Triple
T8989163
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Kesha Ward |
E214744
|
entity |
| Predicate | alsoKnownAs |
P39
|
FINISHED |
| Object |
Kesha Epps
Kesha Epps is an American businesswoman and philanthropist best known as the wife of rapper and actor 2 Chainz (Tauheed Epps).
|
E772092
|
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: Kesha Epps | Statement: [Kesha Ward, alsoKnownAs, Kesha Epps]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Kesha Epps Context triple: [Kesha Ward, alsoKnownAs, Kesha Epps]
-
A.
Vashtie Kola
Vashtie Kola is a New York-based director, DJ, designer, and creative known for her influential role in downtown street culture and collaborations across music, fashion, and art.
-
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.
Tracee Ellis Ross
Tracee Ellis Ross is an American actress, comedian, and producer best known for her lead role on the television series "Black-ish" and her work as a prominent advocate for diversity and women's empowerment.
-
D.
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.
-
E.
Keisha Castle-Hughes
Keisha Castle-Hughes is a New Zealand actress best known for her Oscar-nominated breakthrough role in the film "Whale Rider" and later appearances in projects like "Game of Thrones."
- 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: Kesha Epps Triple: [Kesha Ward, alsoKnownAs, Kesha Epps]
Generated description
Kesha Epps is an American businesswoman and philanthropist best known as the wife of rapper and actor 2 Chainz (Tauheed Epps).
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Kesha Epps Target entity description: Kesha Epps is an American businesswoman and philanthropist best known as the wife of rapper and actor 2 Chainz (Tauheed Epps).
-
A.
Vashtie Kola
Vashtie Kola is a New York-based director, DJ, designer, and creative known for her influential role in downtown street culture and collaborations across music, fashion, and art.
-
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.
Tracee Ellis Ross
Tracee Ellis Ross is an American actress, comedian, and producer best known for her lead role on the television series "Black-ish" and her work as a prominent advocate for diversity and women's empowerment.
-
D.
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.
-
E.
Keisha Castle-Hughes
Keisha Castle-Hughes is a New Zealand actress best known for her Oscar-nominated breakthrough role in the film "Whale Rider" and later appearances in projects like "Game of Thrones."
- 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_69ca839f76bc8190a4b7123cdd682199 |
completed | March 30, 2026, 2:07 p.m. |
| NER | Named-entity recognition | batch_69cc687205c88190a4cdf12ee2cdfd14 |
completed | April 1, 2026, 12:36 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69cfd0c58c94819095979b82a50cb77d |
completed | April 3, 2026, 2:37 p.m. |
| NEDg | Description generation | batch_69cfd1a32a64819090d423a99ab75362 |
completed | April 3, 2026, 2:41 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69cfd250593881908312200ba7bba617 |
completed | April 3, 2026, 2:44 p.m. |
Created at: March 30, 2026, 7:04 p.m.