Triple

T21116952
Position Surface form Disambiguated ID Type / Status
Subject Driving Lessons E520323 entity
Predicate mainCharacter P1183 FINISHED
Object Ben Marshall
Ben Marshall is the socially awkward teenage protagonist of the British coming-of-age film "Driving Lessons," whose life changes as he gains independence and confidence through an unconventional friendship and driving instruction.
E1468091 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: Ben Marshall | Statement: [Driving Lessons, mainCharacter, Ben Marshall]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Ben Marshall
Context triple: [Driving Lessons, mainCharacter, Ben Marshall]
  • A. Sean Marshall
    Sean Marshall is an American former child actor best known for starring as Pete in Disney’s 1977 film "Pete’s Dragon."
  • B. Brian Marshall
    Brian Marshall was a British actor known for his supporting roles in film and television, including an appearance in the crime thriller "The Long Good Friday."
  • C. Brice Cummings
    Brice Cummings is a smarmy, ambitious television executive character portrayed by John Glover in the 1988 Christmas film "Scrooged."
  • D. Ben Brierly
    Ben Brierly is a musician best known as the former husband of singer Marianne Faithfull.
  • E. Dylan Marshall
    Dylan Marshall is a recurring character on the television series "Modern Family," known as Haley Dunphy’s on-and-off boyfriend who later becomes her husband.
  • 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: Ben Marshall
Triple: [Driving Lessons, mainCharacter, Ben Marshall]
Generated description
Ben Marshall is the socially awkward teenage protagonist of the British coming-of-age film "Driving Lessons," whose life changes as he gains independence and confidence through an unconventional friendship and driving instruction.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Ben Marshall
Target entity description: Ben Marshall is the socially awkward teenage protagonist of the British coming-of-age film "Driving Lessons," whose life changes as he gains independence and confidence through an unconventional friendship and driving instruction.
  • A. Sean Marshall
    Sean Marshall is an American former child actor best known for starring as Pete in Disney’s 1977 film "Pete’s Dragon."
  • B. Brian Marshall
    Brian Marshall was a British actor known for his supporting roles in film and television, including an appearance in the crime thriller "The Long Good Friday."
  • C. Brice Cummings
    Brice Cummings is a smarmy, ambitious television executive character portrayed by John Glover in the 1988 Christmas film "Scrooged."
  • D. Ben Brierly
    Ben Brierly is a musician best known as the former husband of singer Marianne Faithfull.
  • E. Dylan Marshall
    Dylan Marshall is a recurring character on the television series "Modern Family," known as Haley Dunphy’s on-and-off boyfriend who later becomes her husband.
  • 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_69e0b50a623881909c0bbaf4f2c055e7 completed April 16, 2026, 10:08 a.m.
NER Named-entity recognition batch_69e72106a3b48190a0efa51a74ae21f0 completed April 21, 2026, 7:02 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0965e5b04c8190addaa49cb9f6ad06 completed May 17, 2026, 6:53 a.m.
NEDg Description generation batch_6a0969cd36b081909e24ab92c0b2ab0a completed May 17, 2026, 7:10 a.m.
NED2 Entity disambiguation (via description) batch_6a096b373290819082f45e68772a81e4 completed May 17, 2026, 7:16 a.m.
Created at: April 16, 2026, 2:55 p.m.