Triple

T5018359
Position Surface form Disambiguated ID Type / Status
Subject Frank Underwood E112788 entity
Predicate hasAlly P600 FINISHED
Object Doug Stamper
Doug Stamper is a fiercely loyal and morally conflicted political fixer and chief of staff to Frank Underwood in the television series "House of Cards."
E486259 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: Doug Stamper | Statement: [Frank Underwood, hasAlly, Doug Stamper]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Doug Stamper
Context triple: [Frank Underwood, hasAlly, Doug Stamper]
  • A. Walter Newman
    Walter Newman was an American screenwriter known for his work on classic films such as "The Magnificent Seven" and "Cat Ballou."
  • B. Clem Beauchamp
    Clem Beauchamp was an American film assistant director and production manager active during Hollywood’s early studio era, recognized for his award-winning work behind the camera.
  • C. Frank Frink
    Frank Frink is a central character in Philip K. Dick's alternate-history novel "The Man in the High Castle," portrayed as a disillusioned craftsman navigating life under Axis-occupied America.
  • D. Hank Corwin
    Hank Corwin is an acclaimed American film editor known for his impressionistic, nonlinear cutting style on films such as The Tree of Life, The Big Short, and Vice.
  • E. Jerry Wald
    Jerry Wald was an American film producer and screenwriter known for his influential work in Hollywood during the 1930s–1950s, including several acclaimed dramas and film noirs.
  • 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: Doug Stamper
Triple: [Frank Underwood, hasAlly, Doug Stamper]
Generated description
Doug Stamper is a fiercely loyal and morally conflicted political fixer and chief of staff to Frank Underwood in the television series "House of Cards."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Doug Stamper
Target entity description: Doug Stamper is a fiercely loyal and morally conflicted political fixer and chief of staff to Frank Underwood in the television series "House of Cards."
  • A. Walter Newman
    Walter Newman was an American screenwriter known for his work on classic films such as "The Magnificent Seven" and "Cat Ballou."
  • B. Clem Beauchamp
    Clem Beauchamp was an American film assistant director and production manager active during Hollywood’s early studio era, recognized for his award-winning work behind the camera.
  • C. Frank Frink
    Frank Frink is a central character in Philip K. Dick's alternate-history novel "The Man in the High Castle," portrayed as a disillusioned craftsman navigating life under Axis-occupied America.
  • D. Hank Corwin
    Hank Corwin is an acclaimed American film editor known for his impressionistic, nonlinear cutting style on films such as The Tree of Life, The Big Short, and Vice.
  • E. Jerry Wald
    Jerry Wald was an American film producer and screenwriter known for his influential work in Hollywood during the 1930s–1950s, including several acclaimed dramas and film noirs.
  • 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_69bd4435c2f48190be593158cbfcf8a3 completed March 20, 2026, 12:57 p.m.
NER Named-entity recognition batch_69bd73415e088190802f9bb283262386 completed March 20, 2026, 4:18 p.m.
NED1 Entity disambiguation (via context triple) batch_69be9278421c8190b142466c099c7d1c completed March 21, 2026, 12:43 p.m.
NEDg Description generation batch_69be938580588190bec22c1e8f7f4028 completed March 21, 2026, 12:48 p.m.
NED2 Entity disambiguation (via description) batch_69be942f29488190adfc096c8c5781ac completed March 21, 2026, 12:50 p.m.
Created at: March 20, 2026, 1:35 p.m.