Triple

T16190807
Position Surface form Disambiguated ID Type / Status
Subject Daniel Lopatin E392932 entity
Predicate associatedAct P37 FINISHED
Object James Ferraro
James Ferraro is an American experimental musician and producer known for his pioneering work in hypnagogic pop and early vaporwave.
E1294920 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: James Ferraro | Statement: [Daniel Lopatin, associatedAct, James Ferraro]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: James Ferraro
Context triple: [Daniel Lopatin, associatedAct, James Ferraro]
  • A. Michael Ferraro
    Michael Ferraro is a co-founder of Blue Sky Studios, the acclaimed animation company behind films such as the Ice Age series.
  • B. Jerry Ferrara
    Jerry Ferrara is an American actor best known for playing Turtle on the HBO series "Entourage" and for roles in films such as "Think Like a Man."
  • C. James Farentino
    James Farentino was an American actor known for his work in film and television from the 1960s onward, often appearing in dramas and crime series.
  • D. Max Ferraro
    Max Ferraro is a recurring character on the sitcom "One Day at a Time," known as a charming EMT and the on-and-off romantic partner of Penelope Alvarez.
  • E. Mark Ferrante
    Mark Ferrante is an American college football coach best known for leading the Villanova Wildcats football program.
  • 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: James Ferraro
Triple: [Daniel Lopatin, associatedAct, James Ferraro]
Generated description
James Ferraro is an American experimental musician and producer known for his pioneering work in hypnagogic pop and early vaporwave.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: James Ferraro
Target entity description: James Ferraro is an American experimental musician and producer known for his pioneering work in hypnagogic pop and early vaporwave.
  • A. Michael Ferraro
    Michael Ferraro is a co-founder of Blue Sky Studios, the acclaimed animation company behind films such as the Ice Age series.
  • B. Jerry Ferrara
    Jerry Ferrara is an American actor best known for playing Turtle on the HBO series "Entourage" and for roles in films such as "Think Like a Man."
  • C. James Farentino
    James Farentino was an American actor known for his work in film and television from the 1960s onward, often appearing in dramas and crime series.
  • D. Max Ferraro
    Max Ferraro is a recurring character on the sitcom "One Day at a Time," known as a charming EMT and the on-and-off romantic partner of Penelope Alvarez.
  • E. Mark Ferrante
    Mark Ferrante is an American college football coach best known for leading the Villanova Wildcats football program.
  • 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_69d87f1e49ac8190a311b54d32990576 completed April 10, 2026, 4:39 a.m.
NER Named-entity recognition batch_69e222d5769c8190bbb604bfa095a1a5 completed April 17, 2026, 12:08 p.m.
NED1 Entity disambiguation (via context triple) batch_6a031b0f51608190823a58d75c2a0ac4 completed May 12, 2026, 12:20 p.m.
NEDg Description generation batch_6a031c0821dc8190bfa7860409f0e4a9 completed May 12, 2026, 12:24 p.m.
NED2 Entity disambiguation (via description) batch_6a031cc67f7881908933c14a5386fb25 completed May 12, 2026, 12:27 p.m.
Created at: April 10, 2026, 5:02 a.m.