Triple
T1958364
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Whatchulookinat |
E42321
|
entity |
| Predicate | creditedWriter |
P17913
|
FINISHED |
| Object |
Toni Estes
Toni Estes is an American R&B singer and songwriter known for her work in the late 1990s and early 2000s, including collaborations with prominent artists and contributions to contemporary R&B tracks.
|
E226410
|
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: Toni Estes | Statement: [Whatchulookinat, creditedWriter, Toni Estes]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Toni Estes Context triple: [Whatchulookinat, creditedWriter, Toni Estes]
-
A.
Gwen Moore
Gwen Moore is an American politician serving as a Democratic U.S. Representative from Wisconsin.
-
B.
Judith Kilpatrick
Judith Kilpatrick is a notable individual recognized as a prominent bearer of the surname Kilpatrick.
-
C.
Shannon Rubicam
Shannon Rubicam is an American singer-songwriter best known as one half of the pop duo Boy Meets Girl and for co-writing major hits for Whitney Houston, including "I Wanna Dance with Somebody (Who Loves Me)."
-
D.
Lynn Petra Alexander
Lynn Petra Alexander is the birth name of Lynn Margulis, the influential American biologist best known for her work on the endosymbiotic theory of eukaryotic cell evolution.
-
E.
Kacy Hill
Kacy Hill is an American singer-songwriter and model known for her ethereal pop and R&B-influenced music and for being one of the early artists signed to Kanye West’s GOOD Music label.
- 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: Toni Estes Triple: [Whatchulookinat, creditedWriter, Toni Estes]
Generated description
Toni Estes is an American R&B singer and songwriter known for her work in the late 1990s and early 2000s, including collaborations with prominent artists and contributions to contemporary R&B tracks.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Toni Estes Target entity description: Toni Estes is an American R&B singer and songwriter known for her work in the late 1990s and early 2000s, including collaborations with prominent artists and contributions to contemporary R&B tracks.
-
A.
Gwen Moore
Gwen Moore is an American politician serving as a Democratic U.S. Representative from Wisconsin.
-
B.
Judith Kilpatrick
Judith Kilpatrick is a notable individual recognized as a prominent bearer of the surname Kilpatrick.
-
C.
Shannon Rubicam
Shannon Rubicam is an American singer-songwriter best known as one half of the pop duo Boy Meets Girl and for co-writing major hits for Whitney Houston, including "I Wanna Dance with Somebody (Who Loves Me)."
-
D.
Lynn Petra Alexander
Lynn Petra Alexander is the birth name of Lynn Margulis, the influential American biologist best known for her work on the endosymbiotic theory of eukaryotic cell evolution.
-
E.
Kacy Hill
Kacy Hill is an American singer-songwriter and model known for her ethereal pop and R&B-influenced music and for being one of the early artists signed to Kanye West’s GOOD Music label.
- 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_69a8870eea088190a38781990812a9bc |
completed | March 4, 2026, 7:25 p.m. |
| NER | Named-entity recognition | batch_69abb7c698748190a10da0901952df07 |
completed | March 7, 2026, 5:29 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ae0acd9c3c8190a6f1140a7fac1627 |
completed | March 8, 2026, 11:48 p.m. |
| NEDg | Description generation | batch_69ae0b49abfc81908876ea54c7b7dcc2 |
completed | March 8, 2026, 11:50 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ae0d1bb5c881908c27bdd359e78773 |
completed | March 8, 2026, 11:58 p.m. |
Created at: March 4, 2026, 7:36 p.m.