Triple
T3999018
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Doug Emhoff |
E87166
|
entity |
| Predicate | familyName |
P18
|
FINISHED |
| Object |
Emhoff
Emhoff is the surname of Doug Emhoff, an American lawyer best known as the husband of U.S. Vice President Kamala Harris and the first Second Gentleman of the United States.
|
E406093
|
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: Emhoff | Statement: [Doug Emhoff, familyName, Emhoff]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Emhoff Context triple: [Doug Emhoff, familyName, Emhoff]
-
A.
Hoffman
Hoffman is a common German-origin surname borne by numerous notable individuals across fields such as business, entertainment, science, and politics.
-
B.
William Hoffman
William Hoffman is a relatively common personal name shared by multiple notable individuals across fields such as literature, politics, and the arts.
-
C.
Hoffer
Hoffer is a surname most notably associated with Abram Hoffer, a Canadian psychiatrist known for his work in orthomolecular medicine and niacin therapy for mental illness.
-
D.
Al Hoffman
Al Hoffman was a prolific American songwriter best known for co-writing numerous popular standards and classic Disney songs in the mid-20th century.
-
E.
Helfrich
Helfrich is a German-origin surname borne by various notable individuals across fields such as sports, science, and the arts.
- 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: Emhoff Triple: [Doug Emhoff, familyName, Emhoff]
Generated description
Emhoff is the surname of Doug Emhoff, an American lawyer best known as the husband of U.S. Vice President Kamala Harris and the first Second Gentleman of the United States.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Emhoff Target entity description: Emhoff is the surname of Doug Emhoff, an American lawyer best known as the husband of U.S. Vice President Kamala Harris and the first Second Gentleman of the United States.
-
A.
Hoffman
Hoffman is a common German-origin surname borne by numerous notable individuals across fields such as business, entertainment, science, and politics.
-
B.
William Hoffman
William Hoffman is a relatively common personal name shared by multiple notable individuals across fields such as literature, politics, and the arts.
-
C.
Hoffer
Hoffer is a surname most notably associated with Abram Hoffer, a Canadian psychiatrist known for his work in orthomolecular medicine and niacin therapy for mental illness.
-
D.
Al Hoffman
Al Hoffman was a prolific American songwriter best known for co-writing numerous popular standards and classic Disney songs in the mid-20th century.
-
E.
Helfrich
Helfrich is a German-origin surname borne by various notable individuals across fields such as sports, science, and the arts.
- 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_69aed94118148190975e6aa4e554cde9 |
completed | March 9, 2026, 2:29 p.m. |
| NER | Named-entity recognition | batch_69aefa4065ac8190a898a1025365b8e9 |
completed | March 9, 2026, 4:50 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b54c57f60c819080e237b4b056d73b |
completed | March 14, 2026, 11:54 a.m. |
| NEDg | Description generation | batch_69b54dbaf3d88190962e5c0b5b4604d4 |
completed | March 14, 2026, 11:59 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b54e16cde48190bb82f0eb04470629 |
completed | March 14, 2026, 12:01 p.m. |
Created at: March 9, 2026, 3:34 p.m.