Triple

T21093057
Position Surface form Disambiguated ID Type / Status
Subject Paid in Full E519682 entity
Predicate producer P490 FINISHED
Object Lenny “Len” Ficarra
Lenny “Len” Ficarra is a film producer best known for his work on the crime drama movie "Paid in Full."
E1465821 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: Lenny “Len” Ficarra | Statement: [Paid in Full, producer, Lenny “Len” Ficarra]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Lenny “Len” Ficarra
Context triple: [Paid in Full, producer, Lenny “Len” Ficarra]
  • A. John Ficarra
    John Ficarra is an American humor writer and longtime editor-in-chief of Mad magazine, known for shaping its satirical voice for decades.
  • B. James Licavoli
    James Licavoli was an American mobster who led the Cleveland crime family during the late 20th century and was a key figure in organized crime in the Midwest.
  • C. Peter Clemenza
    Peter Clemenza is a loyal, old-school caporegime in the Corleone crime family in Mario Puzo’s "The Godfather," known for mentoring Michael Corleone and delivering some of the story’s most iconic moments.
  • D. Joseph Massino
    Joseph Massino is a former New York mob boss who led the Bonanno crime family and became notorious as the first sitting boss of a major American Mafia family to turn government informant.
  • E. John Lucarotti
    John Lucarotti was a British television writer best known for his work on early Doctor Who serials and other science fiction and historical dramas.
  • 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: Lenny “Len” Ficarra
Triple: [Paid in Full, producer, Lenny “Len” Ficarra]
Generated description
Lenny “Len” Ficarra is a film producer best known for his work on the crime drama movie "Paid in Full."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Lenny “Len” Ficarra
Target entity description: Lenny “Len” Ficarra is a film producer best known for his work on the crime drama movie "Paid in Full."
  • A. John Ficarra
    John Ficarra is an American humor writer and longtime editor-in-chief of Mad magazine, known for shaping its satirical voice for decades.
  • B. James Licavoli
    James Licavoli was an American mobster who led the Cleveland crime family during the late 20th century and was a key figure in organized crime in the Midwest.
  • C. Peter Clemenza
    Peter Clemenza is a loyal, old-school caporegime in the Corleone crime family in Mario Puzo’s "The Godfather," known for mentoring Michael Corleone and delivering some of the story’s most iconic moments.
  • D. Joseph Massino
    Joseph Massino is a former New York mob boss who led the Bonanno crime family and became notorious as the first sitting boss of a major American Mafia family to turn government informant.
  • E. John Lucarotti
    John Lucarotti was a British television writer best known for his work on early Doctor Who serials and other science fiction and historical dramas.
  • 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_69e0b507dd9081908fb8bfcbef4c8b46 completed April 16, 2026, 10:08 a.m.
NER Named-entity recognition batch_69e70950a31c8190bde2d7b414c362c7 completed April 21, 2026, 5:21 a.m.
NED1 Entity disambiguation (via context triple) batch_6a095a5c42fc81909be87268f6296c66 completed May 17, 2026, 6:04 a.m.
NEDg Description generation batch_6a095b1cb97c8190b3ba95373bd21056 completed May 17, 2026, 6:07 a.m.
NED2 Entity disambiguation (via description) batch_6a095bf3efa4819089368a3e80a41e15 completed May 17, 2026, 6:11 a.m.
Created at: April 16, 2026, 2:51 p.m.