Triple

T9872913
Position Surface form Disambiguated ID Type / Status
Subject John Ratzenberger E240000 entity
Predicate spouse P13 FINISHED
Object Julie Blichfeldt
Julie Blichfeldt is known as the wife of American actor and voice artist John Ratzenberger.
 E896120 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: Julie Blichfeldt | Statement: [John Ratzenberger, spouse, Julie Blichfeldt]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Julie Blichfeldt
Context triple: [John Ratzenberger, spouse, Julie Blichfeldt]
  • A. Heather Wahlquist
    Heather Wahlquist is an American actress and screenwriter known for her collaborations with filmmaker Nick Cassavetes, including roles in films such as "Alpha Dog."
  • B. Julie Durk
    Julie Durk is a film producer best known for her work on the romantic comedy "You've Got Mail."
  • C. Beth Johanssen
    Beth Johanssen is a brilliant young NASA systems operator and communications specialist who is part of the Ares 3 crew in Andy Weir’s science fiction novel "The Martian."
  • D. Kristin Westphalen
    Kristin Westphalen is a central character in the science fiction TV series "seaQuest DSV," serving as the submarine's chief medical officer and science advisor.
  • E. Kari Holbrook
    Kari Holbrook is an individual notable enough to be recognized as a prominent bearer of the Holbrook surname.
  • 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: Julie Blichfeldt
Triple: [John Ratzenberger, spouse, Julie Blichfeldt]
Generated description
Julie Blichfeldt is known as the wife of American actor and voice artist John Ratzenberger.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Julie Blichfeldt
Target entity description: Julie Blichfeldt is known as the wife of American actor and voice artist John Ratzenberger.
  • A. Heather Wahlquist
    Heather Wahlquist is an American actress and screenwriter known for her collaborations with filmmaker Nick Cassavetes, including roles in films such as "Alpha Dog."
  • B. Julie Durk
    Julie Durk is a film producer best known for her work on the romantic comedy "You've Got Mail."
  • C. Beth Johanssen
    Beth Johanssen is a brilliant young NASA systems operator and communications specialist who is part of the Ares 3 crew in Andy Weir’s science fiction novel "The Martian."
  • D. Kristin Westphalen
    Kristin Westphalen is a central character in the science fiction TV series "seaQuest DSV," serving as the submarine's chief medical officer and science advisor.
  • E. Kari Holbrook
    Kari Holbrook is an individual notable enough to be recognized as a prominent bearer of the Holbrook surname.
  • 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_69ca84e8a0788190b9061811d50fd554 completed March 30, 2026, 2:12 p.m.
NER Named-entity recognition batch_69cdb3f754008190abe3fe034b42908e completed April 2, 2026, 12:10 a.m.
NED1 Entity disambiguation (via context triple) batch_69e23aeb6f9c8190a986af35bcf353f7 completed April 17, 2026, 1:51 p.m.
NEDg Description generation batch_69e2453f6f008190847298f4006290f7 completed April 17, 2026, 2:35 p.m.
NED2 Entity disambiguation (via description) batch_69e288b1d64c8190b31313634b706d0a completed April 17, 2026, 7:23 p.m.
Created at: March 30, 2026, 8:37 p.m.