Triple

T19398611
Position Surface form Disambiguated ID Type / Status
Subject Mark Frost E485255 entity
Predicate notableWork P4 FINISHED
Object The Secret History of Twin Peaks
The Secret History of Twin Peaks is a companion novel to the cult TV series Twin Peaks that expands its mythology through a dossier-style blend of mystery, conspiracy, and fictional archival documents.
 E1373824 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: The Secret History of Twin Peaks | Statement: [Mark Frost, notableWork, The Secret History of Twin Peaks]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: The Secret History of Twin Peaks
Context triple: [Mark Frost, notableWork, The Secret History of Twin Peaks]
  • A. Twin Peaks: The Return
    Twin Peaks: The Return is a 2017 surreal mystery television miniseries created by David Lynch and Mark Frost that continues and expands the story of the original Twin Peaks series with a darker, more experimental approach.
  • B. Twin Peaks
    Twin Peaks is a pair of prominent hills in central San Francisco known for their panoramic views of the city and the Bay Area.
  • C. Twin Peaks
    Twin Peaks is a pair of prominent mountain summits in California’s San Gabriel Mountains, popular with hikers for their challenging terrain and expansive views.
  • D. Twin Peaks
    Twin Peaks is a cult-classic, surreal mystery television series created by David Lynch and Mark Frost that follows the investigation into the murder of homecoming queen Laura Palmer in a small Pacific Northwest town.
  • E. Twin Peaks: Fire Walk with Me
    Twin Peaks: Fire Walk with Me is a 1992 psychological horror film directed by David Lynch that serves as a prequel to the television series Twin Peaks, exploring the final days of Laura Palmer.
  • 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: The Secret History of Twin Peaks
Triple: [Mark Frost, notableWork, The Secret History of Twin Peaks]
Generated description
The Secret History of Twin Peaks is a companion novel to the cult TV series Twin Peaks that expands its mythology through a dossier-style blend of mystery, conspiracy, and fictional archival documents.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: The Secret History of Twin Peaks
Target entity description: The Secret History of Twin Peaks is a companion novel to the cult TV series Twin Peaks that expands its mythology through a dossier-style blend of mystery, conspiracy, and fictional archival documents.
  • A. Twin Peaks: The Return
    Twin Peaks: The Return is a 2017 surreal mystery television miniseries created by David Lynch and Mark Frost that continues and expands the story of the original Twin Peaks series with a darker, more experimental approach.
  • B. Twin Peaks
    Twin Peaks is a pair of prominent hills in central San Francisco known for their panoramic views of the city and the Bay Area.
  • C. Twin Peaks
    Twin Peaks is a pair of prominent mountain summits in California’s San Gabriel Mountains, popular with hikers for their challenging terrain and expansive views.
  • D. Twin Peaks
    Twin Peaks is a cult-classic, surreal mystery television series created by David Lynch and Mark Frost that follows the investigation into the murder of homecoming queen Laura Palmer in a small Pacific Northwest town.
  • E. Twin Peaks: Fire Walk with Me
    Twin Peaks: Fire Walk with Me is a 1992 psychological horror film directed by David Lynch that serves as a prequel to the television series Twin Peaks, exploring the final days of Laura Palmer.
  • 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_69d8e8d5162481909db12435d9535c1a completed April 10, 2026, 12:11 p.m.
NER Named-entity recognition batch_69e62575d78881909c2cfee799859261 completed April 20, 2026, 1:09 p.m.
NED1 Entity disambiguation (via context triple) batch_6a072b90e5b88190af351c9b1814a456 completed May 15, 2026, 2:20 p.m.
NEDg Description generation batch_6a072d79ae348190a078fb5441c6466b completed May 15, 2026, 2:28 p.m.
NED2 Entity disambiguation (via description) batch_6a072e930e948190ac19fa2b81639922 completed May 15, 2026, 2:32 p.m.
Created at: April 10, 2026, 1:36 p.m.