Triple

T6730733
Position Surface form Disambiguated ID Type / Status
Subject Party Monster E153626 entity
Predicate director P255 FINISHED
Object Randy Barbato
Randy Barbato is an American film and television producer, director, and co-founder of World of Wonder, best known for his documentaries and LGBTQ-focused pop culture projects.
 E634090 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: Randy Barbato | Statement: [Party Monster, director, Randy Barbato]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Randy Barbato
Context triple: [Party Monster, director, Randy Barbato]
  • A. Mitch Pileggi
    Mitch Pileggi is an American actor best known for his long-running role as FBI Assistant Director Walter Skinner on the television series "The X-Files."
  • B. John Rando
    John Rando is a Tony Award–winning American theatre director known for his work on Broadway musicals and comedies.
  • C. Rick Blangiardi
    Rick Blangiardi is an American politician and former television executive who serves as the mayor of Honolulu, Hawaii.
  • D. Greg Maffei
    Greg Maffei is an American business executive best known as the longtime president and CEO of Liberty Media, overseeing its diverse portfolio of media, communications, and entertainment assets.
  • E. Dan Cracchiolo
    Dan Cracchiolo is a film producer known for his work on action movies, including the Steven Seagal vehicle "Exit Wounds."
  • 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: Randy Barbato
Triple: [Party Monster, director, Randy Barbato]
Generated description
Randy Barbato is an American film and television producer, director, and co-founder of World of Wonder, best known for his documentaries and LGBTQ-focused pop culture projects.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Randy Barbato
Target entity description: Randy Barbato is an American film and television producer, director, and co-founder of World of Wonder, best known for his documentaries and LGBTQ-focused pop culture projects.
  • A. Mitch Pileggi
    Mitch Pileggi is an American actor best known for his long-running role as FBI Assistant Director Walter Skinner on the television series "The X-Files."
  • B. John Rando
    John Rando is a Tony Award–winning American theatre director known for his work on Broadway musicals and comedies.
  • C. Rick Blangiardi
    Rick Blangiardi is an American politician and former television executive who serves as the mayor of Honolulu, Hawaii.
  • D. Greg Maffei
    Greg Maffei is an American business executive best known as the longtime president and CEO of Liberty Media, overseeing its diverse portfolio of media, communications, and entertainment assets.
  • E. Dan Cracchiolo
    Dan Cracchiolo is a film producer known for his work on action movies, including the Steven Seagal vehicle "Exit Wounds."
  • 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_69c6880bdd68819097de8b6099992682 completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6d16897e48190b43eda2206b14d6a completed March 27, 2026, 6:50 p.m.
NED1 Entity disambiguation (via context triple) batch_69c769e417788190a297b277ef0496ff completed March 28, 2026, 5:40 a.m.
NEDg Description generation batch_69c76a67bb048190b9bff17d4da4d842 completed March 28, 2026, 5:43 a.m.
NED2 Entity disambiguation (via description) batch_69c76ac6d8b48190869e1733adcbd3d9 completed March 28, 2026, 5:44 a.m.
Created at: March 27, 2026, 2:09 p.m.