Triple

T9281197
Position Surface form Disambiguated ID Type / Status
Subject Alan Garner E223070 entity
Predicate associatedWith P37 FINISHED
Object Doug Billings
Doug Billings is a central character in The Hangover film series, known as the responsible groom whose bachelor party in Las Vegas spirals into chaos for his friends.
 E223071 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 Billings | Statement: [Alan Garner, associatedWith, Doug Billings]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Doug Billings
Context triple: [Alan Garner, associatedWith, Doug Billings]
  • A. Doug Billings
    Doug Billings is a central character in the comedy film "The Hangover," known as the groom whose disappearance in Las Vegas drives the movie’s chaotic search plot.
  • B. Don Brautigam
    Don Brautigam was an American illustrator best known for his striking, realistic cover art for horror and thriller novels, including works by Stephen King.
  • C. Ben Cullum
    Ben Cullum is a British musician and producer best known for his work in jazz and pop and for collaborating closely with his brother, singer-pianist Jamie Cullum.
  • D. Don Saleski
    Don Saleski is a former NHL right winger best known for his gritty, physical play with the Philadelphia Flyers during their 1970s "Broad Street Bullies" era.
  • E. John Billingsley
    John Billingsley is an American actor best known for playing the Denobulan doctor Phlox on the television series Star Trek: Enterprise.
  • 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 Billings
Triple: [Alan Garner, associatedWith, Doug Billings]
Generated description
Doug Billings is a central character in The Hangover film series, known as the responsible groom whose bachelor party in Las Vegas spirals into chaos for his friends.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Doug Billings
Target entity description: Doug Billings is a central character in The Hangover film series, known as the responsible groom whose bachelor party in Las Vegas spirals into chaos for his friends.
  • A. Doug Billings chosen
    Doug Billings is a central character in the comedy film "The Hangover," known as the groom whose disappearance in Las Vegas drives the movie’s chaotic search plot.
  • B. Don Brautigam
    Don Brautigam was an American illustrator best known for his striking, realistic cover art for horror and thriller novels, including works by Stephen King.
  • C. Ben Cullum
    Ben Cullum is a British musician and producer best known for his work in jazz and pop and for collaborating closely with his brother, singer-pianist Jamie Cullum.
  • D. Don Saleski
    Don Saleski is a former NHL right winger best known for his gritty, physical play with the Philadelphia Flyers during their 1970s "Broad Street Bullies" era.
  • E. John Billingsley
    John Billingsley is an American actor best known for playing the Denobulan doctor Phlox on the television series Star Trek: Enterprise.
  • F. None of above.

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_69ca842123588190b3f2e1a69037d141 completed March 30, 2026, 2:09 p.m.
NER Named-entity recognition batch_69cd081c2b048190aa6930de3bf2f87f completed April 1, 2026, 11:57 a.m.
NED1 Entity disambiguation (via context triple) batch_69d0c750723c8190b874aa238d01d658 completed April 4, 2026, 8:09 a.m.
NEDg Description generation batch_69d0c8a7190c819097e71c15f7924268 completed April 4, 2026, 8:15 a.m.
NED2 Entity disambiguation (via description) batch_69d0c9e7e7d08190bddc6786f0fcea9e completed April 4, 2026, 8:20 a.m.
Created at: March 30, 2026, 7:34 p.m.