Triple

T6140422
Position Surface form Disambiguated ID Type / Status
Subject Bless the Harts E136946 entity
Predicate creator P184 FINISHED
Object Emily Spivey
Emily Spivey is an American television writer and producer known for her work on comedy series such as "Bless the Harts" and "Saturday Night Live."
 E580880 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: Emily Spivey | Statement: [Bless the Harts, creator, Emily Spivey]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Emily Spivey
Context triple: [Bless the Harts, creator, Emily Spivey]
  • A. Beth Shuey
    Beth Shuey is the former wife of NFL head coach Sean Payton and the mother of their two children.
  • B. Allison Shearmur
    Allison Shearmur was an American film producer known for her work on major franchises including Star Wars, The Hunger Games, and several Disney live-action adaptations.
  • C. Stephanie Squires
    Stephanie Squires is a central character in the coming-of-age film "The Wackness," serving as the love interest who helps drive the protagonist’s emotional and personal growth during a transformative summer in 1990s New York City.
  • D. Jennifer Morris
    Jennifer Morris is a conservation leader who serves as the chief executive officer of the global environmental nonprofit Conservation International.
  • E. Shannon Doughton
    Shannon Doughton is a musician best known as a principal performer associated with the band Pod.
  • 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: Emily Spivey
Triple: [Bless the Harts, creator, Emily Spivey]
Generated description
Emily Spivey is an American television writer and producer known for her work on comedy series such as "Bless the Harts" and "Saturday Night Live."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Emily Spivey
Target entity description: Emily Spivey is an American television writer and producer known for her work on comedy series such as "Bless the Harts" and "Saturday Night Live."
  • A. Beth Shuey
    Beth Shuey is the former wife of NFL head coach Sean Payton and the mother of their two children.
  • B. Allison Shearmur
    Allison Shearmur was an American film producer known for her work on major franchises including Star Wars, The Hunger Games, and several Disney live-action adaptations.
  • C. Stephanie Squires
    Stephanie Squires is a central character in the coming-of-age film "The Wackness," serving as the love interest who helps drive the protagonist’s emotional and personal growth during a transformative summer in 1990s New York City.
  • D. Jennifer Morris
    Jennifer Morris is a conservation leader who serves as the chief executive officer of the global environmental nonprofit Conservation International.
  • E. Shannon Doughton
    Shannon Doughton is a musician best known as a principal performer associated with the band Pod.
  • 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_69c008a179388190a3b5a081bbf46d55 completed March 22, 2026, 3:20 p.m.
NER Named-entity recognition batch_69c05cb030fc8190b78e4967eea65611 completed March 22, 2026, 9:18 p.m.
NED1 Entity disambiguation (via context triple) batch_69c243bd199081909a96366cc39bf43e completed March 24, 2026, 7:56 a.m.
NEDg Description generation batch_69c4fb66b8e8819090524d1ef12688a7 completed March 26, 2026, 9:24 a.m.
NED2 Entity disambiguation (via description) batch_69c4fc3065bc81908d95fbd3d4655c76 completed March 26, 2026, 9:28 a.m.
Created at: March 22, 2026, 4:15 p.m.