Triple

T20020566
Position Surface form Disambiguated ID Type / Status
Subject Shankill Butchers killings E494844 entity
Predicate notablePerpetrator P698 FINISHED
Object Lenny Murphy
Lenny Murphy was a notorious Northern Irish loyalist paramilitary leader and serial killer, best known as the ringleader of the Shankill Butchers gang during the Troubles in Belfast.
E1410400 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: Lenny Murphy | Statement: [Shankill Butchers killings, notablePerpetrator, Lenny Murphy]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Lenny Murphy
Context triple: [Shankill Butchers killings, notablePerpetrator, Lenny Murphy]
  • A. Billy Murphy
    Billy Murphy is the masked slasher villain in the horror-comedy film "The Final Girls," parodying classic 1980s movie killers.
  • B. Ray Doolan
    Ray Doolan is an Australian local government official who serves as the mayor of Carrathool Shire in New South Wales.
  • C. Pat Duggan
    Pat Duggan is a film producer known for work on classic Hollywood productions such as the 1953 comedy-drama "Forever Female."
  • D. Pat O'Sullivan
    Pat O'Sullivan is one of the central schoolgirl protagonists in Enid Blyton’s "The Twins at St. Clare’s," known for her lively personality and adventures at the St. Clare’s boarding school.
  • E. Sean Dwyer
    Sean Dwyer is a film and television producer known for his work on projects such as the holiday-themed movie "Holiday Rush."
  • 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: Lenny Murphy
Triple: [Shankill Butchers killings, notablePerpetrator, Lenny Murphy]
Generated description
Lenny Murphy was a notorious Northern Irish loyalist paramilitary leader and serial killer, best known as the ringleader of the Shankill Butchers gang during the Troubles in Belfast.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Lenny Murphy
Target entity description: Lenny Murphy was a notorious Northern Irish loyalist paramilitary leader and serial killer, best known as the ringleader of the Shankill Butchers gang during the Troubles in Belfast.
  • A. Billy Murphy
    Billy Murphy is the masked slasher villain in the horror-comedy film "The Final Girls," parodying classic 1980s movie killers.
  • B. Ray Doolan
    Ray Doolan is an Australian local government official who serves as the mayor of Carrathool Shire in New South Wales.
  • C. Pat Duggan
    Pat Duggan is a film producer known for work on classic Hollywood productions such as the 1953 comedy-drama "Forever Female."
  • D. Pat O'Sullivan
    Pat O'Sullivan is one of the central schoolgirl protagonists in Enid Blyton’s "The Twins at St. Clare’s," known for her lively personality and adventures at the St. Clare’s boarding school.
  • E. Sean Dwyer
    Sean Dwyer is a film and television producer known for his work on projects such as the holiday-themed movie "Holiday Rush."
  • 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_69da626bfd288190aa5d65098b6433ae completed April 11, 2026, 3:02 p.m.
NER Named-entity recognition batch_69e6623fe1988190a1c09d392d866dc8 completed April 20, 2026, 5:28 p.m.
NED1 Entity disambiguation (via context triple) batch_6a081f2b9e908190820c5bb3bf8bb28c completed May 16, 2026, 7:39 a.m.
NEDg Description generation batch_6a08201f36b88190b3c80942de463d36 completed May 16, 2026, 7:43 a.m.
NED2 Entity disambiguation (via description) batch_6a08208c203c819083abea34d10d5e4e completed May 16, 2026, 7:45 a.m.
Created at: April 11, 2026, 3:34 p.m.