Triple

T15175966
Position Surface form Disambiguated ID Type / Status
Subject The Negotiator E362608 entity
Predicate mainCharacter P1183 FINISHED
Object Danny Roman
Danny Roman is a skilled and resourceful police hostage negotiator who becomes the framed fugitive at the center of the crime thriller film "The Negotiator."
 E1142248 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: Danny Roman | Statement: [The Negotiator, mainCharacter, Danny Roman]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Danny Roman
Context triple: [The Negotiator, mainCharacter, Danny Roman]
  • A. Bill Barretta
    Bill Barretta is an American puppeteer, actor, producer, and director best known for his extensive work with The Muppets, performing and developing several major characters.
  • B. Paul Marciano
    Paul Marciano is a Moroccan-American fashion designer and businessman best known as the co-founder and former CEO of the clothing brand Guess.
  • C. Dan Garcia
    Dan Garcia is a music producer known for his work on early recordings by pop singer Katy Perry, then performing under her birth name Katy Hudson.
  • D. Frank Bruno
    Frank Bruno is a former British heavyweight boxing champion and popular public figure known for his successful career in the ring and enduring status as a national sporting icon.
  • E. Frank Bruno
    Frank Bruno is a musician best known for performing with Bruce Springsteen’s folk-oriented ensemble, the Sessions Band.
  • 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: Danny Roman
Triple: [The Negotiator, mainCharacter, Danny Roman]
Generated description
Danny Roman is a skilled and resourceful police hostage negotiator who becomes the framed fugitive at the center of the crime thriller film "The Negotiator."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Danny Roman
Target entity description: Danny Roman is a skilled and resourceful police hostage negotiator who becomes the framed fugitive at the center of the crime thriller film "The Negotiator."
  • A. Bill Barretta
    Bill Barretta is an American puppeteer, actor, producer, and director best known for his extensive work with The Muppets, performing and developing several major characters.
  • B. Paul Marciano
    Paul Marciano is a Moroccan-American fashion designer and businessman best known as the co-founder and former CEO of the clothing brand Guess.
  • C. Dan Garcia
    Dan Garcia is a music producer known for his work on early recordings by pop singer Katy Perry, then performing under her birth name Katy Hudson.
  • D. Frank Bruno
    Frank Bruno is a former British heavyweight boxing champion and popular public figure known for his successful career in the ring and enduring status as a national sporting icon.
  • E. Frank Bruno
    Frank Bruno is a musician best known for performing with Bruce Springsteen’s folk-oriented ensemble, the Sessions Band.
  • 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_69d85a087b7c81908baa94a53dac8d68 completed April 10, 2026, 2:01 a.m.
NER Named-entity recognition batch_69e0066236d481909e8ac47f496861ad completed April 15, 2026, 9:42 p.m.
NED1 Entity disambiguation (via context triple) batch_69fec88e7ff481909e3d2b280689aeba completed May 9, 2026, 5:39 a.m.
NEDg Description generation batch_69fecb7b5bdc81908bb5330bf4035b51 completed May 9, 2026, 5:51 a.m.
NED2 Entity disambiguation (via description) batch_69fecbeb73f081909695e10aff1b0743 completed May 9, 2026, 5:53 a.m.
Created at: April 10, 2026, 3:09 a.m.