Triple

T16504867
Position Surface form Disambiguated ID Type / Status
Subject Yung Joc E400899 entity
Predicate album P1995 FINISHED
Object "Hustlenomics"
"Hustlenomics" is the second studio album by American rapper Yung Joc, known for its Southern hip hop sound and club-oriented tracks.
 E1217512 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: "Hustlenomics" | Statement: [Yung Joc, album, "Hustlenomics"]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: "Hustlenomics"
Context triple: [Yung Joc, album, "Hustlenomics"]
  • A. The Art of Hustle
    The Art of Hustle is a studio album by American rapper Yo Gotti that showcases his street-oriented Southern hip hop style and solidified his mainstream presence.
  • B. The Noble Hustle
    The Noble Hustle is a nonfiction book by Colson Whitehead that humorously chronicles his experiences as an unlikely participant in the World Series of Poker.
  • C. "Arrogant Capital"
    "Arrogant Capital" is a political analysis book by Kevin Phillips that critiques the growing disconnect between America's governing elites in Washington, D.C., and the broader public.
  • D. Merchants of Labor
    Merchants of Labor is a seminal exposé by Ernesto Galarza that critically examines the exploitation and labor conditions of Mexican and other migrant workers in U.S. guest worker programs.
  • E. Capitalism: A Love Story
    Capitalism: A Love Story is a 2009 documentary film by Michael Moore that critically examines the social and economic impacts of capitalism in the United States.
  • 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: "Hustlenomics"
Triple: [Yung Joc, album, "Hustlenomics"]
Generated description
"Hustlenomics" is the second studio album by American rapper Yung Joc, known for its Southern hip hop sound and club-oriented tracks.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: "Hustlenomics"
Target entity description: "Hustlenomics" is the second studio album by American rapper Yung Joc, known for its Southern hip hop sound and club-oriented tracks.
  • A. The Art of Hustle
    The Art of Hustle is a studio album by American rapper Yo Gotti that showcases his street-oriented Southern hip hop style and solidified his mainstream presence.
  • B. The Noble Hustle
    The Noble Hustle is a nonfiction book by Colson Whitehead that humorously chronicles his experiences as an unlikely participant in the World Series of Poker.
  • C. "Arrogant Capital"
    "Arrogant Capital" is a political analysis book by Kevin Phillips that critiques the growing disconnect between America's governing elites in Washington, D.C., and the broader public.
  • D. Merchants of Labor
    Merchants of Labor is a seminal exposé by Ernesto Galarza that critically examines the exploitation and labor conditions of Mexican and other migrant workers in U.S. guest worker programs.
  • E. Capitalism: A Love Story
    Capitalism: A Love Story is a 2009 documentary film by Michael Moore that critically examines the social and economic impacts of capitalism in the United States.
  • 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_69d88381f6148190819958a038be990e completed April 10, 2026, 4:58 a.m.
NER Named-entity recognition batch_69e32e51ce1c81909548298f703a7ffa completed April 18, 2026, 7:10 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0058305e308190a22cbd03daec53aa completed May 10, 2026, 10:04 a.m.
NEDg Description generation batch_6a005c0840608190bf3fa7a0501e9e8a completed May 10, 2026, 10:20 a.m.
NED2 Entity disambiguation (via description) batch_6a005c9d1a20819091a14490577d51ba completed May 10, 2026, 10:23 a.m.
Created at: April 10, 2026, 5:14 a.m.