Triple

T5226283
Position Surface form Disambiguated ID Type / Status
Subject Heath Shuler E117995 entity
Predicate familyName P18 FINISHED
Object Shuler
Shuler is a surname most notably associated with Heath Shuler, a former NFL quarterback and U.S. Congressman from North Carolina.
 E502531 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: Shuler | Statement: [Heath Shuler, familyName, Shuler]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Shuler
Context triple: [Heath Shuler, familyName, Shuler]
  • A. Grier
    Grier is the surname of Pam Grier, an influential American actress renowned for her groundbreaking roles in 1970s blaxploitation films.
  • B. Shriever
    Shriever is a surname, a variant spelling of "Shriver," borne by various individuals of English-speaking origin.
  • C. Keefer
    Keefer was a distinguished racing greyhound renowned for its achievements on the track, earning induction into the Greyhound Hall of Fame.
  • D. Shaffer Smith
    Shaffer Smith, better known by his stage name Ne-Yo, is an American singer, songwriter, and record producer renowned for crafting numerous R&B and pop hits for himself and other artists.
  • E. Shearer
    Shearer is a Scottish-origin surname borne by various notable figures in fields such as sports, entertainment, and public life.
  • 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: Shuler
Triple: [Heath Shuler, familyName, Shuler]
Generated description
Shuler is a surname most notably associated with Heath Shuler, a former NFL quarterback and U.S. Congressman from North Carolina.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Shuler
Target entity description: Shuler is a surname most notably associated with Heath Shuler, a former NFL quarterback and U.S. Congressman from North Carolina.
  • A. Grier
    Grier is the surname of Pam Grier, an influential American actress renowned for her groundbreaking roles in 1970s blaxploitation films.
  • B. Shriever
    Shriever is a surname, a variant spelling of "Shriver," borne by various individuals of English-speaking origin.
  • C. Keefer
    Keefer was a distinguished racing greyhound renowned for its achievements on the track, earning induction into the Greyhound Hall of Fame.
  • D. Shaffer Smith
    Shaffer Smith, better known by his stage name Ne-Yo, is an American singer, songwriter, and record producer renowned for crafting numerous R&B and pop hits for himself and other artists.
  • E. Shearer
    Shearer is a Scottish-origin surname borne by various notable figures in fields such as sports, entertainment, and public life.
  • 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_69bd4466fb8c819083b806a79414d7e4 completed March 20, 2026, 12:58 p.m.
NER Named-entity recognition batch_69bd7adc9be081909903b9f844c3d146 completed March 20, 2026, 4:50 p.m.
NED1 Entity disambiguation (via context triple) batch_69beeffc51888190938dc157b14c4b6c completed March 21, 2026, 7:22 p.m.
NEDg Description generation batch_69bef0b2b6448190be1c465738be741b completed March 21, 2026, 7:25 p.m.
NED2 Entity disambiguation (via description) batch_69bef122c0188190a6ef939431a27f87 completed March 21, 2026, 7:27 p.m.
Created at: March 20, 2026, 1:48 p.m.