69ff2f3ab6988190b4cefe2f55c4101c completed May 9, 2026, 12:57 p.m.
Created at: April 10, 2026, 3:20 a.m.