Triple

T15294462
Position Surface form Disambiguated ID Type / Status
Subject Twin Peaks E365616 entity
Predicate portraysCharacter P1668 FINISHED
Object James Marshall as James Hurley
James Marshall as James Hurley refers to the actor James Marshall’s portrayal of the brooding, motorcycle-riding teenager James Hurley in the cult television series "Twin Peaks."
E1149019 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 Marshall as James Hurley | Statement: [Twin Peaks, portraysCharacter, James Marshall as James Hurley]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: James Marshall as James Hurley
Context triple: [Twin Peaks, portraysCharacter, James Marshall as James Hurley]
  • A. Fred Ward as John Anglin
    Fred Ward as John Anglin is the actor’s portrayal of one of the real-life inmate escapees in the 1979 prison drama film "Escape from Alcatraz."
  • B. Jack Mullaney
    Jack Mullaney was an American character actor known for his comedic roles in mid-20th-century film and television.
  • C. Bill Paxton as Dale "Hurricane" Dixon
    Bill Paxton as Dale "Hurricane" Dixon is a small-town Arkansas police chief whose mix of eager ambition, moral conflict, and vulnerability makes him the emotional center of the crime thriller One False Move.
  • D. Bill Longley in The Texan
    Bill Longley in *The Texan* is the fictional gunfighter protagonist of the late-1950s Western television series portrayed by actor Rory Calhoun.
  • E. John Hannah as Jonathan Carnahan
    John Hannah as Jonathan Carnahan refers to the British actor’s comedic role as the bumbling yet charming brother of the heroine in The Mummy film series, including The Mummy: Tomb of the Dragon Emperor.
  • 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 Marshall as James Hurley
Triple: [Twin Peaks, portraysCharacter, James Marshall as James Hurley]
Generated description
James Marshall as James Hurley refers to the actor James Marshall’s portrayal of the brooding, motorcycle-riding teenager James Hurley in the cult television series "Twin Peaks."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: James Marshall as James Hurley
Target entity description: James Marshall as James Hurley refers to the actor James Marshall’s portrayal of the brooding, motorcycle-riding teenager James Hurley in the cult television series "Twin Peaks."
  • A. Fred Ward as John Anglin
    Fred Ward as John Anglin is the actor’s portrayal of one of the real-life inmate escapees in the 1979 prison drama film "Escape from Alcatraz."
  • B. Jack Mullaney
    Jack Mullaney was an American character actor known for his comedic roles in mid-20th-century film and television.
  • C. Bill Paxton as Dale "Hurricane" Dixon
    Bill Paxton as Dale "Hurricane" Dixon is a small-town Arkansas police chief whose mix of eager ambition, moral conflict, and vulnerability makes him the emotional center of the crime thriller One False Move.
  • D. Bill Longley in The Texan
    Bill Longley in *The Texan* is the fictional gunfighter protagonist of the late-1950s Western television series portrayed by actor Rory Calhoun.
  • E. John Hannah as Jonathan Carnahan
    John Hannah as Jonathan Carnahan refers to the British actor’s comedic role as the bumbling yet charming brother of the heroine in The Mummy film series, including The Mummy: Tomb of the Dragon Emperor.
  • 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_69feef81058c8190aec7c7ad9a68f569 completed May 9, 2026, 8:25 a.m.
NEDg Description generation batch_69fef36488e081909be34cf781af91ea completed May 9, 2026, 8:42 a.m.
NED2 Entity disambiguation (via description) batch_69fef435b1208190bd839297a2f8d3f4 completed May 9, 2026, 8:45 a.m.
Created at: April 10, 2026, 3:15 a.m.