Triple

T13694832
Position Surface form Disambiguated ID Type / Status
Subject Shug (Hustle & Flow) E328356 entity
Predicate singsOn P12693 FINISHED
Object "It's Hard out Here for a Pimp" (in-film performance) E665152 NE FINISHED

How this triple was built (3 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: "It's Hard out Here for a Pimp" (in-film performance) | Statement: [Shug (Hustle & Flow), singsOn, "It's Hard out Here for a Pimp" (in-film performance)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: "It's Hard out Here for a Pimp" (in-film performance)
Context triple: [Shug (Hustle & Flow), singsOn, "It's Hard out Here for a Pimp" (in-film performance)]
  • A. It's Hard out Here for a Pimp chosen
    "It's Hard out Here for a Pimp" is an Academy Award–winning hip hop song by Three 6 Mafia, featured in the 2005 film Hustle & Flow and known for its portrayal of the struggles of a pimp in the music industry.
  • B. A Film Called (Pimp)
    A Film Called (Pimp) is a short film segment included within the anthology film adaptation of the novel "Like Water for Chocolate."
  • C. P.I.M.P.
    "P.I.M.P." is a hit hip-hop single by 50 Cent, known for its laid-back G-funk-influenced production and lyrics depicting a lavish, streetwise pimp lifestyle.
  • D. Pimp Slapp'd
    "Pimp Slapp'd" is a track by Snoop Dogg featured on his 2002 studio album "Paid tha Cost to Be da Boss."
  • E. I Got That Work (as part of Big Tymers)
    "I Got That Work" is a 2000 Southern hip hop album by the duo Big Tymers, showcasing Mannie Fresh’s signature production and Cash Money Records’ flashy, bounce-driven sound.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
PD Predicate disambiguation gpt-5-mini-2025-08-07 
Target predicate: singsOn
Context triple: [Shug (Hustle & Flow), singsOn, "It's Hard out Here for a Pimp" (in-film performance)]
  • A. singsTo
    Indicates that one entity performs singing directed toward or for another entity.
  • B. singsAbout
    Indicates that one entity performs a song whose subject or theme is another entity.
  • C. singsSong chosen
    Indicates that an entity performs the act of singing a particular song.
  • D. frequentlySings
    Indicates that the subject engages in the act of singing on a regular or repeated basis.
  • E. singsSongsPerformedBy
    Indicates that one entity sings songs that are performed by another entity.
  • F. None of above.

Provenance (4 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_69d8076ff62081908a7bd79889edd7a0 completed April 9, 2026, 8:09 p.m.
NER Named-entity recognition batch_69dbc8757b648190a26181efbad09a43 completed April 12, 2026, 4:29 p.m.
NED1 Entity disambiguation (via context triple) batch_69f794514afc8190b334b1fc74a6cdd5 completed May 3, 2026, 6:30 p.m.
PD Predicate disambiguation batch_69dbbe9059488190a8113177c83e1481 completed April 12, 2026, 3:47 p.m.
Created at: April 9, 2026, 9:54 p.m.