Triple

T10994273
Position Surface form Disambiguated ID Type / Status
Subject Goo Goo Dolls E259822 entity
Predicate member P10 FINISHED
Object Robby Takac
Robby Takac is an American bassist, vocalist, and co-founder of the rock band Goo Goo Dolls.
E899979 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: Robby Takac | Statement: [Goo Goo Dolls, member, Robby Takac]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Robby Takac
Context triple: [Goo Goo Dolls, member, Robby Takac]
  • A. Michael Blaha
    Michael Blaha is a computer scientist and software engineer known for his pioneering work in object-oriented modeling and database design, including co-developing the Object Modeling Technique (OMT).
  • B. John Sikela
    John Sikela was a Golden Age comic book artist best known for his work on early Superman stories for DC Comics.
  • C. Bobby Krlic
    Bobby Krlic, also known by his stage name The Haxan Cloak, is a British composer, producer, and musician recognized for his dark, experimental sound design and acclaimed film and television scores.
  • D. Fred Tatasciore
    Fred Tatasciore is an American voice actor known for his deep, powerful vocal performances in numerous animated series, films, and video games, often portraying larger-than-life or monstrous characters.
  • E. Tony Obrohta
    Tony Obrohta is a musician best known as a member of the Chicago music scene.
  • 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: Robby Takac
Triple: [Goo Goo Dolls, member, Robby Takac]
Generated description
Robby Takac is an American bassist, vocalist, and co-founder of the rock band Goo Goo Dolls.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Robby Takac
Target entity description: Robby Takac is an American bassist, vocalist, and co-founder of the rock band Goo Goo Dolls.
  • A. Michael Blaha
    Michael Blaha is a computer scientist and software engineer known for his pioneering work in object-oriented modeling and database design, including co-developing the Object Modeling Technique (OMT).
  • B. John Sikela
    John Sikela was a Golden Age comic book artist best known for his work on early Superman stories for DC Comics.
  • C. Bobby Krlic
    Bobby Krlic, also known by his stage name The Haxan Cloak, is a British composer, producer, and musician recognized for his dark, experimental sound design and acclaimed film and television scores.
  • D. Fred Tatasciore
    Fred Tatasciore is an American voice actor known for his deep, powerful vocal performances in numerous animated series, films, and video games, often portraying larger-than-life or monstrous characters.
  • E. Tony Obrohta
    Tony Obrohta is a musician best known as a member of the Chicago music scene.
  • 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_69d6aa8a6a548190a750f944ccdc8064 completed April 8, 2026, 7:20 p.m.
NER Named-entity recognition batch_69d795d460d88190bff918d6dfdb0f93 completed April 9, 2026, 12:04 p.m.
NED1 Entity disambiguation (via context triple) batch_69e374762c748190a8c83f3d6fa7b1d3 completed April 18, 2026, 12:09 p.m.
NEDg Description generation batch_69e37ab6ca788190ac41f9494ad9a47f completed April 18, 2026, 12:36 p.m.
NED2 Entity disambiguation (via description) batch_69e37c9439fc8190a69cfb1a13da4c19 completed April 18, 2026, 12:44 p.m.
Created at: April 8, 2026, 9:24 p.m.