Triple

T2860170
Position Surface form Disambiguated ID Type / Status
Subject Cole Hamels E63299 entity
Predicate hasSpouse P13 FINISHED
Object Heidi Hamels
Heidi Hamels is an American philanthropist and former reality TV personality best known for her charitable work and public profile alongside her husband, MLB pitcher Cole Hamels.
E306510 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: Heidi Hamels | Statement: [Cole Hamels, hasSpouse, Heidi Hamels]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Heidi Hamels
Context triple: [Cole Hamels, hasSpouse, Heidi Hamels]
  • A. Helen Ramírez
    Helen Ramírez is a strong, independent Mexican businesswoman and former lover of the marshal in the classic Western film "High Noon," known for her moral clarity and pivotal influence on the story’s events.
  • B. Kayla Pospisil
    Kayla Pospisil is a fictional Fox News employee portrayed by Margot Robbie in the 2019 film "Bombshell," representing a composite character who experiences and exposes workplace sexual harassment.
  • C. Kate Adams
    Kate Adams is a name shared by several notable individuals, including professionals in fields such as law, business, and the arts.
  • D. JoAnna Garcia Swisher
    JoAnna Garcia Swisher is an American actress known for her television roles in series such as "Reba," "Privileged," and "Sweet Magnolias."
  • E. Crystal Dunn
    Crystal Dunn is an American professional soccer player and World Cup champion known for her versatility and impact for club and country.
  • 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: Heidi Hamels
Triple: [Cole Hamels, hasSpouse, Heidi Hamels]
Generated description
Heidi Hamels is an American philanthropist and former reality TV personality best known for her charitable work and public profile alongside her husband, MLB pitcher Cole Hamels.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Heidi Hamels
Target entity description: Heidi Hamels is an American philanthropist and former reality TV personality best known for her charitable work and public profile alongside her husband, MLB pitcher Cole Hamels.
  • A. Helen Ramírez
    Helen Ramírez is a strong, independent Mexican businesswoman and former lover of the marshal in the classic Western film "High Noon," known for her moral clarity and pivotal influence on the story’s events.
  • B. Kayla Pospisil
    Kayla Pospisil is a fictional Fox News employee portrayed by Margot Robbie in the 2019 film "Bombshell," representing a composite character who experiences and exposes workplace sexual harassment.
  • C. Kate Adams
    Kate Adams is a name shared by several notable individuals, including professionals in fields such as law, business, and the arts.
  • D. JoAnna Garcia Swisher
    JoAnna Garcia Swisher is an American actress known for her television roles in series such as "Reba," "Privileged," and "Sweet Magnolias."
  • E. Crystal Dunn
    Crystal Dunn is an American professional soccer player and World Cup champion known for her versatility and impact for club and country.
  • 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_69ab4c41e8c08190a9e8f5249cc12610 completed March 6, 2026, 9:50 p.m.
NER Named-entity recognition batch_69abdf8c676c8190ab29f89d50bd09c3 completed March 7, 2026, 8:19 a.m.
NED1 Entity disambiguation (via context triple) batch_69b01d972aa481908f6cb5f27706990c completed March 10, 2026, 1:33 p.m.
NEDg Description generation batch_69b021fbc2808190b415fd8af934cf73 completed March 10, 2026, 1:51 p.m.
NED2 Entity disambiguation (via description) batch_69b02656f8488190ab0d715d1634b6a7 completed March 10, 2026, 2:10 p.m.
Created at: March 6, 2026, 10:02 p.m.