Triple
T18505529
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Le Freak |
E452187
|
entity |
| Predicate | hasNotableVocalist |
P17435
|
FINISHED |
| Object |
Michelle Cobbs
Michelle Cobbs is an American singer best known for her work as a vocalist with the disco group Chic and on various dance and R&B recordings.
|
E1327929
|
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: Michelle Cobbs | Statement: [Le Freak, hasNotableVocalist, Michelle Cobbs]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Michelle Cobbs Context triple: [Le Freak, hasNotableVocalist, Michelle Cobbs]
-
A.
Natasha Tameika Cobbs
Natasha Tameika Cobbs, better known as Tasha Cobbs Leonard, is an American gospel singer and songwriter acclaimed for her powerful worship anthems and multiple Stellar and Grammy Awards.
-
B.
Deborah Joy Winans
Deborah Joy Winans is an American actress and singer best known for her role as Charity Greenleaf-Satterlee on the Oprah Winfrey Network drama series "Greenleaf."
-
C.
Heather Headley
Heather Headley is a Tony and Grammy Award-winning Trinidadian-American singer, songwriter, and actress known for her work in musical theatre and R&B/gospel music.
-
D.
Keshia Chanté
Keshia Chanté is a Canadian singer, actress, and television personality known for her R&B music career and prominent hosting roles on music video countdown shows.
-
E.
Deborah Cox
Deborah Cox is a Canadian R&B singer, songwriter, and actress best known for her powerful vocals and hits like "Nobody's Supposed to Be Here."
- 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: Michelle Cobbs Triple: [Le Freak, hasNotableVocalist, Michelle Cobbs]
Generated description
Michelle Cobbs is an American singer best known for her work as a vocalist with the disco group Chic and on various dance and R&B recordings.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Michelle Cobbs Target entity description: Michelle Cobbs is an American singer best known for her work as a vocalist with the disco group Chic and on various dance and R&B recordings.
-
A.
Natasha Tameika Cobbs
Natasha Tameika Cobbs, better known as Tasha Cobbs Leonard, is an American gospel singer and songwriter acclaimed for her powerful worship anthems and multiple Stellar and Grammy Awards.
-
B.
Deborah Joy Winans
Deborah Joy Winans is an American actress and singer best known for her role as Charity Greenleaf-Satterlee on the Oprah Winfrey Network drama series "Greenleaf."
-
C.
Heather Headley
Heather Headley is a Tony and Grammy Award-winning Trinidadian-American singer, songwriter, and actress known for her work in musical theatre and R&B/gospel music.
-
D.
Keshia Chanté
Keshia Chanté is a Canadian singer, actress, and television personality known for her R&B music career and prominent hosting roles on music video countdown shows.
-
E.
Deborah Cox
Deborah Cox is a Canadian R&B singer, songwriter, and actress best known for her powerful vocals and hits like "Nobody's Supposed to Be Here."
- 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_69d8d386df84819092355ebb260d848e |
completed | April 10, 2026, 10:40 a.m. |
| NER | Named-entity recognition | batch_69e53341b6c48190b7da42f5df923e81 |
completed | April 19, 2026, 7:55 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a0471456b348190a6bf62f1614f3d07 |
completed | May 13, 2026, 12:40 p.m. |
| NEDg | Description generation | batch_6a0472fee3a88190aa0cb5a8ff0af66a |
completed | May 13, 2026, 12:47 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a0473fa3c5c8190aad12a5d952a796a |
completed | May 13, 2026, 12:52 p.m. |
Created at: April 10, 2026, 11:36 a.m.