Triple

T8725412
Position Surface form Disambiguated ID Type / Status
Subject Ron Livingston E207117 entity
Predicate characterRole P268 FINISHED
Object Sam Loudermilk in Loudermilk
Sam Loudermilk is the acerbic, recovering alcoholic and substance abuse counselor at the center of the comedy-drama series "Loudermilk," known for his blunt honesty and misanthropic outlook.
E753047 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: Sam Loudermilk in Loudermilk | Statement: [Ron Livingston, characterRole, Sam Loudermilk in Loudermilk]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Sam Loudermilk in Loudermilk
Context triple: [Ron Livingston, characterRole, Sam Loudermilk in Loudermilk]
  • A. Eliot Loudermilk
    Eliot Loudermilk is a timid, put-upon employee in the dark comedy film "Scrooged" who becomes one of the key figures affected by the protagonist Frank Cross’s ruthless behavior and eventual redemption.
  • B. Macon Leary
    Macon Leary is the emotionally reserved, travel-guide-writing protagonist of Anne Tyler’s novel "The Accidental Tourist," whose life is upended by grief and an unexpected new relationship.
  • C. Jack Otterson
    Jack Otterson was an American art director known for his prolific work on Hollywood films in the 1930s and 1940s, often contributing to the visual style of major studio productions.
  • D. Swan Burnett
    Swan Burnett was an American physician best known as the husband of British-American novelist Frances Hodgson Burnett.
  • E. Taylor Dooley
    Taylor Dooley is an American actress best known for playing Lavagirl in the family adventure film "The Adventures of Sharkboy and Lavagirl in 3-D."
  • 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: Sam Loudermilk in Loudermilk
Triple: [Ron Livingston, characterRole, Sam Loudermilk in Loudermilk]
Generated description
Sam Loudermilk is the acerbic, recovering alcoholic and substance abuse counselor at the center of the comedy-drama series "Loudermilk," known for his blunt honesty and misanthropic outlook.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Sam Loudermilk in Loudermilk
Target entity description: Sam Loudermilk is the acerbic, recovering alcoholic and substance abuse counselor at the center of the comedy-drama series "Loudermilk," known for his blunt honesty and misanthropic outlook.
  • A. Eliot Loudermilk
    Eliot Loudermilk is a timid, put-upon employee in the dark comedy film "Scrooged" who becomes one of the key figures affected by the protagonist Frank Cross’s ruthless behavior and eventual redemption.
  • B. Macon Leary
    Macon Leary is the emotionally reserved, travel-guide-writing protagonist of Anne Tyler’s novel "The Accidental Tourist," whose life is upended by grief and an unexpected new relationship.
  • C. Jack Otterson
    Jack Otterson was an American art director known for his prolific work on Hollywood films in the 1930s and 1940s, often contributing to the visual style of major studio productions.
  • D. Swan Burnett
    Swan Burnett was an American physician best known as the husband of British-American novelist Frances Hodgson Burnett.
  • E. Taylor Dooley
    Taylor Dooley is an American actress best known for playing Lavagirl in the family adventure film "The Adventures of Sharkboy and Lavagirl in 3-D."
  • 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_69ca835811d8819081ea00fd2a2c9a1c completed March 30, 2026, 2:06 p.m.
NER Named-entity recognition batch_69cc5d158b0481908249610458f97306 completed March 31, 2026, 11:47 p.m.
NED1 Entity disambiguation (via context triple) batch_69cf2912c4e08190a147fc31db6788d1 completed April 3, 2026, 2:42 a.m.
NEDg Description generation batch_69cf2bd32cc881909ac8a61befa9929e completed April 3, 2026, 2:54 a.m.
NED2 Entity disambiguation (via description) batch_69cf2c69f83481909423858668d03a8b completed April 3, 2026, 2:56 a.m.
Created at: March 30, 2026, 6:36 p.m.