Triple
T20735122
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Birmingham, Michigan |
E509679
|
entity |
| Predicate | hasDowntownBusinessAssociation |
P459
|
FINISHED |
| Object | Birmingham Shopping District |
—
|
NE NERFINISHED |
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: Birmingham Shopping District | Statement: [Birmingham, Michigan, hasDowntownBusinessAssociation, Birmingham Shopping District]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Birmingham Shopping District Context triple: [Birmingham, Michigan, hasDowntownBusinessAssociation, Birmingham Shopping District]
-
A.
Birmingham Jewellery Quarter
Birmingham Jewellery Quarter is a historic district in Birmingham, England, renowned for its dense concentration of jewellery workshops, heritage architecture, and role as a major center of the British jewellery trade.
-
B.
Birmingham Moor Street
Birmingham Moor Street is a central railway station in Birmingham, England, known for its restored Edwardian architecture and services on regional and commuter routes.
-
C.
Birmingham city centre
Birmingham city centre is the main commercial, retail, and cultural hub of Birmingham, England, known for its shopping districts, business quarters, and major transport links.
-
D.
Brookside shopping district
Brookside shopping district is a popular, walkable commercial area known for its locally owned shops, restaurants, and neighborhood-focused atmosphere.
-
E.
New Street, Birmingham
New Street, Birmingham is a major shopping and commercial thoroughfare in Birmingham’s city centre, known for its retail outlets and proximity to Birmingham New Street railway station.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Birmingham Shopping District Target entity description: Birmingham Shopping District is the central downtown commercial area of Birmingham, Michigan, known for its upscale shops, restaurants, and local businesses.
-
A.
Birmingham Jewellery Quarter
Birmingham Jewellery Quarter is a historic district in Birmingham, England, renowned for its dense concentration of jewellery workshops, heritage architecture, and role as a major center of the British jewellery trade.
-
B.
Birmingham Moor Street
Birmingham Moor Street is a central railway station in Birmingham, England, known for its restored Edwardian architecture and services on regional and commuter routes.
-
C.
Birmingham city centre
Birmingham city centre is the main commercial, retail, and cultural hub of Birmingham, England, known for its shopping districts, business quarters, and major transport links.
-
D.
Brookside shopping district
Brookside shopping district is a popular, walkable commercial area known for its locally owned shops, restaurants, and neighborhood-focused atmosphere.
-
E.
New Street, Birmingham
New Street, Birmingham is a major shopping and commercial thoroughfare in Birmingham’s city centre, known for its retail outlets and proximity to Birmingham New Street railway station.
- F. None of above. chosen
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: hasDowntownBusinessAssociation Context triple: [Birmingham, Michigan, hasDowntownBusinessAssociation, Birmingham Shopping District]
-
A.
hasDowntown
Indicates that a place or city possesses a central downtown area.
-
B.
hasDowntownCharacteristic
Indicates that something possesses a feature, quality, or attribute typically associated with a downtown area.
-
C.
isDowntownHub
Indicates that a location functions as a central, primary hub within a city’s downtown area.
-
D.
hasBusinessDistrict
chosen
Indicates that a place or administrative area contains or includes a designated business district within its boundaries.
-
E.
isLocatedDowntown
Indicates that an entity is situated within the downtown area of a city or town.
- F. None of above.
Provenance (3 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_69e0b4c589c08190834fb5d86d0efa2b |
completed | April 16, 2026, 10:07 a.m. |
| NER | Named-entity recognition | batch_69e6c209348c819084a2f35f36378680 |
completed | April 21, 2026, 12:17 a.m. |
| PD | Predicate disambiguation | batch_69e5c04b31248190b9b9d91b5cb854e3 |
completed | April 20, 2026, 5:57 a.m. |
Created at: April 16, 2026, 12:31 p.m.