Triple

T20334312
Position Surface form Disambiguated ID Type / Status
Subject Trippin’ E492564 entity
Predicate hasPerformerMember P46749 FINISHED
Object Keisha Spivey
Keisha Spivey is an American singer best known as a member of the R&B girl group Total, which rose to prominence in the 1990s under Bad Boy Records.
 E494000 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: Keisha Spivey | Statement: [Trippin’, hasPerformerMember, Keisha Spivey]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Keisha Spivey
Context triple: [Trippin’, hasPerformerMember, Keisha Spivey]
  • A. Keisha Spivey
    Keisha Spivey is an American R&B singer best known as a member of the 1990s girl group Total, which was signed to Sean "Diddy" Combs' Bad Boy Records.
  • B. Keisha Morris
    Keisha Morris is an American woman best known for her brief marriage to iconic rapper and actor Tupac Shakur in the mid-1990s.
  • C. Keisha Chambers
    Keisha Chambers is the wife of actor and former model Justin Chambers, known for maintaining a private life largely outside the entertainment spotlight.
  • D. Keisha Plum
    Keisha Plum is a spoken-word artist and poet closely associated with the Buffalo-based hip-hop collective Griselda Records, known for her distinctive narrative interludes on their projects.
  • E. Scherrie Payne
    Scherrie Payne is an American singer best known as the final lead vocalist of the legendary Motown group The Supremes.
  • 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: Keisha Spivey
Triple: [Trippin’, hasPerformerMember, Keisha Spivey]
Generated description
Keisha Spivey is an American singer best known as a member of the R&B girl group Total, which rose to prominence in the 1990s under Bad Boy Records.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Keisha Spivey
Target entity description: Keisha Spivey is an American singer best known as a member of the R&B girl group Total, which rose to prominence in the 1990s under Bad Boy Records.
  • A. Keisha Spivey chosen
    Keisha Spivey is an American R&B singer best known as a member of the 1990s girl group Total, which was signed to Sean "Diddy" Combs' Bad Boy Records.
  • B. Keisha Morris
    Keisha Morris is an American woman best known for her brief marriage to iconic rapper and actor Tupac Shakur in the mid-1990s.
  • C. Keisha Chambers
    Keisha Chambers is the wife of actor and former model Justin Chambers, known for maintaining a private life largely outside the entertainment spotlight.
  • D. Keisha Plum
    Keisha Plum is a spoken-word artist and poet closely associated with the Buffalo-based hip-hop collective Griselda Records, known for her distinctive narrative interludes on their projects.
  • E. Scherrie Payne
    Scherrie Payne is an American singer best known as the final lead vocalist of the legendary Motown group The Supremes.
  • F. None of above.

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_69e0b4a1a09881908d97270d6971a25a completed April 16, 2026, 10:06 a.m.
NER Named-entity recognition batch_69e677ea8a088190b2b37accd6b24277 completed April 20, 2026, 7 p.m.
NED1 Entity disambiguation (via context triple) batch_6a08d7ca41a08190bc436fb07fa3a31c completed May 16, 2026, 8:47 p.m.
NEDg Description generation batch_6a08d8b987988190bdf4d500cc0c8cdb completed May 16, 2026, 8:51 p.m.
NED2 Entity disambiguation (via description) batch_6a08d91673748190a4880a6cffcc679d completed May 16, 2026, 8:52 p.m.
Created at: April 16, 2026, 11:23 a.m.