Cumming, Georgia
E154675
Cumming, Georgia is a small city in Forsyth County that serves as a suburban hub within the Atlanta metropolitan area.
All labels observed (3)
| Label | Occurrences |
|---|---|
| Cumming, Georgia canonical | 27 |
| city of Cumming, Georgia | 2 |
| Cumming, Georgia, United States | 1 |
How this entity was disambiguated
This entity first appeared as the object of triple T1100769 — resolving that mention is where its identity was fixed. The disambiguator weighed these candidate entities and picked the highlighted one (or “None”, minting a new entity). This is how homonymy is resolved: the same surface form can point to different entities.
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Cumming, Georgia Context triple: [Georgia State Route 400, servesCity, Cumming, Georgia]
-
A.
Cumberland, Georgia
Cumberland, Georgia is a major commercial and entertainment district in Cobb County, best known as the home of Truist Park and The Battery Atlanta.
-
B.
Columbus, Georgia
Columbus, Georgia is a major city in western Georgia located along the Chattahoochee River, known for its military presence near Fort Moore and its revitalized riverfront and whitewater attractions.
-
C.
Newnan, Georgia
Newnan, Georgia is a historic city in west-central Georgia, known for its well-preserved antebellum architecture and role as a regional economic and cultural center.
-
D.
Fairburn, Georgia
Fairburn, Georgia is a small city in the Atlanta metropolitan area known for its historic downtown and role as a growing suburban community.
-
E.
Morrow, Georgia
Morrow, Georgia is a small suburban city in the Atlanta metropolitan area known for housing Clayton State University and various retail and commercial centers.
- 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: Cumming, Georgia Target entity description: Cumming, Georgia is a small city in Forsyth County that serves as a suburban hub within the Atlanta metropolitan area.
-
A.
Cumberland, Georgia
Cumberland, Georgia is a major commercial and entertainment district in Cobb County, best known as the home of Truist Park and The Battery Atlanta.
-
B.
Columbus, Georgia
Columbus, Georgia is a major city in western Georgia located along the Chattahoochee River, known for its military presence near Fort Moore and its revitalized riverfront and whitewater attractions.
-
C.
Newnan, Georgia
Newnan, Georgia is a historic city in west-central Georgia, known for its well-preserved antebellum architecture and role as a regional economic and cultural center.
-
D.
Fairburn, Georgia
Fairburn, Georgia is a small city in the Atlanta metropolitan area known for its historic downtown and role as a growing suburban community.
-
E.
Morrow, Georgia
Morrow, Georgia is a small suburban city in the Atlanta metropolitan area known for housing Clayton State University and various retail and commercial centers.
- F. None of above. chosen
Statements (30)
| Predicate | Object |
|---|---|
| instanceOf |
city
ⓘ
county seat ⓘ |
| areaCode |
470
ⓘ
678 ⓘ 770 ⓘ |
| climate | humid subtropical climate ⓘ |
| country |
United States
ⓘ
linked to:
United States of America
|
| county | Forsyth County, Georgia ⓘ |
| FIPSCode | 13-20452 ⓘ |
| GNISFeatureID | 0331520 ⓘ |
| governmentType | mayor–council government ⓘ |
| hasAttraction |
Cumming City Center
ⓘ
linked to:
Cumming
Cumming Fairgrounds ⓘ |
| hasHighway |
Georgia State Route 20
ⓘ
Georgia State Route 9 ⓘ U.S. Route 19 ⓘ |
| hasNearbyWaterBody | Lake Lanier ⓘ |
| hasPublicSchoolSystem | Forsyth County Schools ⓘ |
| isSuburbOf |
Atlanta, Georgia
ⓘ
linked to:
Atlanta
|
| locatedInTimeZone | UTC−05:00 ⓘ |
| locatedInTimeZoneDST | UTC−04:00 ⓘ |
| metropolitanArea |
Atlanta metropolitan area
ⓘ
linked to:
Atlanta urban area
|
| namedAfter | William Cumming ⓘ |
| postalCode |
30040
ⓘ
30041 ⓘ |
| region | North Georgia ⓘ |
| role | county seat of Forsyth County, Georgia ⓘ |
| state | Georgia ⓘ |
| timeZone | Eastern Time Zone ⓘ |
| timeZoneDST |
Eastern Daylight Time
ⓘ
linked to:
Eastern Time Zone
|
How these facts were elicited
The pipeline generated the facts above by prompting gpt-5.1 with this entity's name + description and the instruction below.
Instruction
You are a knowledge base construction expert. Given a subject entity and a description of it, return factual statements that you know for the subject as a JSON list of dictionaries(triples), where keys must be "subject", "predicate" and "object". The number of facts may be very high, between 25 to 50 or more, for very popular subjects. For less popular subjects, the number of facts can be very low, like 5 or 10. # Requirements - If you don't know the subject at all, return an empty list. - If the subject is not a named entity, return an empty list. - Include at least one triple where predicate is "instanceOf". - Do not get too wordy. - Separate several objects into multiple triples with one object.
Input
Subject: Cumming, Georgia Description of subject: Cumming, Georgia is a small city in Forsyth County that serves as a suburban hub within the Atlanta metropolitan area.
Referenced by (30)
Full triples — surface form annotated when it differs from this entity's canonical label.
linked to: Cumming, Georgia
linked to: Cumming, Georgia
subject linked to:
Milton
subject linked to:
Sugar Hill
linked to: Cumming, Georgia
subject linked to:
State Route 20