U.S. Route 231 in Panama City
E50738
U.S. Route 231 in Panama City is a major north–south highway in Florida that serves as a primary route connecting Panama City to inland communities and Interstate 10.
All labels observed (2)
| Label | Occurrences |
|---|---|
| U.S. Route 231 in Florida | 4 |
| U.S. Route 231 in Panama City canonical | 1 |
How this entity was disambiguated
This entity first appeared as the object of triple T396771 — 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: U.S. Route 231 in Panama City Context triple: [U.S. Route 98 in Bay County, Florida, hasJunctionWith, U.S. Route 231 in Panama City]
-
A.
U.S. Route 319 in Tallahassee
U.S. Route 319 in Tallahassee is a major north–south U.S. highway serving the Tallahassee area, providing regional connectivity and access to key local destinations.
-
B.
U.S. Route 231 near Cottondale
U.S. Route 231 near Cottondale is a segment of the north–south U.S. highway in Florida’s Panhandle that serves as a key connector between rural Jackson County and major east–west routes, including Interstate 10.
-
C.
U.S. Route 98 in Bay County, Florida
U.S. Route 98 in Bay County, Florida is a major east–west highway along the Florida Panhandle that serves as a primary coastal route through communities such as Panama City and Panama City Beach.
-
D.
U.S. Route 90 in Florida
U.S. Route 90 in Florida is a major east–west highway that parallels Interstate 10 across the Florida Panhandle and northern Florida, connecting cities such as Pensacola, Tallahassee, and Jacksonville.
-
E.
U.S. Route 301 in Florida
U.S. Route 301 in Florida is a major north–south highway that traverses the state’s interior, linking rural communities and regional centers while serving as an important alternative to the interstate system.
- 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: U.S. Route 231 in Panama City Target entity description: U.S. Route 231 in Panama City is a major north–south highway in Florida that serves as a primary route connecting Panama City to inland communities and Interstate 10.
-
A.
U.S. Route 319 in Tallahassee
U.S. Route 319 in Tallahassee is a major north–south U.S. highway serving the Tallahassee area, providing regional connectivity and access to key local destinations.
-
B.
U.S. Route 231 near Cottondale
U.S. Route 231 near Cottondale is a segment of the north–south U.S. highway in Florida’s Panhandle that serves as a key connector between rural Jackson County and major east–west routes, including Interstate 10.
-
C.
U.S. Route 98 in Bay County, Florida
U.S. Route 98 in Bay County, Florida is a major east–west highway along the Florida Panhandle that serves as a primary coastal route through communities such as Panama City and Panama City Beach.
-
D.
U.S. Route 90 in Florida
U.S. Route 90 in Florida is a major east–west highway that parallels Interstate 10 across the Florida Panhandle and northern Florida, connecting cities such as Pensacola, Tallahassee, and Jacksonville.
-
E.
U.S. Route 301 in Florida
U.S. Route 301 in Florida is a major north–south highway that traverses the state’s interior, linking rural communities and regional centers while serving as an important alternative to the interstate system.
- F. None of above. chosen
Statements (25)
| Predicate | Object |
|---|---|
| instanceOf |
U.S. Highway segment
ⓘ
highway ⓘ |
| connectsTo | Interstate 10 ⓘ |
| country |
United States of America
ⓘ
surface form:
United States
|
| direction | north–south ⓘ |
| function |
primary route connecting Panama City to Interstate 10
ⓘ
primary route connecting Panama City to inland communities ⓘ |
| hasJunctionWith | local streets in Panama City ⓘ |
| highwaySystem | United States Numbered Highway System ⓘ |
| locatedIn |
Bay County, Florida
ⓘ
Florida ⓘ Panama City ⓘ
surface form:
Panama City, Florida
|
| maintainedBy | Florida Department of Transportation ⓘ |
| partOf |
Florida State Highway System
ⓘ
surface form:
Florida State Highway Network
U.S. Route 231 NERFINISHED ⓘ |
| passesThrough |
Panama City
ⓘ
surface form:
Panama City urban area
|
| regionServed | Florida Panhandle ⓘ |
| roadType | arterial highway ⓘ |
| routeNumber | 231 ⓘ |
| serves |
local traffic in Panama City
ⓘ
regional traffic between Panama City and inland Florida ⓘ |
| stateAbbreviation | FL ⓘ |
| usedFor |
commuter traffic
ⓘ
freight transport ⓘ tourist travel to and from Panama City ⓘ |
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: U.S. Route 231 in Panama City Description of subject: U.S. Route 231 in Panama City is a major north–south highway in Florida that serves as a primary route connecting Panama City to inland communities and Interstate 10.
Referenced by (5)
Full triples — surface form annotated when it differs from this entity's canonical label.
this entity surface form:
U.S. Route 231 in Florida
this entity surface form:
U.S. Route 231 in Florida
this entity surface form:
U.S. Route 231 in Florida
subject surface form:
State Road 2 (Florida)
this entity surface form:
U.S. Route 231 in Florida