Triple

T4197961
Position Surface form Disambiguated ID Type / Status
Subject Bad Boys for Life E85998 entity
Predicate director P255 FINISHED
Object Adil El Arbi
Adil El Arbi is a Belgian-Moroccan filmmaker known for co-directing high-energy action and crime films and television, often in collaboration with Bilall Fallah.
 E420154 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: Adil El Arbi | Statement: [Bad Boys for Life, director, Adil El Arbi]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Adil El Arbi
Context triple: [Bad Boys for Life, director, Adil El Arbi]
  • A. Ramin Bahrani
    Ramin Bahrani is an American film director and screenwriter known for his socially conscious, character-driven independent films such as "Man Push Cart," "Chop Shop," and "99 Homes."
  • B. Rafi Gavron
    Rafi Gavron is a British-American actor known for supporting roles in film and television, including appearances in projects like "A Star Is Born" (2018) and "Nick & Norah's Infinite Playlist."
  • C. Alex Gansa
    Alex Gansa is an American television writer and producer best known for co-creating and showrunning the acclaimed political thriller series "Homeland."
  • D. Romain Gavras
    Romain Gavras is a French-Greek filmmaker and music video director known for his visually striking, provocative work for artists like M.I.A., Kanye West, and Jay-Z, as well as feature films such as "Our Day Will Come" and "Athena."
  • E. Avi Arad
    Avi Arad is an Israeli-American film producer and former Marvel executive best known for helping launch the modern era of Marvel superhero movies.
  • 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: Adil El Arbi
Triple: [Bad Boys for Life, director, Adil El Arbi]
Generated description
Adil El Arbi is a Belgian-Moroccan filmmaker known for co-directing high-energy action and crime films and television, often in collaboration with Bilall Fallah.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Adil El Arbi
Target entity description: Adil El Arbi is a Belgian-Moroccan filmmaker known for co-directing high-energy action and crime films and television, often in collaboration with Bilall Fallah.
  • A. Ramin Bahrani
    Ramin Bahrani is an American film director and screenwriter known for his socially conscious, character-driven independent films such as "Man Push Cart," "Chop Shop," and "99 Homes."
  • B. Rafi Gavron
    Rafi Gavron is a British-American actor known for supporting roles in film and television, including appearances in projects like "A Star Is Born" (2018) and "Nick & Norah's Infinite Playlist."
  • C. Alex Gansa
    Alex Gansa is an American television writer and producer best known for co-creating and showrunning the acclaimed political thriller series "Homeland."
  • D. Romain Gavras
    Romain Gavras is a French-Greek filmmaker and music video director known for his visually striking, provocative work for artists like M.I.A., Kanye West, and Jay-Z, as well as feature films such as "Our Day Will Come" and "Athena."
  • E. Avi Arad
    Avi Arad is an Israeli-American film producer and former Marvel executive best known for helping launch the modern era of Marvel superhero movies.
  • 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_69aed93b89f48190a31f6d57c760e42f completed March 9, 2026, 2:29 p.m.
NER Named-entity recognition batch_69af0360bc8081908ceb2483eef89174 completed March 9, 2026, 5:29 p.m.
NED1 Entity disambiguation (via context triple) batch_69b58a12c11481908033229ecf90c9f9 completed March 14, 2026, 4:17 p.m.
NEDg Description generation batch_69b58e0446d48190a1fd54bcc72af026 completed March 14, 2026, 4:34 p.m.
NED2 Entity disambiguation (via description) batch_69b58e8d57cc8190a823a7cf3a3f0cdf completed March 14, 2026, 4:36 p.m.
Created at: March 9, 2026, 3:48 p.m.