Triple

T11171638
Position Surface form Disambiguated ID Type / Status
Subject Black Bird E264286 entity
Predicate portrays P264 FINISHED
Object Paul Walter Hauser as Larry Hall
Paul Walter Hauser as Larry Hall is the chilling, soft-spoken serial killer whose manipulative relationship with the protagonist drives the psychological tension in the crime drama series "Black Bird."
E908930 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: Paul Walter Hauser as Larry Hall | Statement: [Black Bird, portrays, Paul Walter Hauser as Larry Hall]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Paul Walter Hauser as Larry Hall
Context triple: [Black Bird, portrays, Paul Walter Hauser as Larry Hall]
  • A. Paul Walter Hauser as Shawn Eckhardt
    Paul Walter Hauser as Shawn Eckhardt refers to the actor’s portrayal of the delusional, self-styled bodyguard involved in the attack plot in the biographical film "I, Tonya."
  • B. Paul Giamatti as Marty Wolf
    Paul Giamatti as Marty Wolf refers to the over-the-top, scheming Hollywood producer antagonist he portrays in the family comedy film "Big Fat Liar."
  • C. Oscar Isaac as Nathan Bateman
    Oscar Isaac as Nathan Bateman is the intense, reclusive tech billionaire and AI visionary he portrays in the science fiction film "Ex Machina."
  • D. Will Ferrell as Nick Halsey
    Will Ferrell as Nick Halsey is the down-on-his-luck, recently fired and separated suburban salesman at the center of the dramedy "Everything Must Go," whose life unravels as he holds a yard sale on his front lawn.
  • E. Edward Norton as Jack Teller
    Edward Norton as Jack Teller refers to Norton's portrayal of a cunning, duplicitous young thief who partners with Robert De Niro's veteran safecracker in the 2001 heist film "The Score."
  • 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: Paul Walter Hauser as Larry Hall
Triple: [Black Bird, portrays, Paul Walter Hauser as Larry Hall]
Generated description
Paul Walter Hauser as Larry Hall is the chilling, soft-spoken serial killer whose manipulative relationship with the protagonist drives the psychological tension in the crime drama series "Black Bird."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Paul Walter Hauser as Larry Hall
Target entity description: Paul Walter Hauser as Larry Hall is the chilling, soft-spoken serial killer whose manipulative relationship with the protagonist drives the psychological tension in the crime drama series "Black Bird."
  • A. Paul Walter Hauser as Shawn Eckhardt
    Paul Walter Hauser as Shawn Eckhardt refers to the actor’s portrayal of the delusional, self-styled bodyguard involved in the attack plot in the biographical film "I, Tonya."
  • B. Paul Giamatti as Marty Wolf
    Paul Giamatti as Marty Wolf refers to the over-the-top, scheming Hollywood producer antagonist he portrays in the family comedy film "Big Fat Liar."
  • C. Oscar Isaac as Nathan Bateman
    Oscar Isaac as Nathan Bateman is the intense, reclusive tech billionaire and AI visionary he portrays in the science fiction film "Ex Machina."
  • D. Will Ferrell as Nick Halsey
    Will Ferrell as Nick Halsey is the down-on-his-luck, recently fired and separated suburban salesman at the center of the dramedy "Everything Must Go," whose life unravels as he holds a yard sale on his front lawn.
  • E. Edward Norton as Jack Teller
    Edward Norton as Jack Teller refers to Norton's portrayal of a cunning, duplicitous young thief who partners with Robert De Niro's veteran safecracker in the 2001 heist film "The Score."
  • 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_69d6aa9dafac8190bd90d2c74f661aa7 completed April 8, 2026, 7:21 p.m.
NER Named-entity recognition batch_69d7e89660208190b1d9e91529f5d246 completed April 9, 2026, 5:57 p.m.
NED1 Entity disambiguation (via context triple) batch_69e463b155a08190b361b38a39d25b1f completed April 19, 2026, 5:10 a.m.
NEDg Description generation batch_69e46c37efec81908aa709587c37569d completed April 19, 2026, 5:46 a.m.
NED2 Entity disambiguation (via description) batch_69e47292cdd08190b05c4c8b09f4f918 completed April 19, 2026, 6:13 a.m.
Created at: April 8, 2026, 9:29 p.m.