Triple

T15400953
Position Surface form Disambiguated ID Type / Status
Subject Hearts Afire E368312 entity
Predicate starring P1507 FINISHED
Object Wendie Jo Sperber
Wendie Jo Sperber was an American actress best known for her comedic roles in film and television during the 1980s and 1990s, including appearances in "Back to the Future" and various sitcoms.
E1207674 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: Wendie Jo Sperber | Statement: [Hearts Afire, starring, Wendie Jo Sperber]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Wendie Jo Sperber
Context triple: [Hearts Afire, starring, Wendie Jo Sperber]
  • A. Jill Krementz
    Jill Krementz is an American photographer and author best known for her portraits of writers and her work in children's literature.
  • B. Donna Dresch
    Donna Dresch is an American musician and influential figure in the queercore punk scene, best known as the founder and bassist of the band Team Dresch.
  • C. Karen Prell
    Karen Prell is an American puppeteer and animator best known for her work with Jim Henson’s Muppets, including performing Red Fraggle on "Fraggle Rock" and contributing to films like "Labyrinth."
  • D. Gail Berke
    Gail Berke is a central protagonist in the adventure film "The Deep," known for becoming entangled in a dangerous underwater treasure hunt.
  • E. Gina Hecht
    Gina Hecht is an American actress known for her work in television, film, and theater, including roles on series such as Mork & Mindy and Seinfeld.
  • 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: Wendie Jo Sperber
Triple: [Hearts Afire, starring, Wendie Jo Sperber]
Generated description
Wendie Jo Sperber was an American actress best known for her comedic roles in film and television during the 1980s and 1990s, including appearances in "Back to the Future" and various sitcoms.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Wendie Jo Sperber
Target entity description: Wendie Jo Sperber was an American actress best known for her comedic roles in film and television during the 1980s and 1990s, including appearances in "Back to the Future" and various sitcoms.
  • A. Jill Krementz
    Jill Krementz is an American photographer and author best known for her portraits of writers and her work in children's literature.
  • B. Donna Dresch
    Donna Dresch is an American musician and influential figure in the queercore punk scene, best known as the founder and bassist of the band Team Dresch.
  • C. Karen Prell
    Karen Prell is an American puppeteer and animator best known for her work with Jim Henson’s Muppets, including performing Red Fraggle on "Fraggle Rock" and contributing to films like "Labyrinth."
  • D. Gail Berke
    Gail Berke is a central protagonist in the adventure film "The Deep," known for becoming entangled in a dangerous underwater treasure hunt.
  • E. Gina Hecht
    Gina Hecht is an American actress known for her work in television, film, and theater, including roles on series such as Mork & Mindy and Seinfeld.
  • 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_69d85a16c68c819099c1b547fbc87b32 completed April 10, 2026, 2:01 a.m.
NER Named-entity recognition batch_69e03e8d89e08190b7cae778d89fb5e1 completed April 16, 2026, 1:42 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0025e9b00c81908cb5f305c894363f completed May 10, 2026, 6:30 a.m.
NEDg Description generation batch_6a0029d7f4988190884ec34f55338b28 completed May 10, 2026, 6:46 a.m.
NED2 Entity disambiguation (via description) batch_6a002a4753608190b0d31a1913b2ba2c completed May 10, 2026, 6:48 a.m.
Created at: April 10, 2026, 3:19 a.m.