Triple

T12187985
Position Surface form Disambiguated ID Type / Status
Subject Midnight Express (book) E290385 entity
Predicate author P4 FINISHED
Object Billy Hayes
Billy Hayes is an American writer and former drug smuggler best known for his autobiographical account of imprisonment in Turkey, which inspired the book and film "Midnight Express."
 E970280 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 Hayes | Statement: [Midnight Express (book), author, Billy Hayes]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Billy Hayes
Context triple: [Midnight Express (book), author, Billy Hayes]
  • A. John Michael Hayes
    John Michael Hayes was an American screenwriter best known for his collaborations with Alfred Hitchcock, including writing the screenplay for "Rear Window."
  • B. Peter Hayes
    Peter Hayes is a British diplomat and civil servant who has served in senior roles including Commissioner of the British Antarctic Territory.
  • C. John Hayes
    John Hayes is a technology entrepreneur best known as a co-founder of the data storage company Pure Storage.
  • D. Bill Hayes
    Bill Hayes is an American actor and singer best known for his work on Broadway and in daytime television, particularly the soap opera "Days of Our Lives."
  • E. Jimmy Hayward
    Jimmy Hayward is a Canadian animator and film director known for his work on major animated features such as "Horton Hears a Who!" and "Free Birds."
  • 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 Hayes
Triple: [Midnight Express (book), author, Billy Hayes]
Generated description
Billy Hayes is an American writer and former drug smuggler best known for his autobiographical account of imprisonment in Turkey, which inspired the book and film "Midnight Express."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Billy Hayes
Target entity description: Billy Hayes is an American writer and former drug smuggler best known for his autobiographical account of imprisonment in Turkey, which inspired the book and film "Midnight Express."
  • A. John Michael Hayes
    John Michael Hayes was an American screenwriter best known for his collaborations with Alfred Hitchcock, including writing the screenplay for "Rear Window."
  • B. Peter Hayes
    Peter Hayes is a British diplomat and civil servant who has served in senior roles including Commissioner of the British Antarctic Territory.
  • C. John Hayes
    John Hayes is a technology entrepreneur best known as a co-founder of the data storage company Pure Storage.
  • D. Bill Hayes
    Bill Hayes is an American actor and singer best known for his work on Broadway and in daytime television, particularly the soap opera "Days of Our Lives."
  • E. Jimmy Hayward
    Jimmy Hayward is a Canadian animator and film director known for his work on major animated features such as "Horton Hears a Who!" and "Free Birds."
  • 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_69d6ab64de5881908d56eb7a75c6cc69 completed April 8, 2026, 7:24 p.m.
NER Named-entity recognition batch_69d916012c2c819085824332ad60059e completed April 10, 2026, 3:23 p.m.
NED1 Entity disambiguation (via context triple) batch_69f60a8a92688190867b3e7191c3f43e completed May 2, 2026, 2:30 p.m.
NEDg Description generation batch_69f60bdb39f48190ad6bc51db6c34163 completed May 2, 2026, 2:36 p.m.
NED2 Entity disambiguation (via description) batch_69f60d4889d48190b2dfda8a0978cc72 completed May 2, 2026, 2:42 p.m.
Created at: April 8, 2026, 9:50 p.m.