Triple

T7041355
Position Surface form Disambiguated ID Type / Status
Subject Ferraro E163518 entity
Predicate hasNotableBearer P458 FINISHED
Object Marc Ferraro
Marc Ferraro is an individual notable enough to be recognized as a namesake of the surname Ferraro, though specific widely known public details about him are limited.
E659736 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: Marc Ferraro | Statement: [Ferraro, hasNotableBearer, Marc Ferraro]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Marc Ferraro
Context triple: [Ferraro, hasNotableBearer, Marc 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. Danny Federici
    Danny Federici was an American keyboardist and accordionist best known as a founding member and longtime organ and keyboard player for Bruce Springsteen's E Street Band.
  • D. Lou Romano
    Lou Romano is an American animator, art director, and voice actor best known for his work with Pixar, including voicing the character Alfredo Linguini in the film "Ratatouille."
  • E. Sam Lavagnino
    Sam Lavagnino is an American child voice actor known for roles in animated television series and films, including work in the 2018 adaptation of Dr. Seuss' The Grinch.
  • 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: Marc Ferraro
Triple: [Ferraro, hasNotableBearer, Marc Ferraro]
Generated description
Marc Ferraro is an individual notable enough to be recognized as a namesake of the surname Ferraro, though specific widely known public details about him are limited.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Marc Ferraro
Target entity description: Marc Ferraro is an individual notable enough to be recognized as a namesake of the surname Ferraro, though specific widely known public details about him are limited.
  • 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. Danny Federici
    Danny Federici was an American keyboardist and accordionist best known as a founding member and longtime organ and keyboard player for Bruce Springsteen's E Street Band.
  • D. Lou Romano
    Lou Romano is an American animator, art director, and voice actor best known for his work with Pixar, including voicing the character Alfredo Linguini in the film "Ratatouille."
  • E. Sam Lavagnino
    Sam Lavagnino is an American child voice actor known for roles in animated television series and films, including work in the 2018 adaptation of Dr. Seuss' The Grinch.
  • 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_69c6885e7c1c8190be32a8f79ab4e0cf completed March 27, 2026, 1:38 p.m.
NER Named-entity recognition batch_69c6e22544708190b0dffb5256d4cda6 completed March 27, 2026, 8:01 p.m.
NED1 Entity disambiguation (via context triple) batch_69c8029da4688190ae479d3f791aa1c2 completed March 28, 2026, 4:32 p.m.
NEDg Description generation batch_69c80362bcb88190ad8c42f520d7dd56 completed March 28, 2026, 4:35 p.m.
NED2 Entity disambiguation (via description) batch_69c803da5e2c819098814b16d14cf837 completed March 28, 2026, 4:37 p.m.
Created at: March 27, 2026, 2:36 p.m.