Triple

T22973918
Position Surface form Disambiguated ID Type / Status
Subject Broken City E571260 entity
Predicate character P662 FINISHED
Object Billy Taggart
Billy Taggart is the hard-edged, morally conflicted ex-cop turned private investigator portrayed by Mark Wahlberg in the neo-noir crime film "Broken City."
 E1564118 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: Billy Taggart | Statement: [Broken City, character, Billy Taggart]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Billy Taggart
Context triple: [Broken City, character, Billy Taggart]
  • A. Errol Taggart
    Errol Taggart was a Canadian-born film editor and director active in early Hollywood, known for his work on several silent and early sound films.
  • B. Sam Taggart
    Sam Taggart is a nurse character on the medical drama series "ER," known for her tough, outspoken personality and complex personal life.
  • C. Denny Neagle
    Denny Neagle is a former Major League Baseball left-handed starting pitcher best known for his All-Star seasons and key role on several contending teams in the 1990s.
  • D. John Taggart
    John Taggart is a gruff but good-hearted Beverly Hills police detective who serves as one of Axel Foley’s key partners and comic foils in the "Beverly Hills Cop" film series.
  • E. Neil Taggart
    Neil Taggart is the central protagonist of the science fiction television series "Odyssey 5," an astronaut who witnesses Earth's destruction and is sent back in time to prevent it.
  • 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: Billy Taggart
Triple: [Broken City, character, Billy Taggart]
Generated description
Billy Taggart is the hard-edged, morally conflicted ex-cop turned private investigator portrayed by Mark Wahlberg in the neo-noir crime film "Broken City."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Billy Taggart
Target entity description: Billy Taggart is the hard-edged, morally conflicted ex-cop turned private investigator portrayed by Mark Wahlberg in the neo-noir crime film "Broken City."
  • A. Errol Taggart
    Errol Taggart was a Canadian-born film editor and director active in early Hollywood, known for his work on several silent and early sound films.
  • B. Sam Taggart
    Sam Taggart is a nurse character on the medical drama series "ER," known for her tough, outspoken personality and complex personal life.
  • C. Denny Neagle
    Denny Neagle is a former Major League Baseball left-handed starting pitcher best known for his All-Star seasons and key role on several contending teams in the 1990s.
  • D. John Taggart
    John Taggart is a gruff but good-hearted Beverly Hills police detective who serves as one of Axel Foley’s key partners and comic foils in the "Beverly Hills Cop" film series.
  • E. Neil Taggart
    Neil Taggart is the central protagonist of the science fiction television series "Odyssey 5," an astronaut who witnesses Earth's destruction and is sent back in time to prevent it.
  • 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_69e245b2c6548190a0e4c7f2f7df2d48 completed April 17, 2026, 2:37 p.m.
NER Named-entity recognition batch_69f182350b448190a34e5fa0167fd964 completed April 29, 2026, 3:59 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0bca2a23a4819084b0515313dbd2e8 completed May 19, 2026, 2:25 a.m.
NEDg Description generation batch_6a0bccfc76ec8190bf03fb580f4a5b50 completed May 19, 2026, 2:37 a.m.
NED2 Entity disambiguation (via description) batch_6a0bcd615d9081908b30ad2f2efcf4ea completed May 19, 2026, 2:39 a.m.
Created at: April 17, 2026, 3:48 p.m.