Triple
T13264144
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Elizabeth Berkley |
E315872
|
entity |
| Predicate | placeOfBirth |
P1
|
FINISHED |
| Object |
Farmington Hills, Michigan, United States
Farmington Hills, Michigan, United States is a suburban city in the Detroit metropolitan area known for its affluent residential communities, strong school system, and diverse local economy.
|
E1031151
|
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: Farmington Hills, Michigan, United States | Statement: [Elizabeth Berkley, placeOfBirth, Farmington Hills, Michigan, United States]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Farmington Hills, Michigan, United States Context triple: [Elizabeth Berkley, placeOfBirth, Farmington Hills, Michigan, United States]
-
A.
Bloomfield Hills, Michigan, United States
Bloomfield Hills, Michigan, United States, is an affluent suburban city in the Detroit metropolitan area known for its prestigious residential communities and cultural institutions such as the Cranbrook Educational Community.
-
B.
Southfield, Michigan, United States
Southfield, Michigan, United States is a suburban city in the Detroit metropolitan area known for its commercial centers, office complexes, and diverse residential communities.
-
C.
West Bloomfield, Michigan, United States
West Bloomfield, Michigan, United States, is a suburban township in Oakland County known for its affluent residential communities, numerous lakes, and proximity to the Detroit metropolitan area.
-
D.
Sterling Heights, Michigan
Sterling Heights, Michigan is a large suburban city in Macomb County, part of the Detroit metropolitan area, known for its residential communities and diverse population.
-
E.
Auburn Hills, Michigan
Auburn Hills, Michigan is a suburban city in the Detroit metropolitan area best known as a major automotive hub and the longtime home of Chrysler’s corporate headquarters.
- 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: Farmington Hills, Michigan, United States Triple: [Elizabeth Berkley, placeOfBirth, Farmington Hills, Michigan, United States]
Generated description
Farmington Hills, Michigan, United States is a suburban city in the Detroit metropolitan area known for its affluent residential communities, strong school system, and diverse local economy.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Farmington Hills, Michigan, United States Target entity description: Farmington Hills, Michigan, United States is a suburban city in the Detroit metropolitan area known for its affluent residential communities, strong school system, and diverse local economy.
-
A.
Bloomfield Hills, Michigan, United States
Bloomfield Hills, Michigan, United States, is an affluent suburban city in the Detroit metropolitan area known for its prestigious residential communities and cultural institutions such as the Cranbrook Educational Community.
-
B.
Southfield, Michigan, United States
Southfield, Michigan, United States is a suburban city in the Detroit metropolitan area known for its commercial centers, office complexes, and diverse residential communities.
-
C.
West Bloomfield, Michigan, United States
West Bloomfield, Michigan, United States, is a suburban township in Oakland County known for its affluent residential communities, numerous lakes, and proximity to the Detroit metropolitan area.
-
D.
Sterling Heights, Michigan
Sterling Heights, Michigan is a large suburban city in Macomb County, part of the Detroit metropolitan area, known for its residential communities and diverse population.
-
E.
Auburn Hills, Michigan
Auburn Hills, Michigan is a suburban city in the Detroit metropolitan area best known as a major automotive hub and the longtime home of Chrysler’s corporate headquarters.
- 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_69d806b1d9ac8190852c5571d5bd5f0f |
completed | April 9, 2026, 8:06 p.m. |
| NER | Named-entity recognition | batch_69d9901c65048190bd8b3c4872f22520 |
completed | April 11, 2026, 12:04 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f70a4ad79c8190b1304942dc48c0ff |
completed | May 3, 2026, 8:41 a.m. |
| NEDg | Description generation | batch_69f70b37ebe081909ed2ae0f42ccad2d |
completed | May 3, 2026, 8:45 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69f70ca343f08190b6484f464ed40810 |
completed | May 3, 2026, 8:51 a.m. |
Created at: April 9, 2026, 9:25 p.m.