Triple

T22129279
Position Surface form Disambiguated ID Type / Status
Subject James Hetfield E546866 entity
Predicate spouse P13 FINISHED
Object Francesca Hetfield
Francesca Hetfield is the wife of Metallica frontman James Hetfield, known for her long-term, largely private partnership with the musician and their family life together.
E1520901 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: Francesca Hetfield | Statement: [James Hetfield, spouse, Francesca Hetfield]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Francesca Hetfield
Context triple: [James Hetfield, spouse, Francesca Hetfield]
  • A. Angela Gossow
    Angela Gossow is a German extreme metal vocalist best known as the former lead singer of the melodic death metal band Arch Enemy and one of the pioneering women in death growl vocals.
  • B. D’arcy Wretzky
    D’arcy Wretzky is an American musician best known as the original bassist of the alternative rock band The Smashing Pumpkins.
  • C. Mary Bennington
    Mary Bennington is the infant around whom the comedic and emotional events of the film "Three Men and a Baby" revolve.
  • D. Amy Lee
    Amy Lee is an American singer, songwriter, and pianist best known as the co-founder and lead vocalist of the rock band Evanescence.
  • E. Angie Lee
    Angie Lee is an American basketball coach best known for leading the University of Iowa Hawkeyes women's basketball program in the 1990s.
  • 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: Francesca Hetfield
Triple: [James Hetfield, spouse, Francesca Hetfield]
Generated description
Francesca Hetfield is the wife of Metallica frontman James Hetfield, known for her long-term, largely private partnership with the musician and their family life together.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Francesca Hetfield
Target entity description: Francesca Hetfield is the wife of Metallica frontman James Hetfield, known for her long-term, largely private partnership with the musician and their family life together.
  • A. Angela Gossow
    Angela Gossow is a German extreme metal vocalist best known as the former lead singer of the melodic death metal band Arch Enemy and one of the pioneering women in death growl vocals.
  • B. D’arcy Wretzky
    D’arcy Wretzky is an American musician best known as the original bassist of the alternative rock band The Smashing Pumpkins.
  • C. Mary Bennington
    Mary Bennington is the infant around whom the comedic and emotional events of the film "Three Men and a Baby" revolve.
  • D. Amy Lee
    Amy Lee is an American singer, songwriter, and pianist best known as the co-founder and lead vocalist of the rock band Evanescence.
  • E. Angie Lee
    Angie Lee is an American basketball coach best known for leading the University of Iowa Hawkeyes women's basketball program in the 1990s.
  • 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_69e11e39bf348190b541bfa16a7b71e0 completed April 16, 2026, 5:36 p.m.
NER Named-entity recognition batch_69f129851db8819082d50bbb73670bf6 completed April 28, 2026, 9:41 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0a8f2727688190a31f6dc43ed24b5b completed May 18, 2026, 4:01 a.m.
NEDg Description generation batch_6a0a930c5af881909617ab27948b05e4 completed May 18, 2026, 4:18 a.m.
NED2 Entity disambiguation (via description) batch_6a0a934aea4c8190915db711b3a0e7cf completed May 18, 2026, 4:19 a.m.
Created at: April 16, 2026, 8:32 p.m.