Triple

T13348970
Position Surface form Disambiguated ID Type / Status
Subject Randy Orton E318023 entity
Predicate spouse P13 FINISHED
Object Samantha Speno
Samantha Speno is an American former gymnastics instructor, makeup artist, and reality TV personality best known for her past marriage to WWE wrestler Randy Orton.
E1161469 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: Samantha Speno | Statement: [Randy Orton, spouse, Samantha Speno]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Samantha Speno
Context triple: [Randy Orton, spouse, Samantha Speno]
  • A. Samantha Boscarino
    Samantha Boscarino is an American actress best known for her roles in teen-oriented television series and films, including a starring role on Nickelodeon’s "How to Rock."
  • B. Samantha Lemole
    Samantha Lemole is an actress best known for her role in the horror film "Saw VI."
  • C. Samantha Nisenboim
    Samantha Nisenboim is a film producer known for her work on the 2023 horror-comedy movie "Renfield."
  • D. Samantha Borgens
    Samantha Borgens is a central character in the romantic drama film "Stuck in Love," portrayed as a sharp, emotionally guarded young writer navigating complicated family and romantic relationships.
  • E. Samantha Bryant
    Samantha Bryant is an American publicist and former production assistant best known as the wife of actor Colin Hanks.
  • 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: Samantha Speno
Triple: [Randy Orton, spouse, Samantha Speno]
Generated description
Samantha Speno is an American former gymnastics instructor, makeup artist, and reality TV personality best known for her past marriage to WWE wrestler Randy Orton.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Samantha Speno
Target entity description: Samantha Speno is an American former gymnastics instructor, makeup artist, and reality TV personality best known for her past marriage to WWE wrestler Randy Orton.
  • A. Samantha Boscarino
    Samantha Boscarino is an American actress best known for her roles in teen-oriented television series and films, including a starring role on Nickelodeon’s "How to Rock."
  • B. Samantha Lemole
    Samantha Lemole is an actress best known for her role in the horror film "Saw VI."
  • C. Samantha Nisenboim
    Samantha Nisenboim is a film producer known for her work on the 2023 horror-comedy movie "Renfield."
  • D. Samantha Borgens
    Samantha Borgens is a central character in the romantic drama film "Stuck in Love," portrayed as a sharp, emotionally guarded young writer navigating complicated family and romantic relationships.
  • E. Samantha Bryant
    Samantha Bryant is an American publicist and former production assistant best known as the wife of actor Colin Hanks.
  • 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_69d806b5a3c08190b42c267fb092f98a completed April 9, 2026, 8:06 p.m.
NER Named-entity recognition batch_69d99e8b28e48190a23194e03a74b41b completed April 11, 2026, 1:06 a.m.
NED1 Entity disambiguation (via context triple) batch_69ff3d3551cc8190848c14c15da07dc4 completed May 9, 2026, 1:57 p.m.
NEDg Description generation batch_69ff3df53f14819094c1744d45d62431 completed May 9, 2026, 2 p.m.
NED2 Entity disambiguation (via description) batch_69ff3eab3ec88190b206ecf1b38524c7 completed May 9, 2026, 2:03 p.m.
Created at: April 9, 2026, 9:31 p.m.