Triple

T18166689
Position Surface form Disambiguated ID Type / Status
Subject Wham! E434912 entity
Predicate associatedAct P37 FINISHED
Object Deon Estus
Deon Estus was an American bassist and songwriter best known for his work with George Michael and Wham! and for his own solo hit "Heaven Help Me."
E1309157 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: Deon Estus | Statement: [Wham!, associatedAct, Deon Estus]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Deon Estus
Context triple: [Wham!, associatedAct, Deon Estus]
  • A. Barrett Doss
    Barrett Doss is an American actress and singer best known for her starring role as firefighter Victoria Hughes on the television drama series "Station 19."
  • B. Colt Vahn
    Colt Vahn is the main playable assassin trapped in a time loop on the island of Blackreef in the video game Deathloop.
  • C. Roemello Skuggs
    Roemello Skuggs is the conflicted drug dealer protagonist of the 1993 crime drama film "Sugar Hill," portrayed by Wesley Snipes.
  • D. Zev Deans
    Zev Deans is a filmmaker and music video director known for his dark, surreal visual style and collaborations with numerous metal and experimental music artists.
  • E. Scorp Dezel
    Scorp Dezel is a music producer known for working on tracks such as those by the artist Swaecation.
  • 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: Deon Estus
Triple: [Wham!, associatedAct, Deon Estus]
Generated description
Deon Estus was an American bassist and songwriter best known for his work with George Michael and Wham! and for his own solo hit "Heaven Help Me."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Deon Estus
Target entity description: Deon Estus was an American bassist and songwriter best known for his work with George Michael and Wham! and for his own solo hit "Heaven Help Me."
  • A. Barrett Doss
    Barrett Doss is an American actress and singer best known for her starring role as firefighter Victoria Hughes on the television drama series "Station 19."
  • B. Colt Vahn
    Colt Vahn is the main playable assassin trapped in a time loop on the island of Blackreef in the video game Deathloop.
  • C. Roemello Skuggs
    Roemello Skuggs is the conflicted drug dealer protagonist of the 1993 crime drama film "Sugar Hill," portrayed by Wesley Snipes.
  • D. Zev Deans
    Zev Deans is a filmmaker and music video director known for his dark, surreal visual style and collaborations with numerous metal and experimental music artists.
  • E. Scorp Dezel
    Scorp Dezel is a music producer known for working on tracks such as those by the artist Swaecation.
  • 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_69d8b90b7a188190b3fc7b8d4a6cd20a completed April 10, 2026, 8:47 a.m.
NER Named-entity recognition batch_69e4dec7e41c8190bd19dc5f62c69608 completed April 19, 2026, 1:55 p.m.
NED1 Entity disambiguation (via context triple) batch_6a038fc4790081909e87ae00ba6c83bf completed May 12, 2026, 8:38 p.m.
NEDg Description generation batch_6a039099efbc8190a4a81caabbb65962 completed May 12, 2026, 8:42 p.m.
NED2 Entity disambiguation (via description) batch_6a03916f64a08190bbc96ef6308caa52 completed May 12, 2026, 8:45 p.m.
Created at: April 10, 2026, 10:30 a.m.