Triple

T5751426
Position Surface form Disambiguated ID Type / Status
Subject Doug Liman E126860 entity
Predicate notableWork P4 FINISHED
Object Swingers
Swingers is a 1996 indie comedy-drama film about struggling actors navigating love and nightlife in Los Angeles, known for its witty dialogue and breakout roles for Jon Favreau and Vince Vaughn.
E543847 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: Swingers | Statement: [Doug Liman, notableWork, Swingers]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Swingers
Context triple: [Doug Liman, notableWork, Swingers]
  • A. The Swingers
    The Swingers were a New Zealand–Australian new wave band best known for their early 1980s hit "Counting the Beat."
  • B. Chasing Amy
    Chasing Amy is a 1997 romantic comedy-drama film written and directed by Kevin Smith that explores complex relationships and sexual identity within the comic book subculture.
  • C. Showgirls
    Showgirls is a 1995 erotic drama film directed by Paul Verhoeven that follows an ambitious drifter’s ruthless rise through the Las Vegas strip-club and showgirl scene.
  • D. Boogie Nights
    Boogie Nights is a 1997 drama film directed by Paul Thomas Anderson that chronicles the rise and fall of a young porn star in the 1970s and 1980s adult film industry.
  • E. The Last Seduction
    The Last Seduction is a 1994 neo-noir thriller film best known for Linda Fiorentino’s acclaimed performance as a manipulative femme fatale.
  • 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: Swingers
Triple: [Doug Liman, notableWork, Swingers]
Generated description
Swingers is a 1996 indie comedy-drama film about struggling actors navigating love and nightlife in Los Angeles, known for its witty dialogue and breakout roles for Jon Favreau and Vince Vaughn.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Swingers
Target entity description: Swingers is a 1996 indie comedy-drama film about struggling actors navigating love and nightlife in Los Angeles, known for its witty dialogue and breakout roles for Jon Favreau and Vince Vaughn.
  • A. The Swingers
    The Swingers were a New Zealand–Australian new wave band best known for their early 1980s hit "Counting the Beat."
  • B. Chasing Amy
    Chasing Amy is a 1997 romantic comedy-drama film written and directed by Kevin Smith that explores complex relationships and sexual identity within the comic book subculture.
  • C. Showgirls
    Showgirls is a 1995 erotic drama film directed by Paul Verhoeven that follows an ambitious drifter’s ruthless rise through the Las Vegas strip-club and showgirl scene.
  • D. Boogie Nights
    Boogie Nights is a 1997 drama film directed by Paul Thomas Anderson that chronicles the rise and fall of a young porn star in the 1970s and 1980s adult film industry.
  • E. The Last Seduction
    The Last Seduction is a 1994 neo-noir thriller film best known for Linda Fiorentino’s acclaimed performance as a manipulative femme fatale.
  • 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_69c00832aedc81909899801b141fa3b4 completed March 22, 2026, 3:18 p.m.
NER Named-entity recognition batch_69c0288a0ea8819091ac6f965471ceee completed March 22, 2026, 5:36 p.m.
NED1 Entity disambiguation (via context triple) batch_69c07e3a50b88190a943b2d91d3c5b8e completed March 22, 2026, 11:41 p.m.
NEDg Description generation batch_69c0880ef8608190a602c7b9c7f753fb completed March 23, 2026, 12:23 a.m.
NED2 Entity disambiguation (via description) batch_69c088cff95481908a8e04e763269062 completed March 23, 2026, 12:26 a.m.
Created at: March 22, 2026, 3:48 p.m.