Triple

T9900757
Position Surface form Disambiguated ID Type / Status
Subject Justin Chambers E182273 entity
Predicate spouse P13 FINISHED
Object 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.
E838777 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 Chambers | Statement: [Justin Chambers, spouse, Keisha Chambers]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Keisha Chambers
Context triple: [Justin Chambers, spouse, Keisha Chambers]
  • A. 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.
  • B. 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.
  • C. Keisha Thompson
    Keisha Thompson is a British poet, playwright, and theatre-maker who serves as the artistic director of Manchester’s Contact Theatre.
  • D. Scherrie Payne
    Scherrie Payne is an American singer best known as the final lead vocalist of the legendary Motown group The Supremes.
  • E. Shamorie Ponds
    Shamorie Ponds is an American professional basketball player and standout scoring point guard who starred at St. John’s University before playing in the NBA and overseas.
  • 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 Chambers
Triple: [Justin Chambers, spouse, Keisha Chambers]
Generated description
Keisha Chambers is the wife of actor and former model Justin Chambers, known for maintaining a private life largely outside the entertainment spotlight.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Keisha Chambers
Target entity description: Keisha Chambers is the wife of actor and former model Justin Chambers, known for maintaining a private life largely outside the entertainment spotlight.
  • A. 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.
  • B. 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.
  • C. Keisha Thompson
    Keisha Thompson is a British poet, playwright, and theatre-maker who serves as the artistic director of Manchester’s Contact Theatre.
  • D. Scherrie Payne
    Scherrie Payne is an American singer best known as the final lead vocalist of the legendary Motown group The Supremes.
  • E. Shamorie Ponds
    Shamorie Ponds is an American professional basketball player and standout scoring point guard who starred at St. John’s University before playing in the NBA and overseas.
  • 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_69ca82876f8081909cf75df0f99bb13f completed March 30, 2026, 2:02 p.m.
NER Named-entity recognition batch_69cdb4e0705c8190bd17e36aff615cdd completed April 2, 2026, 12:14 a.m.
NED1 Entity disambiguation (via context triple) batch_69d299c51ea08190902e03552fbe7ebb completed April 5, 2026, 5:20 p.m.
NEDg Description generation batch_69d29b7430248190b8965eaf1286dd7c completed April 5, 2026, 5:27 p.m.
NED2 Entity disambiguation (via description) batch_69d29c7ba9f081908f4614098d6c954b completed April 5, 2026, 5:31 p.m.
Created at: March 30, 2026, 8:40 p.m.