Triple

T2516232
Position Surface form Disambiguated ID Type / Status
Subject Breaking Bad E55418 entity
Predicate mainCharacter P1183 FINISHED
Object Gustavo Fring
Gustavo Fring is a meticulous and calculating drug kingpin who operates under the guise of a respected fast-food restaurant owner in the television series Breaking Bad.
 E275835 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: Gustavo Fring | Statement: [Breaking Bad, mainCharacter, Gustavo Fring]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Gustavo Fring
Context triple: [Breaking Bad, mainCharacter, Gustavo Fring]
  • A. Emilio Largo
    Emilio Largo is a fictional high-ranking SPECTRE operative and primary antagonist in the James Bond novel and film "Thunderball," known for orchestrating a nuclear extortion plot.
  • B. Amos Fisk
    Amos Fisk is a person notable enough to be recognized as a bearer of the surname Fisk.
  • C. Billy Butcher
    Billy Butcher is a ruthless, foul-mouthed vigilante leader from the comic and TV series "The Boys," obsessed with taking down corrupt superheroes by any means necessary.
  • D. Omar Little
    Omar Little is a notorious, principled stick-up man in the television series "The Wire," known for robbing drug dealers and living by a strict personal code.
  • E. El Che
    El Che is a hip-hop album by American rapper Che "Rhymefest" Smith, showcasing his socially conscious lyrics and Chicago-rooted sound.
  • 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: Gustavo Fring
Triple: [Breaking Bad, mainCharacter, Gustavo Fring]
Generated description
Gustavo Fring is a meticulous and calculating drug kingpin who operates under the guise of a respected fast-food restaurant owner in the television series Breaking Bad.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Gustavo Fring
Target entity description: Gustavo Fring is a meticulous and calculating drug kingpin who operates under the guise of a respected fast-food restaurant owner in the television series Breaking Bad.
  • A. Emilio Largo
    Emilio Largo is a fictional high-ranking SPECTRE operative and primary antagonist in the James Bond novel and film "Thunderball," known for orchestrating a nuclear extortion plot.
  • B. Amos Fisk
    Amos Fisk is a person notable enough to be recognized as a bearer of the surname Fisk.
  • C. Billy Butcher
    Billy Butcher is a ruthless, foul-mouthed vigilante leader from the comic and TV series "The Boys," obsessed with taking down corrupt superheroes by any means necessary.
  • D. Omar Little
    Omar Little is a notorious, principled stick-up man in the television series "The Wire," known for robbing drug dealers and living by a strict personal code.
  • E. El Che
    El Che is a hip-hop album by American rapper Che "Rhymefest" Smith, showcasing his socially conscious lyrics and Chicago-rooted sound.
  • 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_69ab49e4749c8190813311efd1630f1b completed March 6, 2026, 9:40 p.m.
NER Named-entity recognition batch_69abd20f8d0c8190bfdcb99a12f59d59 completed March 7, 2026, 7:21 a.m.
NED1 Entity disambiguation (via context triple) batch_69af2b9aa5cc81908c2e09ce18f2e98e completed March 9, 2026, 8:20 p.m.
NEDg Description generation batch_69af508c28f48190afc4aa1bc3c9adf3 completed March 9, 2026, 10:58 p.m.
NED2 Entity disambiguation (via description) batch_69af5155f85081908dd4a1859d0f7907 completed March 9, 2026, 11:01 p.m.
Created at: March 6, 2026, 9:46 p.m.