Triple
T5091941
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Total |
E114771
|
entity |
| Predicate | member |
P10
|
FINISHED |
| Object |
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.
|
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: [Total, member, Keisha Spivey]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Keisha Spivey Context triple: [Total, member, Keisha Spivey]
-
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.
Scherrie Payne
Scherrie Payne is an American singer best known as the final lead vocalist of the legendary Motown group The Supremes.
-
C.
LaTavia Roberson
LaTavia Roberson is an American singer and original member of the R&B girl group Destiny's Child, known for her contributions to the group's early success before pursuing other ventures in music and entertainment.
-
D.
Keisha Thompson
Keisha Thompson is a British poet, playwright, and theatre-maker who serves as the artistic director of Manchester’s Contact Theatre.
-
E.
Vonetta Flowers
Vonetta Flowers is an American bobsledder who became the first Black athlete from any country to win a gold medal at the Winter Olympics.
- 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: [Total, member, Keisha Spivey]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Keisha Spivey Target entity description: 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.
-
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.
Scherrie Payne
Scherrie Payne is an American singer best known as the final lead vocalist of the legendary Motown group The Supremes.
-
C.
LaTavia Roberson
LaTavia Roberson is an American singer and original member of the R&B girl group Destiny's Child, known for her contributions to the group's early success before pursuing other ventures in music and entertainment.
-
D.
Keisha Thompson
Keisha Thompson is a British poet, playwright, and theatre-maker who serves as the artistic director of Manchester’s Contact Theatre.
-
E.
Vonetta Flowers
Vonetta Flowers is an American bobsledder who became the first Black athlete from any country to win a gold medal at the Winter Olympics.
- 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_69bd443e941881908eb4e8c685b6f656 |
completed | March 20, 2026, 12:57 p.m. |
| NER | Named-entity recognition | batch_69bd7541b2bc8190b58c2a23733b7825 |
completed | March 20, 2026, 4:26 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69beba72a7b88190a118ff5f31079eff |
completed | March 21, 2026, 3:34 p.m. |
| NEDg | Description generation | batch_69bebb33ed988190897fd7645d96047c |
completed | March 21, 2026, 3:37 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69bebb8f4e00819097123cc4f4c9c640 |
completed | March 21, 2026, 3:38 p.m. |
Created at: March 20, 2026, 1:40 p.m.