Triple

T7927023
Position Surface form Disambiguated ID Type / Status
Subject Heidi Klum E184090 entity
Predicate spouse P13 FINISHED
Object Ric Pipino
Ric Pipino is an Australian-born celebrity hairstylist known for his work in fashion and entertainment and for his former marriage to supermodel Heidi Klum.
E700287 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: Ric Pipino | Statement: [Heidi Klum, spouse, Ric Pipino]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Ric Pipino
Context triple: [Heidi Klum, spouse, Ric Pipino]
  • A. Randolph Driblette
    Randolph Driblette is a reclusive, visionary theater director and actor in Thomas Pynchon’s novel *The Crying of Lot 49*, whose enigmatic production of the play *The Courier’s Tragedy* deepens the book’s themes of conspiracy and interpretation.
  • B. Joe Nipote
    Joe Nipote is an American actor and comedian best known for his voice and character roles in film and television, including work in the 1995 movie "Casper."
  • C. Billy Bickle
    Billy Bickle is a volatile yet oddly endearing dog-kidnapper and best friend to the protagonist in the dark comedy crime film "Seven Psychopaths."
  • D. Paulie Bleeker
    Paulie Bleeker is a shy, sweet-natured high school track athlete and the awkward love interest of the title character in the film "Juno."
  • E. Joe Palooka
    Joe Palooka is a fictional heavyweight boxing champion and good-natured everyman who starred in a long-running American comic strip and related media.
  • 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: Ric Pipino
Triple: [Heidi Klum, spouse, Ric Pipino]
Generated description
Ric Pipino is an Australian-born celebrity hairstylist known for his work in fashion and entertainment and for his former marriage to supermodel Heidi Klum.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Ric Pipino
Target entity description: Ric Pipino is an Australian-born celebrity hairstylist known for his work in fashion and entertainment and for his former marriage to supermodel Heidi Klum.
  • A. Randolph Driblette
    Randolph Driblette is a reclusive, visionary theater director and actor in Thomas Pynchon’s novel *The Crying of Lot 49*, whose enigmatic production of the play *The Courier’s Tragedy* deepens the book’s themes of conspiracy and interpretation.
  • B. Joe Nipote
    Joe Nipote is an American actor and comedian best known for his voice and character roles in film and television, including work in the 1995 movie "Casper."
  • C. Billy Bickle
    Billy Bickle is a volatile yet oddly endearing dog-kidnapper and best friend to the protagonist in the dark comedy crime film "Seven Psychopaths."
  • D. Paulie Bleeker
    Paulie Bleeker is a shy, sweet-natured high school track athlete and the awkward love interest of the title character in the film "Juno."
  • E. Joe Palooka
    Joe Palooka is a fictional heavyweight boxing champion and good-natured everyman who starred in a long-running American comic strip and related media.
  • 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_69ca828fe7bc819090f52c88dcd72183 completed March 30, 2026, 2:02 p.m.
NER Named-entity recognition batch_69cb3aafdb5c8190b7f2ce5349305f78 completed March 31, 2026, 3:08 a.m.
NED1 Entity disambiguation (via context triple) batch_69cb5bfd08e88190bc6b2d77a148ae57 completed March 31, 2026, 5:30 a.m.
NEDg Description generation batch_69cb7633c5a0819089deb6e89d9acb8e completed March 31, 2026, 7:22 a.m.
NED2 Entity disambiguation (via description) batch_69cbb84dc86c8190893d67ce07c51aa0 completed March 31, 2026, 12:04 p.m.
Created at: March 30, 2026, 5:07 p.m.