Triple

T9988099
Position Surface form Disambiguated ID Type / Status
Subject Twin Peaks: The Return E196818 entity
Predicate stars P1956 FINISHED
Object Mädchen Amick
Mädchen Amick is an American actress best known for her role as Shelly Johnson in David Lynch’s cult television series Twin Peaks and its later revival.
 E838289 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: Mädchen Amick | Statement: [Twin Peaks: The Return, stars, Mädchen Amick]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Mädchen Amick
Context triple: [Twin Peaks: The Return, stars, Mädchen Amick]
  • A. Julia Faye
    Julia Faye was an American actress best known for her frequent collaborations with director Cecil B. DeMille during the silent and early sound film eras.
  • B. Juliette Lewis
    Juliette Lewis is an American actress and singer known for her intense, offbeat performances in films such as "Cape Fear," "Natural Born Killers," and numerous independent productions.
  • C. Emily Alyn Lind
    Emily Alyn Lind is an American actress known for her roles in film and television, including playing the young Amanda Clarke on the TV series "Revenge."
  • D. Sarah Miles
    Sarah Miles is an English actress known for her roles in films such as "Ryan's Daughter" and "Blow-Up."
  • E. Natalie Zea
    Natalie Zea is an American actress best known for her television work in series such as Justified, The Following, and The Detour.
  • 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: Mädchen Amick
Triple: [Twin Peaks: The Return, stars, Mädchen Amick]
Generated description
Mädchen Amick is an American actress best known for her role as Shelly Johnson in David Lynch’s cult television series Twin Peaks and its later revival.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Mädchen Amick
Target entity description: Mädchen Amick is an American actress best known for her role as Shelly Johnson in David Lynch’s cult television series Twin Peaks and its later revival.
  • A. Julia Faye
    Julia Faye was an American actress best known for her frequent collaborations with director Cecil B. DeMille during the silent and early sound film eras.
  • B. Juliette Lewis
    Juliette Lewis is an American actress and singer known for her intense, offbeat performances in films such as "Cape Fear," "Natural Born Killers," and numerous independent productions.
  • C. Emily Alyn Lind
    Emily Alyn Lind is an American actress known for her roles in film and television, including playing the young Amanda Clarke on the TV series "Revenge."
  • D. Sarah Miles
    Sarah Miles is an English actress known for her roles in films such as "Ryan's Daughter" and "Blow-Up."
  • E. Natalie Zea
    Natalie Zea is an American actress best known for her television work in series such as Justified, The Following, and The Detour.
  • 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_69ca82f1678c819093d06320a05f16a4 completed March 30, 2026, 2:04 p.m.
NER Named-entity recognition batch_69cdc79e10408190bcb4e55b6a0df79c completed April 2, 2026, 1:34 a.m.
NED1 Entity disambiguation (via context triple) batch_69d299f2a8908190a3a483350af0b5a9 completed April 5, 2026, 5:20 p.m.
NEDg Description generation batch_69d29b28f48081909f7e0487800ebe52 completed April 5, 2026, 5:26 p.m.
NED2 Entity disambiguation (via description) batch_69d29be3713c819089843c4ec2be93f1 completed April 5, 2026, 5:29 p.m.
Created at: March 30, 2026, 8:50 p.m.