Triple
T5226315
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Heath Shuler |
E117995
|
entity |
| Predicate | spouse |
P13
|
FINISHED |
| Object |
Nikki Shuler
Nikki Shuler is the wife of former NFL quarterback and U.S. Congressman Heath Shuler and is known primarily in connection with his political and public life.
|
E527144
|
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: Nikki Shuler | Statement: [Heath Shuler, spouse, Nikki Shuler]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Nikki Shuler Context triple: [Heath Shuler, spouse, Nikki Shuler]
-
A.
Nikki Sapp
Nikki Sapp is an American former Miami Heat dancer, art gallery director, and podcast host best known as the wife of NBA coach Erik Spoelstra.
-
B.
Nikki Butler
Nikki Butler is an American fashion designer best known for her long-term marriage to English actor Tim Roth.
-
C.
Nicole Shanahan
Nicole Shanahan is an American attorney, legal tech entrepreneur, and philanthropist known for founding the patent management company ClearAccessIP and for her high-profile marriage to Google co-founder Sergey Brin.
-
D.
Nicole Willis
Nicole Willis is a central character in the thriller film "Mindhunters," portrayed as one of the FBI profiler trainees trapped on a remote island during a deadly training exercise.
-
E.
Nicole Johnson
Nicole Johnson is an American model and former Miss California USA best known as the wife of Olympic swimmer Michael Phelps.
- 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: Nikki Shuler Triple: [Heath Shuler, spouse, Nikki Shuler]
Generated description
Nikki Shuler is the wife of former NFL quarterback and U.S. Congressman Heath Shuler and is known primarily in connection with his political and public life.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Nikki Shuler Target entity description: Nikki Shuler is the wife of former NFL quarterback and U.S. Congressman Heath Shuler and is known primarily in connection with his political and public life.
-
A.
Nikki Sapp
Nikki Sapp is an American former Miami Heat dancer, art gallery director, and podcast host best known as the wife of NBA coach Erik Spoelstra.
-
B.
Nikki Butler
Nikki Butler is an American fashion designer best known for her long-term marriage to English actor Tim Roth.
-
C.
Nicole Shanahan
Nicole Shanahan is an American attorney, legal tech entrepreneur, and philanthropist known for founding the patent management company ClearAccessIP and for her high-profile marriage to Google co-founder Sergey Brin.
-
D.
Nicole Willis
Nicole Willis is a central character in the thriller film "Mindhunters," portrayed as one of the FBI profiler trainees trapped on a remote island during a deadly training exercise.
-
E.
Nicole Johnson
Nicole Johnson is an American model and former Miss California USA best known as the wife of Olympic swimmer Michael Phelps.
- 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_69bd4466fb8c819083b806a79414d7e4 |
completed | March 20, 2026, 12:58 p.m. |
| NER | Named-entity recognition | batch_69bd7adc9be081909903b9f844c3d146 |
completed | March 20, 2026, 4:50 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69bfd7104f008190b2bcacc8d071277c |
completed | March 22, 2026, 11:48 a.m. |
| NEDg | Description generation | batch_69bfd7b938d48190b81a6a0d039b5fa5 |
completed | March 22, 2026, 11:51 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69bfd84a09208190ae6eea7334fd3fe1 |
completed | March 22, 2026, 11:53 a.m. |
Created at: March 20, 2026, 1:48 p.m.