Triple
T14665746
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Wixom, Michigan |
E344365
|
entity |
| Predicate | region |
P40
|
FINISHED |
| Object |
Oakland County western suburbs
Oakland County western suburbs is a largely residential and commercial area northwest of Detroit known for its affluent communities, shopping centers, and light industrial corridors.
|
E315810
|
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: Oakland County western suburbs | Statement: [Wixom, Michigan, region, Oakland County western suburbs]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Oakland County western suburbs Context triple: [Wixom, Michigan, region, Oakland County western suburbs]
-
A.
suburban Detroit, Michigan
Suburban Detroit, Michigan is a middle-class residential area near the city of Detroit known for its automotive-industry roots and as the nostalgic late-1970s backdrop of the TV series "Freaks and Geeks."
-
B.
Oakland Township, Michigan
Oakland Township, Michigan is a largely residential charter township in northeastern Oakland County known for its affluent communities, rolling landscapes, and extensive parks and nature preserves.
-
C.
West Bloomfield Township
West Bloomfield Township is a suburban community in Oakland County, Michigan, known for its residential neighborhoods, lakes, and proximity to the Detroit metropolitan area.
-
D.
Southeast Michigan
Southeast Michigan is a region anchored by Detroit that serves as the historic heart of the U.S. automotive industry and a major center for manufacturing and engineering.
-
E.
Shelby Township, Michigan
Shelby Township, Michigan is a large suburban community in southeastern Michigan known for its residential neighborhoods, parks, and proximity to the Detroit metropolitan area.
- 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: Oakland County western suburbs Triple: [Wixom, Michigan, region, Oakland County western suburbs]
Generated description
Oakland County western suburbs is a largely residential and commercial area northwest of Detroit known for its affluent communities, shopping centers, and light industrial corridors.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Oakland County western suburbs Target entity description: Oakland County western suburbs is a largely residential and commercial area northwest of Detroit known for its affluent communities, shopping centers, and light industrial corridors.
-
A.
suburban Detroit, Michigan
Suburban Detroit, Michigan is a middle-class residential area near the city of Detroit known for its automotive-industry roots and as the nostalgic late-1970s backdrop of the TV series "Freaks and Geeks."
-
B.
Oakland Township, Michigan
Oakland Township, Michigan is a largely residential charter township in northeastern Oakland County known for its affluent communities, rolling landscapes, and extensive parks and nature preserves.
-
C.
West Bloomfield Township
chosen
West Bloomfield Township is a suburban community in Oakland County, Michigan, known for its residential neighborhoods, lakes, and proximity to the Detroit metropolitan area.
-
D.
Southeast Michigan
Southeast Michigan is a region anchored by Detroit that serves as the historic heart of the U.S. automotive industry and a major center for manufacturing and engineering.
-
E.
Shelby Township, Michigan
Shelby Township, Michigan is a large suburban community in southeastern Michigan known for its residential neighborhoods, parks, and proximity to the Detroit metropolitan area.
- F. None of above.
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_69d822e283fc8190a0e4c235cf880052 |
completed | April 9, 2026, 10:06 p.m. |
| NER | Named-entity recognition | batch_69deb54c69f8819080a37161deecfba8 |
completed | April 14, 2026, 9:44 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69fdd5e63e6c8190ba67776719f2ff0c |
completed | May 8, 2026, 12:24 p.m. |
| NEDg | Description generation | batch_69fdda3510bc8190b12783ded11b5796 |
completed | May 8, 2026, 12:42 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69fddaa56f4c8190ba56af6a7a56a201 |
completed | May 8, 2026, 12:44 p.m. |
Created at: April 10, 2026, 1:27 a.m.