Triple

T14641985
Position Surface form Disambiguated ID Type / Status
Subject Gerald Tommaso DeLouise E343745 entity
Predicate portrayed P1668 FINISHED
Object Paulie Pennino in Rocky II
Paulie Pennino in Rocky II is Rocky Balboa’s gruff, often resentful brother-in-law whose struggles with jealousy, loyalty, and personal failure add emotional tension and working-class realism to the film.
 E1112530 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: Paulie Pennino in Rocky II | Statement: [Gerald Tommaso DeLouise, portrayed, Paulie Pennino in Rocky II]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Paulie Pennino in Rocky II
Context triple: [Gerald Tommaso DeLouise, portrayed, Paulie Pennino in Rocky II]
  • A. Tony Gazzo in Rocky II
    Tony Gazzo in Rocky II is a small-time Philadelphia loan shark and Rocky Balboa’s former employer, who shows a rough but supportive attitude toward the boxer’s changing fortunes.
  • B. Rocky II
    Rocky II is a 1979 American sports drama film that continues the story of underdog boxer Rocky Balboa as he prepares for a rematch with heavyweight champion Apollo Creed.
  • C. Buddy Russo in The French Connection
    Buddy Russo in *The French Connection* is a tough, streetwise New York City detective who partners with Popeye Doyle in the gritty pursuit of an international heroin smuggling ring.
  • D. Rocco in The Boondock Saints II: All Saints Day
    Rocco in *The Boondock Saints II: All Saints Day* is the charismatic, foul-mouthed former bartender and vigilante ally whose memory and influence continue to drive the MacManus brothers’ crusade.
  • E. Rocky Balboa (2006 film)
    Rocky Balboa (2006 film) is a sports drama that revisits the iconic boxer in his later years as he comes out of retirement for one final, emotionally charged fight while reflecting on his legacy and personal loss.
  • 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: Paulie Pennino in Rocky II
Triple: [Gerald Tommaso DeLouise, portrayed, Paulie Pennino in Rocky II]
Generated description
Paulie Pennino in Rocky II is Rocky Balboa’s gruff, often resentful brother-in-law whose struggles with jealousy, loyalty, and personal failure add emotional tension and working-class realism to the film.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Paulie Pennino in Rocky II
Target entity description: Paulie Pennino in Rocky II is Rocky Balboa’s gruff, often resentful brother-in-law whose struggles with jealousy, loyalty, and personal failure add emotional tension and working-class realism to the film.
  • A. Tony Gazzo in Rocky II
    Tony Gazzo in Rocky II is a small-time Philadelphia loan shark and Rocky Balboa’s former employer, who shows a rough but supportive attitude toward the boxer’s changing fortunes.
  • B. Rocky II
    Rocky II is a 1979 American sports drama film that continues the story of underdog boxer Rocky Balboa as he prepares for a rematch with heavyweight champion Apollo Creed.
  • C. Buddy Russo in The French Connection
    Buddy Russo in *The French Connection* is a tough, streetwise New York City detective who partners with Popeye Doyle in the gritty pursuit of an international heroin smuggling ring.
  • D. Rocco in The Boondock Saints II: All Saints Day
    Rocco in *The Boondock Saints II: All Saints Day* is the charismatic, foul-mouthed former bartender and vigilante ally whose memory and influence continue to drive the MacManus brothers’ crusade.
  • E. Rocky Balboa (2006 film)
    Rocky Balboa (2006 film) is a sports drama that revisits the iconic boxer in his later years as he comes out of retirement for one final, emotionally charged fight while reflecting on his legacy and personal loss.
  • 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_69d822e1a2cc81908e5bb93cf61ce3cc completed April 9, 2026, 10:06 p.m.
NER Named-entity recognition batch_69deb4e80aa48190884bab800f357106 completed April 14, 2026, 9:43 p.m.
NED1 Entity disambiguation (via context triple) batch_69fdd5d404e881908d26e684702ae122 completed May 8, 2026, 12:23 p.m.
NEDg Description generation batch_69fdd9dbdf448190ad40ba07f586b4f6 completed May 8, 2026, 12:41 p.m.
NED2 Entity disambiguation (via description) batch_69fdda3a7ea08190bc65641681da00cc completed May 8, 2026, 12:42 p.m.
Created at: April 10, 2026, 1:26 a.m.