Triple

T23391519
Position Surface form Disambiguated ID Type / Status
Subject The Art of Hustle E594030 entity
Predicate hasProducer P30366 FINISHED
Object Izze The Producer
Izze The Producer is a music producer best known for his work on Yo Gotti’s album *The Art of Hustle*.
 E1584495 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: Izze The Producer | Statement: [The Art of Hustle, hasProducer, Izze The Producer]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Izze The Producer
Context triple: [The Art of Hustle, hasProducer, Izze The Producer]
  • A. Ayo The Producer
    Ayo The Producer is a hip-hop music producer best known for his work on Kanye West’s song “Follow God.”
  • B. K1lla Beatz
    K1lla Beatz is a music producer known for crafting hip-hop and rap instrumentals, including work on the project "4:21... The Day After."
  • C. Jesse Jagz
    Jesse Jagz is a Nigerian rapper and record producer known for his eclectic fusion of hip-hop, reggae, and alternative sounds, as well as his influential role in the country’s contemporary music scene.
  • D. Speroach Beatz
    Speroach Beatz is a Nigerian record producer and songwriter known for crafting hit Afrobeats tracks for major artists in the contemporary African music scene.
  • E. Hit-Boy
    Hit-Boy is an American record producer and rapper known for crafting influential hip-hop and R&B hits for artists like Kanye West, Jay-Z, and Beyoncé.
  • 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: Izze The Producer
Triple: [The Art of Hustle, hasProducer, Izze The Producer]
Generated description
Izze The Producer is a music producer best known for his work on Yo Gotti’s album *The Art of Hustle*.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Izze The Producer
Target entity description: Izze The Producer is a music producer best known for his work on Yo Gotti’s album *The Art of Hustle*.
  • A. Ayo The Producer
    Ayo The Producer is a hip-hop music producer best known for his work on Kanye West’s song “Follow God.”
  • B. K1lla Beatz
    K1lla Beatz is a music producer known for crafting hip-hop and rap instrumentals, including work on the project "4:21... The Day After."
  • C. Jesse Jagz
    Jesse Jagz is a Nigerian rapper and record producer known for his eclectic fusion of hip-hop, reggae, and alternative sounds, as well as his influential role in the country’s contemporary music scene.
  • D. Speroach Beatz
    Speroach Beatz is a Nigerian record producer and songwriter known for crafting hit Afrobeats tracks for major artists in the contemporary African music scene.
  • E. Hit-Boy
    Hit-Boy is an American record producer and rapper known for crafting influential hip-hop and R&B hits for artists like Kanye West, Jay-Z, and Beyoncé.
  • 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_69e25d2754fc819085deea939bde60ab completed April 17, 2026, 4:17 p.m.
NER Named-entity recognition batch_69f1a49ca5a0819091b74ca59e7fedd4 completed April 29, 2026, 6:26 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0c5dec070c81908e86b1c7fc50fc83 completed May 19, 2026, 12:56 p.m.
NEDg Description generation batch_6a0c62311ff48190b740bba58180f100 completed May 19, 2026, 1:14 p.m.
NED2 Entity disambiguation (via description) batch_6a0c62d82f908190acbe1fec58288df9 completed May 19, 2026, 1:17 p.m.
Created at: April 17, 2026, 5:36 p.m.