Triple

T10719184
Position Surface form Disambiguated ID Type / Status
Subject Julianne Hough E252770 entity
Predicate sibling P363 FINISHED
Object Marabeth Hough
Marabeth Hough is an American singer-songwriter and hairstylist who is part of the Hough family of entertainers, which includes her more widely known sister Julianne Hough.
 E882452 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: Marabeth Hough | Statement: [Julianne Hough, sibling, Marabeth Hough]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Marabeth Hough
Context triple: [Julianne Hough, sibling, Marabeth Hough]
  • A. Julianne Hough
    Julianne Hough is an American dancer, actress, and singer best known for her work on "Dancing with the Stars" and roles in musical films.
  • B. Tiler Peck
    Tiler Peck is an acclaimed American ballet dancer and principal with New York City Ballet, renowned for her musicality, speed, and versatility in both classical and contemporary roles.
  • C. Natalie Renée McIntyre
    Natalie Renée McIntyre is the American R&B and soul singer, songwriter, and actress better known by her stage name Macy Gray, famed for her distinctive raspy voice and the hit single "I Try."
  • D. Derek Hough
    Derek Hough is an American professional dancer, choreographer, and television personality best known for his multiple championship wins and long-running role as a pro and judge on Dancing with the Stars.
  • E. Cheryl Burke
    Cheryl Burke is an American professional ballroom dancer and choreographer best known for being a long-time pro and two-time champion on the TV competition show "Dancing with the Stars."
  • 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: Marabeth Hough
Triple: [Julianne Hough, sibling, Marabeth Hough]
Generated description
Marabeth Hough is an American singer-songwriter and hairstylist who is part of the Hough family of entertainers, which includes her more widely known sister Julianne Hough.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Marabeth Hough
Target entity description: Marabeth Hough is an American singer-songwriter and hairstylist who is part of the Hough family of entertainers, which includes her more widely known sister Julianne Hough.
  • A. Julianne Hough
    Julianne Hough is an American dancer, actress, and singer best known for her work on "Dancing with the Stars" and roles in musical films.
  • B. Tiler Peck
    Tiler Peck is an acclaimed American ballet dancer and principal with New York City Ballet, renowned for her musicality, speed, and versatility in both classical and contemporary roles.
  • C. Natalie Renée McIntyre
    Natalie Renée McIntyre is the American R&B and soul singer, songwriter, and actress better known by her stage name Macy Gray, famed for her distinctive raspy voice and the hit single "I Try."
  • D. Derek Hough
    Derek Hough is an American professional dancer, choreographer, and television personality best known for his multiple championship wins and long-running role as a pro and judge on Dancing with the Stars.
  • E. Cheryl Burke
    Cheryl Burke is an American professional ballroom dancer and choreographer best known for being a long-time pro and two-time champion on the TV competition show "Dancing with the Stars."
  • 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_69d6aa5d8be481909a43218b2bfdbe95 completed April 8, 2026, 7:19 p.m.
NER Named-entity recognition batch_69d6ff3722ec8190b2d78a5630bf6efc completed April 9, 2026, 1:21 a.m.
NED1 Entity disambiguation (via context triple) batch_69dbd9df306881908aef5c6e8b4e78dc completed April 12, 2026, 5:43 p.m.
NEDg Description generation batch_69dcad07b51081908fd66ee9ff7341f6 completed April 13, 2026, 8:44 a.m.
NED2 Entity disambiguation (via description) batch_69dd4386e3308190bb8503ce75fa628f completed April 13, 2026, 7:27 p.m.
Created at: April 8, 2026, 9:13 p.m.