Panama City Beach, Florida
E68600
Panama City Beach, Florida is a popular Gulf Coast resort city known for its white-sand beaches, emerald-green waters, and vibrant tourism industry.
All labels observed (6)
| Label | Occurrences |
|---|---|
| Panama City Beach, Florida canonical | 22 |
| Panama City Beach | 8 |
| Gulf of Mexico beaches at Panama City Beach | 1 |
| Panama City Beach shoreline | 1 |
| Panama City Beach urban area | 1 |
| Panama City Beach, Florida, United States | 1 |
How this entity was disambiguated
This entity first appeared as the object of triple T396744 — 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: Panama City Beach, Florida Context triple: [U.S. Route 98 in Bay County, Florida, passesThrough, Panama City Beach, Florida]
-
A.
Santa Rosa Beach, Florida
Santa Rosa Beach, Florida is a coastal community on the Florida Panhandle’s Emerald Coast known for its white-sand beaches, turquoise Gulf waters, and relaxed beach-town atmosphere.
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B.
Daytona Beach
Daytona Beach is a coastal city in eastern Florida famous for its hard-packed sand beaches, motorsports heritage, and role as home to the Daytona International Speedway.
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C.
Fort Walton Beach
Fort Walton Beach is a coastal city in Florida known for its white-sand beaches, emerald-green Gulf waters, and role as a popular vacation and military community near Eglin Air Force Base.
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D.
Good Harbor Beach
Good Harbor Beach is a popular sandy ocean beach in Gloucester, Massachusetts, known for its scenic views, family-friendly swimming, and picturesque tidal island access.
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E.
Miramar Beach, Florida
Miramar Beach, Florida is a coastal community on the Florida Panhandle known for its white-sand beaches, emerald-green Gulf waters, and resort and vacation developments.
- 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: Panama City Beach, Florida Target entity description: Panama City Beach, Florida is a popular Gulf Coast resort city known for its white-sand beaches, emerald-green waters, and vibrant tourism industry.
-
A.
Santa Rosa Beach, Florida
Santa Rosa Beach, Florida is a coastal community on the Florida Panhandle’s Emerald Coast known for its white-sand beaches, turquoise Gulf waters, and relaxed beach-town atmosphere.
-
B.
Daytona Beach
Daytona Beach is a coastal city in eastern Florida famous for its hard-packed sand beaches, motorsports heritage, and role as home to the Daytona International Speedway.
-
C.
Fort Walton Beach
Fort Walton Beach is a coastal city in Florida known for its white-sand beaches, emerald-green Gulf waters, and role as a popular vacation and military community near Eglin Air Force Base.
-
D.
Good Harbor Beach
Good Harbor Beach is a popular sandy ocean beach in Gloucester, Massachusetts, known for its scenic views, family-friendly swimming, and picturesque tidal island access.
-
E.
Miramar Beach, Florida
Miramar Beach, Florida is a coastal community on the Florida Panhandle known for its white-sand beaches, emerald-green Gulf waters, and resort and vacation developments.
- F. None of above. chosen
Statements (48)
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: Panama City Beach, Florida Description of subject: Panama City Beach, Florida is a popular Gulf Coast resort city known for its white-sand beaches, emerald-green waters, and vibrant tourism industry.
Referenced by (34)
Full triples — surface form annotated when it differs from this entity's canonical label.
subject linked to:
Panama City
linked to: Panama City Beach, Florida
subject linked to:
Panama City Beach Parkway (on some western segments)
State Road 79 in Panama City Beach
→
terminusLocation
→
Gulf of Mexico beaches at Panama City Beach
ⓘ
linked to: Panama City Beach, Florida
linked to: Panama City Beach, Florida
linked to: Panama City Beach, Florida
linked to: Panama City Beach, Florida
linked to: Panama City Beach, Florida
linked to: Panama City Beach, Florida
linked to: Panama City Beach, Florida
linked to: Panama City Beach, Florida
linked to: Panama City Beach, Florida
subject linked to:
Bay County