Triple

T10553681
Position Surface form Disambiguated ID Type / Status
Subject Love, Inc. E249017 entity
Predicate mainCharacter P1183 FINISHED
Object Denise Johnson
Denise Johnson is a fictional character who serves as one of the central figures in the television sitcom "Love, Inc.," which follows a group of professional matchmakers navigating their clients' and their own romantic lives.
E960910 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: Denise Johnson | Statement: [Love, Inc., mainCharacter, Denise Johnson]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Denise Johnson
Context triple: [Love, Inc., mainCharacter, Denise Johnson]
  • A. Denise Johnson
    Denise Johnson was a British soul and rock singer best known for her powerful vocals with the band A Certain Ratio and her acclaimed work with acts like Primal Scream.
  • B. Suzanne Johnson
    Suzanne Johnson is a member of the Johnson family, known primarily in relation to that family group.
  • C. Deborah Johnson
    Deborah Johnson is a real-life civil rights activist and former fiancée of Black Panther leader Fred Hampton, portrayed by Dominique Fishback in the film "Judas and the Black Messiah."
  • D. Denise Bond
    Denise Bond is a person notable enough to be recognized as a bearer of the surname Bond, though specific widely known public details about her are not clearly established.
  • E. Caryn Elaine Johnson
    Caryn Elaine Johnson is the birth name of Whoopi Goldberg, the acclaimed American actress, comedian, and television host.
  • 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: Denise Johnson
Triple: [Love, Inc., mainCharacter, Denise Johnson]
Generated description
Denise Johnson is a fictional character who serves as one of the central figures in the television sitcom "Love, Inc.," which follows a group of professional matchmakers navigating their clients' and their own romantic lives.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Denise Johnson
Target entity description: Denise Johnson is a fictional character who serves as one of the central figures in the television sitcom "Love, Inc.," which follows a group of professional matchmakers navigating their clients' and their own romantic lives.
  • A. Denise Johnson
    Denise Johnson was a British soul and rock singer best known for her powerful vocals with the band A Certain Ratio and her acclaimed work with acts like Primal Scream.
  • B. Suzanne Johnson
    Suzanne Johnson is a member of the Johnson family, known primarily in relation to that family group.
  • C. Deborah Johnson
    Deborah Johnson is a real-life civil rights activist and former fiancée of Black Panther leader Fred Hampton, portrayed by Dominique Fishback in the film "Judas and the Black Messiah."
  • D. Denise Bond
    Denise Bond is a person notable enough to be recognized as a bearer of the surname Bond, though specific widely known public details about her are not clearly established.
  • E. Caryn Elaine Johnson
    Caryn Elaine Johnson is the birth name of Whoopi Goldberg, the acclaimed American actress, comedian, and television host.
  • 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_69d381c733c08190ab1dd6239f5f34ae completed April 6, 2026, 9:49 a.m.
NER Named-entity recognition batch_69d52710869c81909b6db1a190825bad completed April 7, 2026, 3:47 p.m.
NED1 Entity disambiguation (via context triple) batch_69f49c59538081909102a6954f564e46 completed May 1, 2026, 12:28 p.m.
NEDg Description generation batch_69f53d8ec5448190b303624887f7fa05 completed May 1, 2026, 11:56 p.m.
NED2 Entity disambiguation (via description) batch_69f56495830c8190ad5e1767f251b4c5 completed May 2, 2026, 2:42 a.m.
Created at: April 6, 2026, 12:34 p.m.