Triple

T7418009
Position Surface form Disambiguated ID Type / Status
Subject Never Really Over E171176 entity
Predicate writer P1360 FINISHED
Object Gigi Grombacher
Gigi Grombacher is a songwriter best known for co-writing pop tracks such as "Never Really Over."
 E666264 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: Gigi Grombacher | Statement: [Never Really Over, writer, Gigi Grombacher]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Gigi Grombacher
Context triple: [Never Really Over, writer, Gigi Grombacher]
  • A. Bettina Gilois
    Bettina Gilois was a German-American screenwriter and author known for her work on inspirational, fact-based films such as "McFarland, USA" and "Glory Road."
  • B. Annette Ziegler
    Annette Ziegler is an American jurist who serves as the Chief Justice of the Wisconsin Supreme Court.
  • C. Emilie Schenkl
    Emilie Schenkl was an Austrian woman best known as the wife of Indian nationalist leader Subhas Chandra Bose and the mother of their daughter, Anita Bose Pfaff.
  • D. Therese Giehse
    Therese Giehse was a prominent German stage and film actress, renowned for her powerful performances in works by Bertolt Brecht and for her opposition to the Nazi regime.
  • E. Marlene Knaus
    Marlene Knaus is an Austrian former model best known as the ex-wife of Formula One legend Niki Lauda.
  • 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: Gigi Grombacher
Triple: [Never Really Over, writer, Gigi Grombacher]
Generated description
Gigi Grombacher is a songwriter best known for co-writing pop tracks such as "Never Really Over."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Gigi Grombacher
Target entity description: Gigi Grombacher is a songwriter best known for co-writing pop tracks such as "Never Really Over."
  • A. Bettina Gilois
    Bettina Gilois was a German-American screenwriter and author known for her work on inspirational, fact-based films such as "McFarland, USA" and "Glory Road."
  • B. Annette Ziegler
    Annette Ziegler is an American jurist who serves as the Chief Justice of the Wisconsin Supreme Court.
  • C. Emilie Schenkl
    Emilie Schenkl was an Austrian woman best known as the wife of Indian nationalist leader Subhas Chandra Bose and the mother of their daughter, Anita Bose Pfaff.
  • D. Therese Giehse
    Therese Giehse was a prominent German stage and film actress, renowned for her powerful performances in works by Bertolt Brecht and for her opposition to the Nazi regime.
  • E. Marlene Knaus
    Marlene Knaus is an Austrian former model best known as the ex-wife of Formula One legend Niki Lauda.
  • 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_69c68a625d048190af70eb8b63bec5a0 completed March 27, 2026, 1:47 p.m.
NER Named-entity recognition batch_69c6f2c9314c8190855b79a2e6ef3e9b completed March 27, 2026, 9:12 p.m.
NED1 Entity disambiguation (via context triple) batch_69c8344541308190af8d90633cd92645 completed March 28, 2026, 8:04 p.m.
NEDg Description generation batch_69c835904be081908fa9317eb5568d82 completed March 28, 2026, 8:09 p.m.
NED2 Entity disambiguation (via description) batch_69c83621b32c8190bd4b289b5f9f1764 completed March 28, 2026, 8:12 p.m.
Created at: March 27, 2026, 3:11 p.m.