Grambling, Louisiana
E455217
Grambling, Louisiana is a small city in northern Louisiana best known as the home of Grambling State University, a historically Black university with a prominent athletic tradition.
All labels observed (2)
| Label | Occurrences |
|---|---|
| Grambling, Louisiana canonical | 7 |
| Grambling | 3 |
How this entity was disambiguated
This entity first appeared as the object of triple T4538047 — 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: Grambling, Louisiana Context triple: [Grambling State Tigers men's basketball, campus, Grambling, Louisiana]
-
A.
Farmerville, Louisiana
Farmerville, Louisiana is a small town in Union Parish that serves as the parish seat and lies within the Monroe metropolitan area in northern Louisiana.
-
B.
Calhoun, Louisiana
Calhoun, Louisiana is a small unincorporated community in northeastern Louisiana known for its rural character and proximity to the city of West Monroe.
-
C.
Lutcher, Louisiana
Lutcher, Louisiana is a small town along the Mississippi River known for its historic sugar industry roots and its location in St. James Parish between New Orleans and Baton Rouge.
-
D.
Natchitoches, Louisiana
Natchitoches, Louisiana is a historic small city in northwestern Louisiana known as the oldest permanent settlement in the Louisiana Purchase territory and famed for its preserved French Creole architecture and annual Christmas festival.
-
E.
Kenner, Louisiana
Kenner, Louisiana is a suburban city in Jefferson Parish that forms part of the New Orleans metropolitan area and serves as home to the region’s primary international airport.
- 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: Grambling, Louisiana Target entity description: Grambling, Louisiana is a small city in northern Louisiana best known as the home of Grambling State University, a historically Black university with a prominent athletic tradition.
-
A.
Farmerville, Louisiana
Farmerville, Louisiana is a small town in Union Parish that serves as the parish seat and lies within the Monroe metropolitan area in northern Louisiana.
-
B.
Calhoun, Louisiana
Calhoun, Louisiana is a small unincorporated community in northeastern Louisiana known for its rural character and proximity to the city of West Monroe.
-
C.
Lutcher, Louisiana
Lutcher, Louisiana is a small town along the Mississippi River known for its historic sugar industry roots and its location in St. James Parish between New Orleans and Baton Rouge.
-
D.
Natchitoches, Louisiana
Natchitoches, Louisiana is a historic small city in northwestern Louisiana known as the oldest permanent settlement in the Louisiana Purchase territory and famed for its preserved French Creole architecture and annual Christmas festival.
-
E.
Kenner, Louisiana
Kenner, Louisiana is a suburban city in Jefferson Parish that forms part of the New Orleans metropolitan area and serves as home to the region’s primary international airport.
- F. None of above. chosen
Statements (29)
| Predicate | Object |
|---|---|
| instanceOf |
city
ⓘ
municipality ⓘ |
| country |
United States of America
ⓘ
surface form:
United States
|
| demographicCharacteristic | predominantly African American population ⓘ |
| governmentForm | mayor–council government ⓘ |
| hasAreaCode | 318 ⓘ |
| hasClimate | humid subtropical climate ⓘ |
| hasEducationalInstitutionType | historically Black university town ⓘ |
| hasNotableCulturalInstitution | World Famed Tiger Marching Band (via Grambling State University) NERFINISHED ⓘ |
| hasNotableSportsAssociation |
Grambling State Tigers athletics
NERFINISHED
ⓘ
Grambling State Tigers football NERFINISHED ⓘ |
| hasPopulationCharacteristic | small city ⓘ |
| hasPostalCode | 71245 ⓘ |
| hasUniversity | Grambling State University NERFINISHED ⓘ |
| isCollegeTownOf | Grambling State University NERFINISHED ⓘ |
| isPartOf |
Ark-La-Tex region
NERFINISHED
ⓘ
Lincoln Parish, Louisiana NERFINISHED ⓘ |
| knownFor |
Grambling State University
NERFINISHED
ⓘ
college football tradition ⓘ historically Black higher education ⓘ marching band tradition ⓘ |
| locatedIn |
U.S. Deep South
NERFINISHED
ⓘ
United States South NERFINISHED ⓘ northern Louisiana ⓘ |
| locatedInTimeZone | Central Time Zone ⓘ |
| parish | Lincoln Parish NERFINISHED ⓘ |
| region | Northern Louisiana NERFINISHED ⓘ |
| state | Louisiana ⓘ |
| timeZoneDST |
Central Time Zone
ⓘ
surface form:
Central Daylight Time
|
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: Grambling, Louisiana Description of subject: Grambling, Louisiana is a small city in northern Louisiana best known as the home of Grambling State University, a historically Black university with a prominent athletic tradition.
Referenced by (10)
Full triples — surface form annotated when it differs from this entity's canonical label.
this entity surface form:
Grambling
this entity surface form:
Grambling
this entity surface form:
Grambling