Hot Springs, Arkansas, United States
E244307
Hot Springs, Arkansas, United States is a historic resort city known for its natural thermal springs, bathhouses, and scenic location in the Ouachita Mountains.
All labels observed (3)
| Label | Occurrences |
|---|---|
| Hot Springs, Arkansas | 13 |
| Hot Springs, Arkansas, United States canonical | 5 |
| city of Hot Springs, Arkansas | 1 |
How this entity was disambiguated
This entity first appeared as the object of triple T2216107 — 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: Hot Springs, Arkansas, United States Context triple: [Billy Bob Thornton, placeOfBirth, Hot Springs, Arkansas, United States]
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A.
El Dorado, Arkansas
El Dorado, Arkansas is a small city in southern Arkansas known historically for its oil boom and as a regional economic and cultural center within the Ark-La-Tex area.
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B.
Blytheville, Arkansas
Blytheville, Arkansas is a small city in northeastern Arkansas near the Mississippi River, historically known for its agricultural economy and later for its role as a regional industrial and transportation hub.
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C.
Fayetteville, Arkansas, United States
Fayetteville, Arkansas, United States is a city in northwest Arkansas known as the home of the University of Arkansas and a regional center for education, culture, and the arts.
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D.
Benton, Arkansas
Benton, Arkansas is a small city in central Arkansas that serves as the county seat of Saline County and a suburban community within the Little Rock metropolitan area.
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E.
West Memphis, Arkansas
West Memphis, Arkansas is a small city in Crittenden County located just across the Mississippi River from Memphis, Tennessee, functioning as a key suburb and transportation hub within the greater Memphis metropolitan area.
- 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: Hot Springs, Arkansas, United States Target entity description: Hot Springs, Arkansas, United States is a historic resort city known for its natural thermal springs, bathhouses, and scenic location in the Ouachita Mountains.
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A.
El Dorado, Arkansas
El Dorado, Arkansas is a small city in southern Arkansas known historically for its oil boom and as a regional economic and cultural center within the Ark-La-Tex area.
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B.
Blytheville, Arkansas
Blytheville, Arkansas is a small city in northeastern Arkansas near the Mississippi River, historically known for its agricultural economy and later for its role as a regional industrial and transportation hub.
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C.
Fayetteville, Arkansas, United States
Fayetteville, Arkansas, United States is a city in northwest Arkansas known as the home of the University of Arkansas and a regional center for education, culture, and the arts.
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D.
Benton, Arkansas
Benton, Arkansas is a small city in central Arkansas that serves as the county seat of Saline County and a suburban community within the Little Rock metropolitan area.
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E.
West Memphis, Arkansas
West Memphis, Arkansas is a small city in Crittenden County located just across the Mississippi River from Memphis, Tennessee, functioning as a key suburb and transportation hub within the greater Memphis metropolitan area.
- F. None of above. chosen
Statements (46)
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: Hot Springs, Arkansas, United States Description of subject: Hot Springs, Arkansas, United States is a historic resort city known for its natural thermal springs, bathhouses, and scenic location in the Ouachita Mountains.
Referenced by (19)
Full triples — surface form annotated when it differs from this entity's canonical label.
United States District Court for the Western District of Arkansas
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hasSeat
→
Hot Springs, Arkansas, United States
ⓘ
this entity surface form:
Hot Springs, Arkansas
this entity surface form:
Hot Springs, Arkansas
this entity surface form:
Hot Springs, Arkansas
this entity surface form:
city of Hot Springs, Arkansas
this entity surface form:
Hot Springs, Arkansas
this entity surface form:
Hot Springs, Arkansas
subject surface form:
Billy Bob Thornton
this entity surface form:
Hot Springs, Arkansas
this entity surface form:
Hot Springs, Arkansas
this entity surface form:
Hot Springs, Arkansas
this entity surface form:
Hot Springs, Arkansas
this entity surface form:
Hot Springs, Arkansas
this entity surface form:
Hot Springs, Arkansas
this entity surface form:
Hot Springs, Arkansas
subject surface form:
Alan Ladd
this entity surface form:
Hot Springs, Arkansas