Triple

T1771106
Position Surface form Disambiguated ID Type / Status
Subject Fifty Shades Darker E38875 entity
Predicate screenwriter P2831 FINISHED
Object Niall Leonard
Niall Leonard is a British screenwriter and author known for his work on television dramas and for writing the screenplay adaptation of the erotic romance film "Fifty Shades Darker."
E201652 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: Niall Leonard | Statement: [Fifty Shades Darker, screenwriter, Niall Leonard]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Niall Leonard
Context triple: [Fifty Shades Darker, screenwriter, Niall Leonard]
  • A. Darragh MacAnthony
    Darragh MacAnthony is an Irish businessman best known as the long-serving and outspoken owner and chairman of English football club Peterborough United.
  • B. Johnny Kilbane
    Johnny Kilbane was an American featherweight boxer renowned for his exceptionally long reign as world featherweight champion in the early 20th century.
  • C. Ciarán Kelly
    Ciarán Kelly is an Irish former professional football goalkeeper best known for his penalty-saving heroics with Sligo Rovers.
  • D. Mark Durkan
    Mark Durkan is an Irish nationalist politician from Northern Ireland who served as leader of the SDLP and as Deputy First Minister in the Northern Ireland Executive.
  • E. Declan Gaffney
    Declan Gaffney is a music producer and engineer best known for his extensive work with U2 on several of their studio albums.
  • 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: Niall Leonard
Triple: [Fifty Shades Darker, screenwriter, Niall Leonard]
Generated description
Niall Leonard is a British screenwriter and author known for his work on television dramas and for writing the screenplay adaptation of the erotic romance film "Fifty Shades Darker."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Niall Leonard
Target entity description: Niall Leonard is a British screenwriter and author known for his work on television dramas and for writing the screenplay adaptation of the erotic romance film "Fifty Shades Darker."
  • A. Darragh MacAnthony
    Darragh MacAnthony is an Irish businessman best known as the long-serving and outspoken owner and chairman of English football club Peterborough United.
  • B. Johnny Kilbane
    Johnny Kilbane was an American featherweight boxer renowned for his exceptionally long reign as world featherweight champion in the early 20th century.
  • C. Ciarán Kelly
    Ciarán Kelly is an Irish former professional football goalkeeper best known for his penalty-saving heroics with Sligo Rovers.
  • D. Mark Durkan
    Mark Durkan is an Irish nationalist politician from Northern Ireland who served as leader of the SDLP and as Deputy First Minister in the Northern Ireland Executive.
  • E. Declan Gaffney
    Declan Gaffney is a music producer and engineer best known for his extensive work with U2 on several of their studio albums.
  • 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_69a8862e61708190af97b9838cc3f5de completed March 4, 2026, 7:21 p.m.
NER Named-entity recognition batch_69aa648fe908819098fd27b74b17fabb completed March 6, 2026, 5:22 a.m.
NED1 Entity disambiguation (via context triple) batch_69adb5c727e48190b934e9b97b084c7a completed March 8, 2026, 5:45 p.m.
NEDg Description generation batch_69adb8b3c0a48190bf5f3a32d8862c54 completed March 8, 2026, 5:58 p.m.
NED2 Entity disambiguation (via description) batch_69adb97b8c8081909a806d16efd5882b completed March 8, 2026, 6:01 p.m.
Created at: March 4, 2026, 7:31 p.m.