Triple

T10706684
Position Surface form Disambiguated ID Type / Status
Subject Grand Hustle Records E252425 entity
Predicate parentOrganization P254 FINISHED
Object Hustle Gang
Hustle Gang is an American hip hop collective and brand founded by rapper T.I., associated with the Atlanta-based label Grand Hustle Records.
E880400 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: Hustle Gang | Statement: [Grand Hustle Records, parentOrganization, Hustle Gang]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hustle Gang
Context triple: [Grand Hustle Records, parentOrganization, Hustle Gang]
  • A. Hustle
    Hustle is a British television drama series about a group of highly skilled con artists who pull off elaborate scams against corrupt and greedy targets.
  • B. Hustle & Ball
    Hustle & Ball is a track from Snoop Dogg’s 1998 gangsta rap album "Da Game Is to Be Sold, Not to Be Told."
  • C. The Gang
    The Gang is the dysfunctional central group of friends in the TV sitcom "It's Always Sunny in Philadelphia," known for their selfish schemes and morally questionable antics.
  • D. Gang Leader
    Gang Leader is a popular 1991 Telugu-language action-comedy film starring Chiranjeevi, known for its entertaining blend of family drama, humor, and mass appeal.
  • E. Gang Squad
    Gang Squad is a specialized New York City Police Department unit focused on investigating and suppressing gang-related crime and violence.
  • 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: Hustle Gang
Triple: [Grand Hustle Records, parentOrganization, Hustle Gang]
Generated description
Hustle Gang is an American hip hop collective and brand founded by rapper T.I., associated with the Atlanta-based label Grand Hustle Records.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hustle Gang
Target entity description: Hustle Gang is an American hip hop collective and brand founded by rapper T.I., associated with the Atlanta-based label Grand Hustle Records.
  • A. Hustle
    Hustle is a British television drama series about a group of highly skilled con artists who pull off elaborate scams against corrupt and greedy targets.
  • B. Hustle & Ball
    Hustle & Ball is a track from Snoop Dogg’s 1998 gangsta rap album "Da Game Is to Be Sold, Not to Be Told."
  • C. The Gang
    The Gang is the dysfunctional central group of friends in the TV sitcom "It's Always Sunny in Philadelphia," known for their selfish schemes and morally questionable antics.
  • D. Gang Leader
    Gang Leader is a popular 1991 Telugu-language action-comedy film starring Chiranjeevi, known for its entertaining blend of family drama, humor, and mass appeal.
  • E. Gang Squad
    Gang Squad is a specialized New York City Police Department unit focused on investigating and suppressing gang-related crime and violence.
  • 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_69d6aa5cbabc8190973e683950d89faf completed April 8, 2026, 7:19 p.m.
NER Named-entity recognition batch_69d6fddfbed48190810bb3faee473fde completed April 9, 2026, 1:16 a.m.
NED1 Entity disambiguation (via context triple) batch_69d9990760b48190a05753974cdf556c completed April 11, 2026, 12:42 a.m.
NEDg Description generation batch_69d99e8632688190b3746649a124ca09 completed April 11, 2026, 1:06 a.m.
NED2 Entity disambiguation (via description) batch_69da625a1e8c8190b282e7a70bb7c876 completed April 11, 2026, 3:01 p.m.
Created at: April 8, 2026, 9:12 p.m.