Triple

T12531670
Position Surface form Disambiguated ID Type / Status
Subject Grace Williams (Bad Sisters) E299580 entity
Predicate spouse P13 FINISHED
Object John Paul Williams (Bad Sisters)
John Paul Williams is a central character in the dark comedy-drama series "Bad Sisters," known as Grace Williams' controlling and abusive husband whose death drives the show's murder-mystery plot.
E988435 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: John Paul Williams (Bad Sisters) | Statement: [Grace Williams (Bad Sisters), spouse, John Paul Williams (Bad Sisters)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: John Paul Williams (Bad Sisters)
Context triple: [Grace Williams (Bad Sisters), spouse, John Paul Williams (Bad Sisters)]
  • A. Wesley Addy
    Wesley Addy was an American character actor known for his work on stage, film, and television, including roles in classic movies like "Kiss Me Deadly" and collaborations with director Robert Aldrich.
  • B. Michael Hoffman
    Michael Hoffman is a common name shared by several notable individuals, including film directors, authors, and academics.
  • C. M. J. Curtis
    M. J. Curtis was an architect known for designing the Nevada State Capitol building in Carson City.
  • D. Gregory Jacobs
    Gregory Jacobs is an American film producer and director known for his longtime collaboration with Steven Soderbergh on numerous critically acclaimed movies.
  • E. Gregory Jacobs
    Gregory Jacobs is an American rapper and producer better known by his stage name Shock G, the frontman of Digital Underground and a key figure in West Coast hip hop.
  • 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: John Paul Williams (Bad Sisters)
Triple: [Grace Williams (Bad Sisters), spouse, John Paul Williams (Bad Sisters)]
Generated description
John Paul Williams is a central character in the dark comedy-drama series "Bad Sisters," known as Grace Williams' controlling and abusive husband whose death drives the show's murder-mystery plot.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: John Paul Williams (Bad Sisters)
Target entity description: John Paul Williams is a central character in the dark comedy-drama series "Bad Sisters," known as Grace Williams' controlling and abusive husband whose death drives the show's murder-mystery plot.
  • A. Wesley Addy
    Wesley Addy was an American character actor known for his work on stage, film, and television, including roles in classic movies like "Kiss Me Deadly" and collaborations with director Robert Aldrich.
  • B. Michael Hoffman
    Michael Hoffman is a common name shared by several notable individuals, including film directors, authors, and academics.
  • C. M. J. Curtis
    M. J. Curtis was an architect known for designing the Nevada State Capitol building in Carson City.
  • D. Gregory Jacobs
    Gregory Jacobs is an American film producer and director known for his longtime collaboration with Steven Soderbergh on numerous critically acclaimed movies.
  • E. Gregory Jacobs
    Gregory Jacobs is an American rapper and producer better known by his stage name Shock G, the frontman of Digital Underground and a key figure in West Coast hip hop.
  • 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_69d6ada5cdd48190860d9ce30aff69be completed April 8, 2026, 7:33 p.m.
NER Named-entity recognition batch_69d95469d100819087c83bc55e3ec9ce completed April 10, 2026, 7:50 p.m.
NED1 Entity disambiguation (via context triple) batch_69f64bc8866c81908821525b595715e2 completed May 2, 2026, 7:08 p.m.
NEDg Description generation batch_69f64da25bf88190889273bf41e2f154 completed May 2, 2026, 7:16 p.m.
NED2 Entity disambiguation (via description) batch_69f65213ed84819086fda178aaf9e774 completed May 2, 2026, 7:35 p.m.
Created at: April 8, 2026, 9:57 p.m.