Triple

T11956615
Position Surface form Disambiguated ID Type / Status
Subject Younger E284568 entity
Predicate mainCharacter P1183 FINISHED
Object Maggie Amato
Maggie Amato is the ambitious, image-conscious public relations executive who serves as the central protagonist in the TV Land comedy-drama series "Younger."
E957827 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: Maggie Amato | Statement: [Younger, mainCharacter, Maggie Amato]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Maggie Amato
Context triple: [Younger, mainCharacter, Maggie Amato]
  • A. Maggie Renzi
    Maggie Renzi is an American film producer and actress best known for her long-time collaboration with independent filmmaker John Sayles on numerous critically acclaimed movies.
  • B. Maria Maggenti
    Maria Maggenti is an American screenwriter and director best known for her work on independent films such as "The Incredibly True Adventure of Two Girls in Love" and for writing the screenplay for the teen drama "Before I Fall."
  • C. Maggie Gioberti
    Maggie Gioberti is a central character on the 1980s American prime-time soap opera "Falcon Crest," known as a strong-willed journalist and the wife of vineyard heir Chase Gioberti.
  • D. Maggie Johnson
    Maggie Johnson is one of the children of American sportscaster Ernie Johnson Jr., known to viewers through his family’s occasional appearances and mentions during his broadcasts.
  • E. Maggie Johnson
    Maggie Johnson is an American former model best known as the first wife of actor and filmmaker Clint Eastwood.
  • 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: Maggie Amato
Triple: [Younger, mainCharacter, Maggie Amato]
Generated description
Maggie Amato is the ambitious, image-conscious public relations executive who serves as the central protagonist in the TV Land comedy-drama series "Younger."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Maggie Amato
Target entity description: Maggie Amato is the ambitious, image-conscious public relations executive who serves as the central protagonist in the TV Land comedy-drama series "Younger."
  • A. Maggie Renzi
    Maggie Renzi is an American film producer and actress best known for her long-time collaboration with independent filmmaker John Sayles on numerous critically acclaimed movies.
  • B. Maria Maggenti
    Maria Maggenti is an American screenwriter and director best known for her work on independent films such as "The Incredibly True Adventure of Two Girls in Love" and for writing the screenplay for the teen drama "Before I Fall."
  • C. Maggie Gioberti
    Maggie Gioberti is a central character on the 1980s American prime-time soap opera "Falcon Crest," known as a strong-willed journalist and the wife of vineyard heir Chase Gioberti.
  • D. Maggie Johnson
    Maggie Johnson is an American former model best known as the first wife of actor and filmmaker Clint Eastwood.
  • E. Maggie Johnson
    Maggie Johnson is the tragic young protagonist of Stephen Crane’s novella "Maggie: A Girl of the Streets," whose life in the slums of New York highlights the brutal effects of poverty and social hypocrisy.
  • 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_69d6ab2db38c8190b1f0ed6663ef8ada completed April 8, 2026, 7:23 p.m.
NER Named-entity recognition batch_69d90366fda8819083168c93abad27d4 completed April 10, 2026, 2:04 p.m.
NED1 Entity disambiguation (via context triple) batch_69f471c931a88190a9d29262c62b9472 completed May 1, 2026, 9:26 a.m.
NEDg Description generation batch_69f47b7ac4048190ae09f18f1a90338f completed May 1, 2026, 10:07 a.m.
NED2 Entity disambiguation (via description) batch_69f47db91f38819092b7b5c5e2bb489b completed May 1, 2026, 10:17 a.m.
Created at: April 8, 2026, 9:45 p.m.