Triple

T15699682
Position Surface form Disambiguated ID Type / Status
Subject Lara Flynn Boyle E380561 entity
Predicate televisionRole P1668 FINISHED
Object Donna Hayward in Twin Peaks
Donna Hayward in Twin Peaks is a central character in David Lynch and Mark Frost's mystery drama series, portrayed as Laura Palmer’s loyal best friend who becomes deeply involved in uncovering the secrets surrounding her murder.
E1171940 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: Donna Hayward in Twin Peaks | Statement: [Lara Flynn Boyle, televisionRole, Donna Hayward in Twin Peaks]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Donna Hayward in Twin Peaks
Context triple: [Lara Flynn Boyle, televisionRole, Donna Hayward in Twin Peaks]
  • A. Catherine Martell in Twin Peaks
    Catherine Martell in Twin Peaks is a scheming, manipulative lumber mill owner whose ruthless ambition and complex relationships make her one of the central antagonists in the series.
  • B. Sheryl Lee as Laura Palmer
    Sheryl Lee as Laura Palmer refers to the actress’s iconic dual role as the murdered homecoming queen and her lookalike cousin in David Lynch’s cult television series Twin Peaks.
  • C. Beverly Mantle in Dead Ringers
    Beverly Mantle in *Dead Ringers* is one of the twin gynecologist brothers at the center of David Cronenberg’s psychological horror film, known for his introverted, dependent nature contrasted with his brother’s dominance.
  • D. Louise Sawyer in Thelma & Louise
    Louise Sawyer in *Thelma & Louise* is a tough, sharp-witted Arkansas waitress whose impulsive road trip with her best friend turns into a transformative, defiant journey against male violence and societal constraints.
  • E. Paula Prentiss
    Paula Prentiss is an American actress known for her tall, comedic presence in 1960s films and television, including roles in movies like "Where the Boys Are" and "The Stepford Wives."
  • 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: Donna Hayward in Twin Peaks
Triple: [Lara Flynn Boyle, televisionRole, Donna Hayward in Twin Peaks]
Generated description
Donna Hayward in Twin Peaks is a central character in David Lynch and Mark Frost's mystery drama series, portrayed as Laura Palmer’s loyal best friend who becomes deeply involved in uncovering the secrets surrounding her murder.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Donna Hayward in Twin Peaks
Target entity description: Donna Hayward in Twin Peaks is a central character in David Lynch and Mark Frost's mystery drama series, portrayed as Laura Palmer’s loyal best friend who becomes deeply involved in uncovering the secrets surrounding her murder.
  • A. Catherine Martell in Twin Peaks
    Catherine Martell in Twin Peaks is a scheming, manipulative lumber mill owner whose ruthless ambition and complex relationships make her one of the central antagonists in the series.
  • B. Sheryl Lee as Laura Palmer
    Sheryl Lee as Laura Palmer refers to the actress’s iconic dual role as the murdered homecoming queen and her lookalike cousin in David Lynch’s cult television series Twin Peaks.
  • C. Beverly Mantle in Dead Ringers
    Beverly Mantle in *Dead Ringers* is one of the twin gynecologist brothers at the center of David Cronenberg’s psychological horror film, known for his introverted, dependent nature contrasted with his brother’s dominance.
  • D. Louise Sawyer in Thelma & Louise
    Louise Sawyer in *Thelma & Louise* is a tough, sharp-witted Arkansas waitress whose impulsive road trip with her best friend turns into a transformative, defiant journey against male violence and societal constraints.
  • E. Paula Prentiss
    Paula Prentiss is an American actress known for her tall, comedic presence in 1960s films and television, including roles in movies like "Where the Boys Are" and "The Stepford Wives."
  • 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_69d86d99e860819094b6957cde470f2c completed April 10, 2026, 3:25 a.m.
NER Named-entity recognition batch_69e04f6d71308190971c10c599da9645 completed April 16, 2026, 2:54 a.m.
NED1 Entity disambiguation (via context triple) batch_69ff75756ecc8190bd2123ddfd080fd1 completed May 9, 2026, 5:57 p.m.
NEDg Description generation batch_69ff763d40348190bf102da746420390 completed May 9, 2026, 6 p.m.
NED2 Entity disambiguation (via description) batch_69ff76ec45948190bee47609c0d2fd10 completed May 9, 2026, 6:03 p.m.
Created at: April 10, 2026, 4:45 a.m.