Triple

T6278083
Position Surface form Disambiguated ID Type / Status
Subject All That E140710 entity
Predicate hasNotableAlumnus P51 FINISHED
Object Lori Beth Denberg
Lori Beth Denberg is an American actress and comedian best known for her sketch performances on the Nickelodeon series "All That" in the 1990s.
E582594 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: Lori Beth Denberg | Statement: [All That, hasNotableAlumnus, Lori Beth Denberg]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Lori Beth Denberg
Context triple: [All That, hasNotableAlumnus, Lori Beth Denberg]
  • A. Lori Beth Allen
    Lori Beth Allen is a fictional character from the television series "Happy Days," known as the girlfriend and later wife of Richie Cunningham.
  • B. Joni Sledge
    Joni Sledge was an American singer best known as one of the founding members of the influential R&B/disco group Sister Sledge, famous for hits like "We Are Family."
  • C. Johnette Howard
    Johnette Howard is an American sports journalist and author known for her insightful writing on athletes and sports culture.
  • D. Joanne Carlisle
    Joanne Carlisle is the mother of American singer Belinda Carlisle, the lead vocalist of the Go-Go's.
  • E. Deborah Spungen
    Deborah Spungen is an American author best known for her memoir "And I Don't Want to Live This Life," in which she recounts the troubled life and death of her daughter Nancy Spungen and its impact on their family.
  • 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: Lori Beth Denberg
Triple: [All That, hasNotableAlumnus, Lori Beth Denberg]
Generated description
Lori Beth Denberg is an American actress and comedian best known for her sketch performances on the Nickelodeon series "All That" in the 1990s.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Lori Beth Denberg
Target entity description: Lori Beth Denberg is an American actress and comedian best known for her sketch performances on the Nickelodeon series "All That" in the 1990s.
  • A. Lori Beth Allen
    Lori Beth Allen is a fictional character from the television series "Happy Days," known as the girlfriend and later wife of Richie Cunningham.
  • B. Joni Sledge
    Joni Sledge was an American singer best known as one of the founding members of the influential R&B/disco group Sister Sledge, famous for hits like "We Are Family."
  • C. Johnette Howard
    Johnette Howard is an American sports journalist and author known for her insightful writing on athletes and sports culture.
  • D. Joanne Carlisle
    Joanne Carlisle is the mother of American singer Belinda Carlisle, the lead vocalist of the Go-Go's.
  • E. Deborah Spungen
    Deborah Spungen is an American author best known for her memoir "And I Don't Want to Live This Life," in which she recounts the troubled life and death of her daughter Nancy Spungen and its impact on their family.
  • 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_69c008cc158881908df6ec94a911c736 completed March 22, 2026, 3:20 p.m.
NER Named-entity recognition batch_69c063daec108190859d1d5dbafd5b42 completed March 22, 2026, 9:49 p.m.
NED1 Entity disambiguation (via context triple) batch_69c5194e9b3881908188f004c4a03a09 completed March 26, 2026, 11:32 a.m.
NEDg Description generation batch_69c529a7ea1c819083f1566a35fc7c13 completed March 26, 2026, 12:42 p.m.
NED2 Entity disambiguation (via description) batch_69c5850ff07081908a3512cf6de367cd completed March 26, 2026, 7:12 p.m.
Created at: March 22, 2026, 4:26 p.m.