Triple

T1180691
Position Surface form Disambiguated ID Type / Status
Subject Taxi Driver E25129 entity
Predicate screenwriter P2831 FINISHED
Object Paul Schrader
Paul Schrader is an American filmmaker and screenwriter known for his intense, psychologically driven dramas and frequent collaborations with director Martin Scorsese.
 E134595 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 Schrader | Statement: [Taxi Driver, screenwriter, Paul Schrader]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Paul Schrader
Context triple: [Taxi Driver, screenwriter, Paul Schrader]
  • A. Tom Benedek
    Tom Benedek is an American screenwriter best known for co-writing the science fiction film "Cocoon."
  • B. Brian De Palma
    Brian De Palma is an American filmmaker known for his stylish, suspense-driven movies and influential contributions to the New Hollywood era, including films like "Carrie," "Scarface," and "The Untouchables."
  • C. Sam Peckinpah
    Sam Peckinpah was an influential American film director known for his revisionist Westerns and stylized, often violent portrayals of masculinity and moral ambiguity.
  • D. Peter Bogdanovich
    Peter Bogdanovich was an influential American filmmaker, critic, and historian associated with the New Hollywood movement, best known for directing films like "The Last Picture Show" and "Paper Moon."
  • E. Ken Hughes
    Ken Hughes was a British film director and screenwriter best known for directing the 1968 musical fantasy film "Chitty Chitty Bang Bang."
  • 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 Schrader
Triple: [Taxi Driver, screenwriter, Paul Schrader]
Generated description
Paul Schrader is an American filmmaker and screenwriter known for his intense, psychologically driven dramas and frequent collaborations with director Martin Scorsese.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Paul Schrader
Target entity description: Paul Schrader is an American filmmaker and screenwriter known for his intense, psychologically driven dramas and frequent collaborations with director Martin Scorsese.
  • A. Tom Benedek
    Tom Benedek is an American screenwriter best known for co-writing the science fiction film "Cocoon."
  • B. Brian De Palma
    Brian De Palma is an American filmmaker known for his stylish, suspense-driven movies and influential contributions to the New Hollywood era, including films like "Carrie," "Scarface," and "The Untouchables."
  • C. Sam Peckinpah
    Sam Peckinpah was an influential American film director known for his revisionist Westerns and stylized, often violent portrayals of masculinity and moral ambiguity.
  • D. Peter Bogdanovich
    Peter Bogdanovich was an influential American filmmaker, critic, and historian associated with the New Hollywood movement, best known for directing films like "The Last Picture Show" and "Paper Moon."
  • E. Ken Hughes
    Ken Hughes was a British film director and screenwriter best known for directing the 1968 musical fantasy film "Chitty Chitty Bang Bang."
  • 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_69a494267b4c819088c97a59182bf56a completed March 1, 2026, 7:31 p.m.
NER Named-entity recognition batch_69a4bd32c5f48190b4e2d39fa052cbb7 completed March 1, 2026, 10:26 p.m.
NED1 Entity disambiguation (via context triple) batch_69ac6f1f1c188190a96f5718c4e7d59d completed March 7, 2026, 6:31 p.m.
NEDg Description generation batch_69ac6f9c0da48190b8d5615ba582366c completed March 7, 2026, 6:34 p.m.
NED2 Entity disambiguation (via description) batch_69ac7009b52c8190a6f6962cf60de92d completed March 7, 2026, 6:35 p.m.
Created at: March 1, 2026, 7:45 p.m.