Triple

T306107
Position Surface form Disambiguated ID Type / Status
Subject Black Eyed Peas E6305 entity
Predicate hasFormerMember P1168 FINISHED
Object Fergie
Fergie is an American singer, rapper, and songwriter best known as the female vocalist of the pop-rap group the Black Eyed Peas and for her successful solo career.
 E39406 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: Fergie | Statement: [Black Eyed Peas, hasFormerMember, Fergie]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Fergie
Context triple: [Black Eyed Peas, hasFormerMember, Fergie]
  • A. Missy Elliott
    Missy Elliott is an influential American rapper, singer, songwriter, and producer known for her innovative music, groundbreaking music videos, and major impact on hip-hop and pop culture.
  • B. Kelis
    Kelis is an American singer, songwriter, and chef best known for her eclectic R&B and hip-hop-influenced music, including the hit single "Milkshake."
  • C. Lil' Kim
    Lil' Kim is an American rapper and cultural icon known for her hardcore lyrical style, provocative image, and pioneering influence on women in hip-hop.
  • D. Rihanna
    Rihanna is a Barbadian singer, songwriter, actress, and businesswoman known for her genre-blending pop and R&B hits and her influential fashion and beauty ventures, including the Fenty brand.
  • E. Beyoncé
    Beyoncé is a globally acclaimed American singer, songwriter, and performer known for her powerful vocals, dynamic stage presence, and influential contributions to contemporary pop and R&B music.
  • 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: Fergie
Triple: [Black Eyed Peas, hasFormerMember, Fergie]
Generated description
Fergie is an American singer, rapper, and songwriter best known as the female vocalist of the pop-rap group the Black Eyed Peas and for her successful solo career.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Fergie
Target entity description: Fergie is an American singer, rapper, and songwriter best known as the female vocalist of the pop-rap group the Black Eyed Peas and for her successful solo career.
  • A. Missy Elliott
    Missy Elliott is an influential American rapper, singer, songwriter, and producer known for her innovative music, groundbreaking music videos, and major impact on hip-hop and pop culture.
  • B. Kelis
    Kelis is an American singer, songwriter, and chef best known for her eclectic R&B and hip-hop-influenced music, including the hit single "Milkshake."
  • C. Lil' Kim
    Lil' Kim is an American rapper and cultural icon known for her hardcore lyrical style, provocative image, and pioneering influence on women in hip-hop.
  • D. Rihanna
    Rihanna is a Barbadian singer, songwriter, actress, and businesswoman known for her genre-blending pop and R&B hits and her influential fashion and beauty ventures, including the Fenty brand.
  • E. Beyoncé
    Beyoncé is a globally acclaimed American singer, songwriter, and performer known for her powerful vocals, dynamic stage presence, and influential contributions to contemporary pop and R&B music.
  • 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_69a2e79230508190b912ecb555aae17e completed Feb. 28, 2026, 1:03 p.m.
NER Named-entity recognition batch_69a2ea2fba548190a5aeb1597dca96bd completed Feb. 28, 2026, 1:14 p.m.
NED1 Entity disambiguation (via context triple) batch_69a3b077a6808190aedb6e347cb749f2 completed March 1, 2026, 3:20 a.m.
NEDg Description generation batch_69a3b14ff54481909d37f03ea2d6b455 completed March 1, 2026, 3:24 a.m.
NED2 Entity disambiguation (via description) batch_69a3b1b81ad88190ad65622d7a664002 completed March 1, 2026, 3:25 a.m.
Created at: Feb. 28, 2026, 1:06 p.m.