Triple

T13694594
Position Surface form Disambiguated ID Type / Status
Subject Hustle & Flow E328351 entity
Predicate starring P1507 FINISHED
Object DJ Qualls
DJ Qualls is an American actor and former model best known for his quirky, offbeat roles in films like "Road Trip" and "The New Guy" and for recurring appearances on television series such as "Supernatural" and "The Man in the High Castle."
 E1054540 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: DJ Qualls | Statement: [Hustle & Flow, starring, DJ Qualls]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: DJ Qualls
Context triple: [Hustle & Flow, starring, DJ Qualls]
  • A. Michael Kube-McDowell
    Michael Kube-McDowell is an American science fiction author known for his novels, short stories, and contributions to major franchises such as Star Wars.
  • B. Dan Janvey
    Dan Janvey is an American film producer known for his work on acclaimed independent films, including the Academy Award–winning "Nomadland."
  • C. Trevor Key
    Trevor Key was a British photographer and designer best known for creating iconic album covers, including the artwork for Mike Oldfield’s "Tubular Bells."
  • D. Josh Noyes
    Josh Noyes is a film editor known for his work on the psychological thriller "Enter Nowhere."
  • E. Keenan Wynn
    Keenan Wynn was an American character actor known for his prolific film and television career from the 1940s through the 1970s, often playing gruff, comedic, or villainous supporting roles.
  • 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: DJ Qualls
Triple: [Hustle & Flow, starring, DJ Qualls]
Generated description
DJ Qualls is an American actor and former model best known for his quirky, offbeat roles in films like "Road Trip" and "The New Guy" and for recurring appearances on television series such as "Supernatural" and "The Man in the High Castle."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: DJ Qualls
Target entity description: DJ Qualls is an American actor and former model best known for his quirky, offbeat roles in films like "Road Trip" and "The New Guy" and for recurring appearances on television series such as "Supernatural" and "The Man in the High Castle."
  • A. Michael Kube-McDowell
    Michael Kube-McDowell is an American science fiction author known for his novels, short stories, and contributions to major franchises such as Star Wars.
  • B. Dan Janvey
    Dan Janvey is an American film producer known for his work on acclaimed independent films, including the Academy Award–winning "Nomadland."
  • C. Trevor Key
    Trevor Key was a British photographer and designer best known for creating iconic album covers, including the artwork for Mike Oldfield’s "Tubular Bells."
  • D. Josh Noyes
    Josh Noyes is a film editor known for his work on the psychological thriller "Enter Nowhere."
  • E. Keenan Wynn
    Keenan Wynn was an American character actor known for his prolific film and television career from the 1940s through the 1970s, often playing gruff, comedic, or villainous supporting roles.
  • 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_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.
NEDg Description generation batch_69f795e361c48190b37060312e7df181 completed May 3, 2026, 6:37 p.m.
NED2 Entity disambiguation (via description) batch_69f796e5c60c8190a19389bc4cdbd658 completed May 3, 2026, 6:41 p.m.
Created at: April 9, 2026, 9:54 p.m.