Triple
T2452015
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Hunter Biden |
E53725
|
entity |
| Predicate | spouse |
P13
|
FINISHED |
| Object |
Kathleen Buhle
Kathleen Buhle is an American nonprofit executive and author best known as the ex-wife of Hunter Biden and for her memoir detailing their marriage and divorce.
|
E269004
|
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: Kathleen Buhle | Statement: [Hunter Biden, spouse, Kathleen Buhle]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Kathleen Buhle Context triple: [Hunter Biden, spouse, Kathleen Buhle]
-
A.
Kathleen Middlekauff
Kathleen Middlekauff is an American academic and former spouse of investigative journalist and author Bob Woodward.
-
B.
Margaret Pomeranz
Margaret Pomeranz is an Australian film critic and television presenter best known for co-hosting long-running movie review programs such as "The Movie Show" and "At the Movies."
-
C.
Barbara Smith
Barbara Smith is the wife of Benjamin A. Smith II, a former United States Senator from Massachusetts and close associate of the Kennedy family.
-
D.
Barbara Smith
Barbara Smith is an influential Black feminist scholar, activist, and writer who co-founded the Combahee River Collective and helped shape contemporary intersectional feminist thought.
-
E.
Mary Louise Miller
Mary Louise Miller was an actress who appeared in early American silent cinema, including the 1926 film "Sparrows."
- 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: Kathleen Buhle Triple: [Hunter Biden, spouse, Kathleen Buhle]
Generated description
Kathleen Buhle is an American nonprofit executive and author best known as the ex-wife of Hunter Biden and for her memoir detailing their marriage and divorce.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Kathleen Buhle Target entity description: Kathleen Buhle is an American nonprofit executive and author best known as the ex-wife of Hunter Biden and for her memoir detailing their marriage and divorce.
-
A.
Kathleen Middlekauff
Kathleen Middlekauff is an American academic and former spouse of investigative journalist and author Bob Woodward.
-
B.
Margaret Pomeranz
Margaret Pomeranz is an Australian film critic and television presenter best known for co-hosting long-running movie review programs such as "The Movie Show" and "At the Movies."
-
C.
Barbara Smith
Barbara Smith is an influential Black feminist scholar, activist, and writer who co-founded the Combahee River Collective and helped shape contemporary intersectional feminist thought.
-
D.
Barbara Smith
Barbara Smith is the wife of Benjamin A. Smith II, a former United States Senator from Massachusetts and close associate of the Kennedy family.
-
E.
Mary Louise Miller
Mary Louise Miller was an actress who appeared in early American silent cinema, including the 1926 film "Sparrows."
- 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_69ab495d227c8190b26ae6548eeb1019 |
completed | March 6, 2026, 9:38 p.m. |
| NER | Named-entity recognition | batch_69abd0f52524819088b00009c9dd1823 |
completed | March 7, 2026, 7:17 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69aef0c544788190bb0e8c5ae4a32ff0 |
completed | March 9, 2026, 4:09 p.m. |
| NEDg | Description generation | batch_69aef53740508190893b14bb1b411a30 |
completed | March 9, 2026, 4:28 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69aef9594024819088e7afc0e64429ff |
completed | March 9, 2026, 4:46 p.m. |
Created at: March 6, 2026, 9:43 p.m.