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.