Triple

T3653245
Position Surface form Disambiguated ID Type / Status
Subject Bad Times at the El Royale E77469 entity
Predicate mainCharacter P1183 FINISHED
Object Billy Lee
Billy Lee is a manipulative and charismatic cult leader who plays a pivotal antagonistic role in the neo-noir thriller film "Bad Times at the El Royale."
E375709 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: Billy Lee | Statement: [Bad Times at the El Royale, mainCharacter, Billy Lee]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Billy Lee
Context triple: [Bad Times at the El Royale, mainCharacter, Billy Lee]
  • A. Johnny Rivers
    Johnny Rivers is an American rock and roll singer, songwriter, and guitarist best known for 1960s hits like "Secret Agent Man," "Poor Side of Town," and "Memphis."
  • B. Murphy Lee
    Murphy Lee is an American rapper best known as a member of the St. Lunatics crew and for his collaborations with fellow St. Louis artist Nelly.
  • C. Johnny Gimble
    Johnny Gimble was an influential American fiddler and mandolinist, best known as a leading figure in Western swing music and a longtime member of Bob Wills and His Texas Playboys.
  • D. Will Jennings
    Will Jennings is an American songwriter and lyricist best known for penning the lyrics to numerous hit songs, including the Oscar-winning "My Heart Will Go On" from Titanic.
  • E. Jimmy Little
    Jimmy Little was a pioneering Australian Aboriginal country music singer, songwriter, and actor who became one of the nation’s most beloved and influential Indigenous entertainers.
  • 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: Billy Lee
Triple: [Bad Times at the El Royale, mainCharacter, Billy Lee]
Generated description
Billy Lee is a manipulative and charismatic cult leader who plays a pivotal antagonistic role in the neo-noir thriller film "Bad Times at the El Royale."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Billy Lee
Target entity description: Billy Lee is a manipulative and charismatic cult leader who plays a pivotal antagonistic role in the neo-noir thriller film "Bad Times at the El Royale."
  • A. Johnny Rivers
    Johnny Rivers is an American rock and roll singer, songwriter, and guitarist best known for 1960s hits like "Secret Agent Man," "Poor Side of Town," and "Memphis."
  • B. Murphy Lee
    Murphy Lee is an American rapper best known as a member of the St. Lunatics crew and for his collaborations with fellow St. Louis artist Nelly.
  • C. Johnny Gimble
    Johnny Gimble was an influential American fiddler and mandolinist, best known as a leading figure in Western swing music and a longtime member of Bob Wills and His Texas Playboys.
  • D. Will Jennings
    Will Jennings is an American songwriter and lyricist best known for penning the lyrics to numerous hit songs, including the Oscar-winning "My Heart Will Go On" from Titanic.
  • E. Jimmy Little
    Jimmy Little was a pioneering Australian Aboriginal country music singer, songwriter, and actor who became one of the nation’s most beloved and influential Indigenous entertainers.
  • 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_69ad85def5cc8190863dccf55a18bebb completed March 8, 2026, 2:21 p.m.
NER Named-entity recognition batch_69adc3b805a48190a7bc230a382365d6 completed March 8, 2026, 6:45 p.m.
NED1 Entity disambiguation (via context triple) batch_69b44f4541dc8190b794eae019dcffbf completed March 13, 2026, 5:54 p.m.
NEDg Description generation batch_69b45258be648190a98f60bd0cf57faa completed March 13, 2026, 6:07 p.m.
NED2 Entity disambiguation (via description) batch_69b45eec592481908e2f002aa2127849 completed March 13, 2026, 7:01 p.m.
Created at: March 8, 2026, 3:24 p.m.