Triple

T12009383
Position Surface form Disambiguated ID Type / Status
Subject Daniel Henshall E285866 entity
Predicate portrayed P1668 FINISHED
Object John Bunting
John Bunting is an Australian serial killer known as the ringleader of the notorious "Snowtown murders" in South Australia during the 1990s.
 E984948 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: John Bunting | Statement: [Daniel Henshall, portrayed, John Bunting]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: John Bunting
Context triple: [Daniel Henshall, portrayed, John Bunting]
  • A. James Healey
    James Healey is a personal name shared by multiple individuals, including figures in fields such as politics, sports, and the arts.
  • B. Charles Coleman
    Charles Coleman was an Australian-born character actor known for his frequent roles as butlers and valets in numerous Hollywood films during the early to mid-20th century.
  • C. George Mullen
    George Mullen is a relatively obscure individual whose name is notably recorded as a bearer of the surname Mullen.
  • D. Jack Bicknell
    Jack Bicknell is an American football coach best known for leading Boston College to national prominence in the 1980s, including the famed Doug Flutie era and the 1984 Cotton Bowl victory.
  • E. George Bowers
    George Bowers was an American film editor known for his work on numerous Hollywood movies, including the baseball comedy-drama "A League of Their Own."
  • 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: John Bunting
Triple: [Daniel Henshall, portrayed, John Bunting]
Generated description
John Bunting is an Australian serial killer known as the ringleader of the notorious "Snowtown murders" in South Australia during the 1990s.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: John Bunting
Target entity description: John Bunting is an Australian serial killer known as the ringleader of the notorious "Snowtown murders" in South Australia during the 1990s.
  • A. James Healey
    James Healey is a personal name shared by multiple individuals, including figures in fields such as politics, sports, and the arts.
  • B. Charles Coleman
    Charles Coleman was an Australian-born character actor known for his frequent roles as butlers and valets in numerous Hollywood films during the early to mid-20th century.
  • C. George Mullen
    George Mullen is a relatively obscure individual whose name is notably recorded as a bearer of the surname Mullen.
  • D. Jack Bicknell
    Jack Bicknell is an American football coach best known for leading Boston College to national prominence in the 1980s, including the famed Doug Flutie era and the 1984 Cotton Bowl victory.
  • E. George Bowers
    George Bowers was an American film editor known for his work on numerous Hollywood movies, including the baseball comedy-drama "A League of Their Own."
  • 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_69d6ab45a368819084fce08bf0dc3705 completed April 8, 2026, 7:23 p.m.
NER Named-entity recognition batch_69d903d61a4c81909e6cb6500b61df94 completed April 10, 2026, 2:06 p.m.
NED1 Entity disambiguation (via context triple) batch_69f63edddad48190b5b4da184fde27dd completed May 2, 2026, 6:13 p.m.
NEDg Description generation batch_69f6415f11d88190a9f77eb1890f76ef completed May 2, 2026, 6:24 p.m.
NED2 Entity disambiguation (via description) batch_69f64231606481909b8dd9d878670a6c completed May 2, 2026, 6:28 p.m.
Created at: April 8, 2026, 9:46 p.m.