Triple

T16840482
Position Surface form Disambiguated ID Type / Status
Subject Transformers: Rise of the Beasts E409395 entity
Predicate stars P1956 FINISHED
Object Tobe Nwigwe
Tobe Nwigwe is an American rapper, singer, and actor known for his socially conscious hip-hop and visually distinctive music videos.
E1237319 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: Tobe Nwigwe | Statement: [Transformers: Rise of the Beasts, stars, Tobe Nwigwe]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Tobe Nwigwe
Context triple: [Transformers: Rise of the Beasts, stars, Tobe Nwigwe]
  • A. Alex Nwora
    Alex Nwora is a Nigerian-American basketball coach best known for leading Nigeria’s national team and for his long tenure developing college and international basketball programs.
  • B. Azuka Ononye
    Azuka Ononye is a Nigerian-born British dancer and choreographer known for his work as a backing dancer and creative collaborator with various UK pop artists.
  • C. Arinzé Kene
    Arinzé Kene is a British-Nigerian actor, playwright, and screenwriter known for his acclaimed work on stage and screen, including his one-man play "Misty" and performances in film and television.
  • D. Michael Obiora
    Michael Obiora is a British actor and author best known for his roles in television series such as "Hotel Babylon," "Casualty," and "Grange Hill."
  • E. O.G. Chijindu
    O.G. Chijindu is a professional athlete and television personality best known for her appearances on the reality series "Basketball Wives."
  • 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: Tobe Nwigwe
Triple: [Transformers: Rise of the Beasts, stars, Tobe Nwigwe]
Generated description
Tobe Nwigwe is an American rapper, singer, and actor known for his socially conscious hip-hop and visually distinctive music videos.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Tobe Nwigwe
Target entity description: Tobe Nwigwe is an American rapper, singer, and actor known for his socially conscious hip-hop and visually distinctive music videos.
  • A. Alex Nwora
    Alex Nwora is a Nigerian-American basketball coach best known for leading Nigeria’s national team and for his long tenure developing college and international basketball programs.
  • B. Azuka Ononye
    Azuka Ononye is a Nigerian-born British dancer and choreographer known for his work as a backing dancer and creative collaborator with various UK pop artists.
  • C. Arinzé Kene
    Arinzé Kene is a British-Nigerian actor, playwright, and screenwriter known for his acclaimed work on stage and screen, including his one-man play "Misty" and performances in film and television.
  • D. Michael Obiora
    Michael Obiora is a British actor and author best known for his roles in television series such as "Hotel Babylon," "Casualty," and "Grange Hill."
  • E. O.G. Chijindu
    O.G. Chijindu is a professional athlete and television personality best known for her appearances on the reality series "Basketball Wives."
  • 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_69d883952b048190887740a980b712ed completed April 10, 2026, 4:59 a.m.
NER Named-entity recognition batch_69e3b3508ecc81909c0af299e07f4b31 completed April 18, 2026, 4:37 p.m.
NED1 Entity disambiguation (via context triple) batch_6a00bb177e288190b525e6d239892d26 completed May 10, 2026, 5:06 p.m.
NEDg Description generation batch_6a00bcc6c6288190bde0af65e0db94a8 completed May 10, 2026, 5:13 p.m.
NED2 Entity disambiguation (via description) batch_6a00bd47733881908ece05023ad80eeb completed May 10, 2026, 5:15 p.m.
Created at: April 10, 2026, 5:24 a.m.