Triple

T8035805
Position Surface form Disambiguated ID Type / Status
Subject Seal IV E187103 entity
Predicate producer P490 FINISHED
Object Jamie Muhoberac
Jamie Muhoberac is an American session keyboardist and composer known for his extensive studio work with major rock and pop artists.
 E708903 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: Jamie Muhoberac | Statement: [Seal IV, producer, Jamie Muhoberac]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Jamie Muhoberac
Context triple: [Seal IV, producer, Jamie Muhoberac]
  • A. Chris Brigandi
    Chris Brigandi is a music producer known for working on early recordings by Katy Perry (then performing as Katy Hudson).
  • B. Kelly Dombrowski
    Kelly Dombrowski is an individual notable for bearing the surname Dombrowski, though specific widely recognized public achievements or roles are not well documented.
  • C. Christi Dembrowski
    Christi Dembrowski is an American film producer and longtime collaborator of Johnny Depp, with whom she co-founded the production company Infinitum Nihil.
  • D. Cheri Steinkellner
    Cheri Steinkellner is an American television writer and producer best known for her work on acclaimed sitcoms such as "Cheers" and "Bob," often collaborating with her husband Bill Steinkellner.
  • E. Alex Joyce
    Alex Joyce is the central protagonist of the film "Journey to Italy," around whose experiences and emotional journey the story revolves.
  • 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: Jamie Muhoberac
Triple: [Seal IV, producer, Jamie Muhoberac]
Generated description
Jamie Muhoberac is an American session keyboardist and composer known for his extensive studio work with major rock and pop artists.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Jamie Muhoberac
Target entity description: Jamie Muhoberac is an American session keyboardist and composer known for his extensive studio work with major rock and pop artists.
  • A. Chris Brigandi
    Chris Brigandi is a music producer known for working on early recordings by Katy Perry (then performing as Katy Hudson).
  • B. Kelly Dombrowski
    Kelly Dombrowski is an individual notable for bearing the surname Dombrowski, though specific widely recognized public achievements or roles are not well documented.
  • C. Christi Dembrowski
    Christi Dembrowski is an American film producer and longtime collaborator of Johnny Depp, with whom she co-founded the production company Infinitum Nihil.
  • D. Cheri Steinkellner
    Cheri Steinkellner is an American television writer and producer best known for her work on acclaimed sitcoms such as "Cheers" and "Bob," often collaborating with her husband Bill Steinkellner.
  • E. Alex Joyce
    Alex Joyce is the central protagonist of the film "Journey to Italy," around whose experiences and emotional journey the story revolves.
  • 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_69ca82ae2d1081909dbfee42b41db419 completed March 30, 2026, 2:03 p.m.
NER Named-entity recognition batch_69cb3ef68c6081908727d17238b3522a completed March 31, 2026, 3:26 a.m.
NED1 Entity disambiguation (via context triple) batch_69cc56f493908190b68e791cdbe725fa completed March 31, 2026, 11:21 p.m.
NEDg Description generation batch_69cc5ca6efbc819082f4c643446da354 completed March 31, 2026, 11:45 p.m.
NED2 Entity disambiguation (via description) batch_69cc5d6d93f08190b17d6c7a4fad2cf0 completed March 31, 2026, 11:49 p.m.
Created at: March 30, 2026, 5:22 p.m.