Triple

T6954562
Position Surface form Disambiguated ID Type / Status
Subject Prodigal Son E161208 entity
Predicate hasCharacterOccupation P2374 FINISHED
Object Dr. Martin Whitly – serial killer and surgeon
Dr. Martin Whitly is a brilliant yet deeply disturbed surgeon-turned-serial killer who serves as the central antagonist and complex father figure in the TV series "Prodigal Son."
E630804 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: Dr. Martin Whitly – serial killer and surgeon | Statement: [Prodigal Son, hasCharacterOccupation, Dr. Martin Whitly – serial killer and surgeon]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Dr. Martin Whitly – serial killer and surgeon
Context triple: [Prodigal Son, hasCharacterOccupation, Dr. Martin Whitly – serial killer and surgeon]
  • A. Harold Shipman
    Harold Shipman was an English general practitioner and one of the most prolific serial killers in history, convicted of murdering numerous patients under his care.
  • B. Michael Ripps
    Michael Ripps is a film editor known for his work on the movie "Stakeout."
  • C. Ted Bundy
    Ted Bundy was an infamous American serial killer active in the 1970s, known for his charm, intelligence, and brutal murders of numerous young women across multiple states.
  • D. John Christie
    John Christie was a British landowner and music patron best known for establishing the Glyndebourne Festival Opera at his country estate.
  • E. Silas Laurence Loomis
    Silas Laurence Loomis was a 19th-century American physician, inventor, and educator known for his contributions to medical science and technological innovation.
  • 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: Dr. Martin Whitly – serial killer and surgeon
Triple: [Prodigal Son, hasCharacterOccupation, Dr. Martin Whitly – serial killer and surgeon]
Generated description
Dr. Martin Whitly is a brilliant yet deeply disturbed surgeon-turned-serial killer who serves as the central antagonist and complex father figure in the TV series "Prodigal Son."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Dr. Martin Whitly – serial killer and surgeon
Target entity description: Dr. Martin Whitly is a brilliant yet deeply disturbed surgeon-turned-serial killer who serves as the central antagonist and complex father figure in the TV series "Prodigal Son."
  • A. Harold Shipman
    Harold Shipman was an English general practitioner and one of the most prolific serial killers in history, convicted of murdering numerous patients under his care.
  • B. Michael Ripps
    Michael Ripps is a film editor known for his work on the movie "Stakeout."
  • C. Ted Bundy
    Ted Bundy was an infamous American serial killer active in the 1970s, known for his charm, intelligence, and brutal murders of numerous young women across multiple states.
  • D. John Christie
    John Christie was a British landowner and music patron best known for establishing the Glyndebourne Festival Opera at his country estate.
  • E. Silas Laurence Loomis
    Silas Laurence Loomis was a 19th-century American physician, inventor, and educator known for his contributions to medical science and technological innovation.
  • 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_69c68852a9a0819097797e31d492e273 completed March 27, 2026, 1:38 p.m.
NER Named-entity recognition batch_69c6dace1a94819095311e4288f01784 completed March 27, 2026, 7:30 p.m.
NED1 Entity disambiguation (via context triple) batch_69c75883f6888190a75515be49e7879e completed March 28, 2026, 4:26 a.m.
NEDg Description generation batch_69c759a5eebc8190934ea04a2ce20287 completed March 28, 2026, 4:31 a.m.
NED2 Entity disambiguation (via description) batch_69c75a19d27c819089cfa625dfccfe6f completed March 28, 2026, 4:33 a.m.
Created at: March 27, 2026, 2:29 p.m.