Triple

T15294500
Position Surface form Disambiguated ID Type / Status
Subject Twin Peaks: Fire Walk with Me E365617 entity
Predicate screenwriter P2831 FINISHED
Object Robert Engels
Robert Engels is an American television and film writer best known for his work on the cult series "Twin Peaks" and its prequel film "Twin Peaks: Fire Walk with Me."
E1149024 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: Robert Engels | Statement: [Twin Peaks: Fire Walk with Me, screenwriter, Robert Engels]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Robert Engels
Context triple: [Twin Peaks: Fire Walk with Me, screenwriter, Robert Engels]
  • A. Engels
    Engels is a city in Russia’s Saratov Oblast, situated on the Volga River and known as an important industrial and transportation center.
  • B. Max Engel
    Max Engel is the young boy protagonist in the 2015 horror-comedy film "Krampus," whose loss of Christmas spirit inadvertently summons the titular demonic creature.
  • C. F. Engel
    F. Engel was a German mathematician best known for his collaboration with Sophus Lie on the foundational work in the theory of continuous transformation groups.
  • D. Carlo Marx
    Carlo Marx is a passionate, eccentric poet in Jack Kerouac's novel "On the Road," widely recognized as a fictionalized portrayal of the Beat Generation writer Allen Ginsberg.
  • E. Friedrich Engel
    Friedrich Engel was a German mathematician best known for his collaboration with Sophus Lie in developing the theory of continuous transformation groups and co-authoring the multi-volume "Theorie der Transformationsgruppen."
  • 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: Robert Engels
Triple: [Twin Peaks: Fire Walk with Me, screenwriter, Robert Engels]
Generated description
Robert Engels is an American television and film writer best known for his work on the cult series "Twin Peaks" and its prequel film "Twin Peaks: Fire Walk with Me."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Robert Engels
Target entity description: Robert Engels is an American television and film writer best known for his work on the cult series "Twin Peaks" and its prequel film "Twin Peaks: Fire Walk with Me."
  • A. Engels
    Engels is a city in Russia’s Saratov Oblast, situated on the Volga River and known as an important industrial and transportation center.
  • B. Max Engel
    Max Engel is the young boy protagonist in the 2015 horror-comedy film "Krampus," whose loss of Christmas spirit inadvertently summons the titular demonic creature.
  • C. F. Engel
    F. Engel was a German mathematician best known for his collaboration with Sophus Lie on the foundational work in the theory of continuous transformation groups.
  • D. Carlo Marx
    Carlo Marx is a passionate, eccentric poet in Jack Kerouac's novel "On the Road," widely recognized as a fictionalized portrayal of the Beat Generation writer Allen Ginsberg.
  • E. Friedrich Engel
    Friedrich Engel was a German mathematician best known for his collaboration with Sophus Lie in developing the theory of continuous transformation groups and co-authoring the multi-volume "Theorie der Transformationsgruppen."
  • 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.