Triple

T5160595
Position Surface form Disambiguated ID Type / Status
Subject 2 Fast 2 Furious E116425 entity
Predicate screenwriter P2831 FINISHED
Object Michael Brandt
Michael Brandt is an American screenwriter, director, and producer known for co-writing action films like "2 Fast 2 Furious" and for his work on television series such as "Chicago Fire."
E526651 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: Michael Brandt | Statement: [2 Fast 2 Furious, screenwriter, Michael Brandt]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Michael Brandt
Context triple: [2 Fast 2 Furious, screenwriter, Michael Brandt]
  • A. Joe Brandt
    Joe Brandt was an American film industry executive and producer best known as one of the co-founders of Columbia Pictures.
  • B. Doug Brandt
    Doug Brandt is a film editor known for his work on major studio productions, including the adventure-comedy film "Jungle Cruise."
  • C. Marcus T. Paulk
    Marcus T. Paulk is an American actor and rapper best known for his role as Myles Mitchell on the television sitcom "Moesha."
  • D. Guy Weadick
    Guy Weadick was an American-born cowboy, promoter, and showman best known for creating the Calgary Stampede and helping popularize rodeo culture in Canada.
  • E. Jeff McIlwain
    Jeff McIlwain is an electronic music producer and film composer best known for his work under the moniker Lusine, blending ambient, techno, and experimental sounds.
  • 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: Michael Brandt
Triple: [2 Fast 2 Furious, screenwriter, Michael Brandt]
Generated description
Michael Brandt is an American screenwriter, director, and producer known for co-writing action films like "2 Fast 2 Furious" and for his work on television series such as "Chicago Fire."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Michael Brandt
Target entity description: Michael Brandt is an American screenwriter, director, and producer known for co-writing action films like "2 Fast 2 Furious" and for his work on television series such as "Chicago Fire."
  • A. Joe Brandt
    Joe Brandt was an American film industry executive and producer best known as one of the co-founders of Columbia Pictures.
  • B. Doug Brandt
    Doug Brandt is a film editor known for his work on major studio productions, including the adventure-comedy film "Jungle Cruise."
  • C. Marcus T. Paulk
    Marcus T. Paulk is an American actor and rapper best known for his role as Myles Mitchell on the television sitcom "Moesha."
  • D. Guy Weadick
    Guy Weadick was an American-born cowboy, promoter, and showman best known for creating the Calgary Stampede and helping popularize rodeo culture in Canada.
  • E. Jeff McIlwain
    Jeff McIlwain is an electronic music producer and film composer best known for his work under the moniker Lusine, blending ambient, techno, and experimental sounds.
  • 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_69bd445edb3881909b93b34d260717fc completed March 20, 2026, 12:58 p.m.
NER Named-entity recognition batch_69bd79073a54819080cd1e8de6fe906a completed March 20, 2026, 4:42 p.m.
NED1 Entity disambiguation (via context triple) batch_69bfc41ee0488190a399f2a54a625c23 completed March 22, 2026, 10:27 a.m.
NEDg Description generation batch_69bfc4b43ea08190ba63ffa5d56fa49f completed March 22, 2026, 10:30 a.m.
NED2 Entity disambiguation (via description) batch_69bfc51f55e48190b7fc54644415e80f completed March 22, 2026, 10:31 a.m.
Created at: March 20, 2026, 1:44 p.m.