Triple

T22974079
Position Surface form Disambiguated ID Type / Status
Subject Bros E571264 entity
Predicate leadCharacter P1668 FINISHED
Object Aaron Shepard
Aaron Shepard is the main protagonist of the film "Bros," around whom the romantic and comedic events of the story revolve.
 E1564133 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: Aaron Shepard | Statement: [Bros, leadCharacter, Aaron Shepard]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Aaron Shepard
Context triple: [Bros, leadCharacter, Aaron Shepard]
  • A. Kyle Sullivan
    Kyle Sullivan is an American actor best known for his television roles in series such as "The War at Home" and the sketch comedy show "All That."
  • B. Scott Shepard
    Scott Shepard is a relatively obscure individual whose name is shared with various professionals, making it difficult to attribute a single widely recognized identity to him without additional context.
  • C. Chuck Sullivan
    Chuck Sullivan is a member of the Sullivan family known for his prominence and public recognition within that lineage.
  • D. Chris Willis
    Chris Willis is an American singer and songwriter best known for his frequent collaborations with French DJ David Guetta on several international dance hits.
  • E. Jonathan Hunter
    Jonathan Hunter is the son of British screenwriter Ian McLellan Hunter, who was known for his work in mid-20th-century cinema.
  • 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: Aaron Shepard
Triple: [Bros, leadCharacter, Aaron Shepard]
Generated description
Aaron Shepard is the main protagonist of the film "Bros," around whom the romantic and comedic events of the story revolve.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Aaron Shepard
Target entity description: Aaron Shepard is the main protagonist of the film "Bros," around whom the romantic and comedic events of the story revolve.
  • A. Kyle Sullivan
    Kyle Sullivan is an American actor best known for his television roles in series such as "The War at Home" and the sketch comedy show "All That."
  • B. Scott Shepard
    Scott Shepard is a relatively obscure individual whose name is shared with various professionals, making it difficult to attribute a single widely recognized identity to him without additional context.
  • C. Chuck Sullivan
    Chuck Sullivan is a member of the Sullivan family known for his prominence and public recognition within that lineage.
  • D. Chris Willis
    Chris Willis is an American singer and songwriter best known for his frequent collaborations with French DJ David Guetta on several international dance hits.
  • E. Jonathan Hunter
    Jonathan Hunter is the son of British screenwriter Ian McLellan Hunter, who was known for his work in mid-20th-century cinema.
  • 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_69e245b2c6548190a0e4c7f2f7df2d48 completed April 17, 2026, 2:37 p.m.
NER Named-entity recognition batch_69f182350b448190a34e5fa0167fd964 completed April 29, 2026, 3:59 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0bca2a23a4819084b0515313dbd2e8 completed May 19, 2026, 2:25 a.m.
NEDg Description generation batch_6a0bccfc76ec8190bf03fb580f4a5b50 completed May 19, 2026, 2:37 a.m.
NED2 Entity disambiguation (via description) batch_6a0bcd615d9081908b30ad2f2efcf4ea completed May 19, 2026, 2:39 a.m.
Created at: April 17, 2026, 3:48 p.m.