Triple

T19671368
Position Surface form Disambiguated ID Type / Status
Subject Howie Dorough E472340 entity
Predicate spouse P13 FINISHED
Object Leigh Boniello
Leigh Boniello is an American music industry professional and former webmaster best known as the wife of Backstreet Boys member Howie Dorough.
E1390161 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: Leigh Boniello | Statement: [Howie Dorough, spouse, Leigh Boniello]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Leigh Boniello
Context triple: [Howie Dorough, spouse, Leigh Boniello]
  • A. Leigh French
    Leigh French is an American actress and comedian best known for her work on the sketch comedy show "Rowan & Martin's Laugh-In" and roles in films and television during the 1960s and 1970s.
  • B. Fraser Bullock
    Fraser Bullock is an American businessman and former chief operating officer of the 2002 Salt Lake City Winter Olympics, known for helping rescue and successfully organize the Games after a major scandal and financial crisis.
  • C. Leigh Curran
    Leigh Curran is an American actress and writer known for her work in theater, film, and television, as well as for founding the nonprofit theater company The Virginia Avenue Project.
  • D. Jamie Patten
    Jamie Patten is an individual notable enough to be specifically cited as a bearer of the surname Patten, though widely available public information about them is limited.
  • E. Leighton Murray
    Leighton Murray is a wealthy, closeted college student and one of the central protagonists in the comedy-drama series "The Sex Lives of College Girls."
  • 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: Leigh Boniello
Triple: [Howie Dorough, spouse, Leigh Boniello]
Generated description
Leigh Boniello is an American music industry professional and former webmaster best known as the wife of Backstreet Boys member Howie Dorough.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Leigh Boniello
Target entity description: Leigh Boniello is an American music industry professional and former webmaster best known as the wife of Backstreet Boys member Howie Dorough.
  • A. Leigh French
    Leigh French is an American actress and comedian best known for her work on the sketch comedy show "Rowan & Martin's Laugh-In" and roles in films and television during the 1960s and 1970s.
  • B. Fraser Bullock
    Fraser Bullock is an American businessman and former chief operating officer of the 2002 Salt Lake City Winter Olympics, known for helping rescue and successfully organize the Games after a major scandal and financial crisis.
  • C. Leigh Curran
    Leigh Curran is an American actress and writer known for her work in theater, film, and television, as well as for founding the nonprofit theater company The Virginia Avenue Project.
  • D. Jamie Patten
    Jamie Patten is an individual notable enough to be specifically cited as a bearer of the surname Patten, though widely available public information about them is limited.
  • E. Leighton Murray
    Leighton Murray is a wealthy, closeted college student and one of the central protagonists in the comedy-drama series "The Sex Lives of College Girls."
  • 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_69d8e514f2e08190ba70a4449519d218 completed April 10, 2026, 11:55 a.m.
NER Named-entity recognition batch_69e6416cb0bc8190ab27dd28eebb50e7 completed April 20, 2026, 3:08 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0787be755881908a8fa644690fd583 completed May 15, 2026, 8:53 p.m.
NEDg Description generation batch_6a0788b82bb88190a81764480e324028 completed May 15, 2026, 8:57 p.m.
NED2 Entity disambiguation (via description) batch_6a078a0b7a7c8190adb44f9f20e0b6ff completed May 15, 2026, 9:03 p.m.
Created at: April 10, 2026, 1:45 p.m.