Triple

T11344853
Position Surface form Disambiguated ID Type / Status
Subject Michael Imperioli E268687 entity
Predicate notableWork P4 FINISHED
Object Bad Boys (1983 film)
Bad Boys (1983 film) is a 1983 American crime drama about violent juvenile offenders, best known for its gritty depiction of life in a youth detention center and for featuring early performances by actors like Sean Penn and Michael Imperioli.
 E919969 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: Bad Boys (1983 film) | Statement: [Michael Imperioli, notableWork, Bad Boys (1983 film)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Bad Boys (1983 film)
Context triple: [Michael Imperioli, notableWork, Bad Boys (1983 film)]
  • A. Bad Boys
    Bad Boys is a 1995 action-comedy film starring Will Smith and Martin Lawrence as Miami detectives, known for its high-octane action, buddy-cop humor, and launch of a successful film franchise.
  • B. Bad Boys II
    Bad Boys II is a 2003 action-comedy film starring Will Smith and Martin Lawrence as Miami detectives in a high-octane sequel directed by Michael Bay.
  • C. Bad Boys: Ride or Die
    Bad Boys: Ride or Die is a 2024 action-comedy film in the Bad Boys franchise, reuniting Will Smith and Martin Lawrence as Miami detectives in a new high-stakes adventure.
  • D. Bad Boys (Pahat pojat)
    Bad Boys (Pahat pojat) is a Finnish crime drama film inspired by real events, following a group of brothers who turn to a life of crime and became notorious in Finland.
  • E. Bad Boys era
    The Bad Boys era refers to the late-1980s and early-1990s period of the Detroit Pistons, known for their physical, defense-first style of play and back-to-back NBA championships led by stars like Isiah Thomas, Bill Laimbeer, and Dennis Rodman.
  • 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: Bad Boys (1983 film)
Triple: [Michael Imperioli, notableWork, Bad Boys (1983 film)]
Generated description
Bad Boys (1983 film) is a 1983 American crime drama about violent juvenile offenders, best known for its gritty depiction of life in a youth detention center and for featuring early performances by actors like Sean Penn and Michael Imperioli.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Bad Boys (1983 film)
Target entity description: Bad Boys (1983 film) is a 1983 American crime drama about violent juvenile offenders, best known for its gritty depiction of life in a youth detention center and for featuring early performances by actors like Sean Penn and Michael Imperioli.
  • A. Bad Boys
    Bad Boys is a 1995 action-comedy film starring Will Smith and Martin Lawrence as Miami detectives, known for its high-octane action, buddy-cop humor, and launch of a successful film franchise.
  • B. Bad Boys II
    Bad Boys II is a 2003 action-comedy film starring Will Smith and Martin Lawrence as Miami detectives in a high-octane sequel directed by Michael Bay.
  • C. Bad Boys: Ride or Die
    Bad Boys: Ride or Die is a 2024 action-comedy film in the Bad Boys franchise, reuniting Will Smith and Martin Lawrence as Miami detectives in a new high-stakes adventure.
  • D. Bad Boys (Pahat pojat)
    Bad Boys (Pahat pojat) is a Finnish crime drama film inspired by real events, following a group of brothers who turn to a life of crime and became notorious in Finland.
  • E. Bad Boys era
    The Bad Boys era refers to the late-1980s and early-1990s period of the Detroit Pistons, known for their physical, defense-first style of play and back-to-back NBA championships led by stars like Isiah Thomas, Bill Laimbeer, and Dennis Rodman.
  • 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_69d6aacbe18081909e5fadb50082dd96 completed April 8, 2026, 7:21 p.m.
NER Named-entity recognition batch_69d7ea1f9574819089760c5b5908f09e completed April 9, 2026, 6:04 p.m.
NED1 Entity disambiguation (via context triple) batch_69e5436e9d848190a7e585351d24df03 completed April 19, 2026, 9:04 p.m.
NEDg Description generation batch_69e5474b77948190b2c45831871383e8 completed April 19, 2026, 9:21 p.m.
NED2 Entity disambiguation (via description) batch_69e54eeba4a88190af128a99c277853a completed April 19, 2026, 9:53 p.m.
Created at: April 8, 2026, 9:33 p.m.