Triple

T15294450
Position Surface form Disambiguated ID Type / Status
Subject Twin Peaks E365616 entity
Predicate mainCharacter P1183 FINISHED
Object James Hurley
James Hurley is a brooding, motorcycle-riding young man from the cult TV series "Twin Peaks," known for his romantic entanglements and emotional vulnerability.
E1190927 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: James Hurley | Statement: [Twin Peaks, mainCharacter, James Hurley]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: James Hurley
Context triple: [Twin Peaks, mainCharacter, James Hurley]
  • A. Jim Hurley
    Jim Hurley is a notable individual recognized for achievements significant enough to be associated with the surname Hurley.
  • B. Gene Harrogate
    Gene Harrogate is a comic, hapless young drifter in Cormac McCarthy’s novel "Suttree," known for his bizarre schemes and naive optimism amid the book’s grim setting.
  • C. Tom Healey
    Tom Healey is a notable individual distinguished enough in his field or public life to be specifically recognized as a bearer of the surname Healey.
  • D. Michael Alldredge
    Michael Alldredge was an American character actor known for his supporting roles in films and television during the 1970s and 1980s.
  • E. Joe Hurley
    Joe Hurley is an Irish-American singer, songwriter, and actor known for his deep baritone voice and work with bands such as Rogue’s March and The Gents.
  • 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: James Hurley
Triple: [Twin Peaks, mainCharacter, James Hurley]
Generated description
James Hurley is a brooding, motorcycle-riding young man from the cult TV series "Twin Peaks," known for his romantic entanglements and emotional vulnerability.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: James Hurley
Target entity description: James Hurley is a brooding, motorcycle-riding young man from the cult TV series "Twin Peaks," known for his romantic entanglements and emotional vulnerability.
  • A. Jim Hurley
    Jim Hurley is a notable individual recognized for achievements significant enough to be associated with the surname Hurley.
  • B. Gene Harrogate
    Gene Harrogate is a comic, hapless young drifter in Cormac McCarthy’s novel "Suttree," known for his bizarre schemes and naive optimism amid the book’s grim setting.
  • C. Tom Healey
    Tom Healey is a notable individual distinguished enough in his field or public life to be specifically recognized as a bearer of the surname Healey.
  • D. Michael Alldredge
    Michael Alldredge was an American character actor known for his supporting roles in films and television during the 1970s and 1980s.
  • E. Joe Hurley
    Joe Hurley is an Irish-American singer, songwriter, and actor known for his deep baritone voice and work with bands such as Rogue’s March and The Gents.
  • 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_69d85a103d9081908c1ea6c4c73ac8e3 completed April 10, 2026, 2:01 a.m.
NER Named-entity recognition batch_69e03682ea488190ac82fdbd0e855d34 completed April 16, 2026, 1:08 a.m.
NED1 Entity disambiguation (via context triple) batch_69ffdbb7b1e48190b55c40e0cb837446 completed May 10, 2026, 1:13 a.m.
NEDg Description generation batch_69ffdd527cfc8190a616a2334edffd02 completed May 10, 2026, 1:20 a.m.
NED2 Entity disambiguation (via description) batch_69ffdda1a0908190b7c880c5d66f7400 completed May 10, 2026, 1:21 a.m.
Created at: April 10, 2026, 3:15 a.m.