Triple

T15534166
Position Surface form Disambiguated ID Type / Status
Subject Maddie Townsend E370299 entity
Predicate spouse P13 FINISHED
Object Bill Townsend
Bill Townsend is a fictional character from the Netflix series "Sweet Magnolias," known as Maddie Townsend’s ex-husband and a central figure in the show’s family drama.
 E1162394 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: Bill Townsend | Statement: [Maddie Townsend, spouse, Bill Townsend]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Bill Townsend
Context triple: [Maddie Townsend, spouse, Bill Townsend]
  • A. Gregg Turkington
    Gregg Turkington is an American comedian, actor, and writer best known for his abrasive anti-comedy persona Neil Hamburger and his work on projects like "On Cinema."
  • B. Phil O'Donnell
    Phil O'Donnell was a Scottish professional footballer and club captain best known for his influential midfield career at Motherwell and Celtic before his tragic on-field death in 2007.
  • C. Jack Townsend
    Jack Townsend is the central protagonist of the 1934 film adaptation of W. Somerset Maugham’s novel "The Painted Veil," around whom the drama and emotional conflict of the story revolve.
  • D. Bob McElwee
    Bob McElwee is a former National Football League official best known for serving as the referee in multiple Super Bowls and for his long, distinguished career in professional football officiating.
  • E. Keith Merryman
    Keith Merryman is an American screenwriter best known for co-writing popular romantic comedies such as "Think Like a Man" and its sequel.
  • 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: Bill Townsend
Triple: [Maddie Townsend, spouse, Bill Townsend]
Generated description
Bill Townsend is a fictional character from the Netflix series "Sweet Magnolias," known as Maddie Townsend’s ex-husband and a central figure in the show’s family drama.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Bill Townsend
Target entity description: Bill Townsend is a fictional character from the Netflix series "Sweet Magnolias," known as Maddie Townsend’s ex-husband and a central figure in the show’s family drama.
  • A. Gregg Turkington
    Gregg Turkington is an American comedian, actor, and writer best known for his abrasive anti-comedy persona Neil Hamburger and his work on projects like "On Cinema."
  • B. Phil O'Donnell
    Phil O'Donnell was a Scottish professional footballer and club captain best known for his influential midfield career at Motherwell and Celtic before his tragic on-field death in 2007.
  • C. Jack Townsend
    Jack Townsend is the central protagonist of the 1934 film adaptation of W. Somerset Maugham’s novel "The Painted Veil," around whom the drama and emotional conflict of the story revolve.
  • D. Bob McElwee
    Bob McElwee is a former National Football League official best known for serving as the referee in multiple Super Bowls and for his long, distinguished career in professional football officiating.
  • E. Keith Merryman
    Keith Merryman is an American screenwriter best known for co-writing popular romantic comedies such as "Think Like a Man" and its sequel.
  • 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_69d85cc521a08190921fb50319dddc34 completed April 10, 2026, 2:13 a.m.
NER Named-entity recognition batch_69e0442e327c8190b4b879c8a3cd38e3 completed April 16, 2026, 2:06 a.m.
NED1 Entity disambiguation (via context triple) batch_69ff3d605b908190a18c63142c8bb854 completed May 9, 2026, 1:57 p.m.
NEDg Description generation batch_69ff3f59213c8190a9c98350225b5151 completed May 9, 2026, 2:06 p.m.
NED2 Entity disambiguation (via description) batch_69ff3ff96a6c8190a4c9f20dabc86cef completed May 9, 2026, 2:08 p.m.
Created at: April 10, 2026, 4:06 a.m.