Frank Beamer
E732128
Frank Beamer is a longtime American college football coach best known for transforming Virginia Tech into a national powerhouse through his innovative special teams play and sustained success.
All labels observed (1)
| Label | Occurrences |
|---|---|
| Frank Beamer canonical | 6 |
How this entity was disambiguated
This entity first appeared as the object of triple T8418006 — 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: Frank Beamer Context triple: [Big East Coach of the Year, winner, Frank Beamer]
-
A.
Bobby Bowden
Bobby Bowden was a legendary American college football coach best known for transforming Florida State University into a national powerhouse and winning two national championships.
-
B.
Dabo Swinney
Dabo Swinney is an American college football coach best known for leading the Clemson Tigers to multiple national championships.
-
C.
Lamar Edwards
Lamar Edwards is an American hip-hop producer and songwriter known for his work on tracks like "Walk It Out."
-
D.
Dave Riley
Dave Riley was an American bassist best known for his work with the influential noise rock band Big Black in the 1980s.
-
E.
Pat Riggin
Pat Riggin is a former Canadian professional ice hockey goaltender who played in the World Hockey Association and the National Hockey League during the late 1970s and 1980s.
- 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: Frank Beamer Target entity description: Frank Beamer is a longtime American college football coach best known for transforming Virginia Tech into a national powerhouse through his innovative special teams play and sustained success.
-
A.
Bobby Bowden
Bobby Bowden was a legendary American college football coach best known for transforming Florida State University into a national powerhouse and winning two national championships.
-
B.
Dabo Swinney
Dabo Swinney is an American college football coach best known for leading the Clemson Tigers to multiple national championships.
-
C.
Lamar Edwards
Lamar Edwards is an American hip-hop producer and songwriter known for his work on tracks like "Walk It Out."
-
D.
Dave Riley
Dave Riley was an American bassist best known for his work with the influential noise rock band Big Black in the 1980s.
-
E.
Pat Riggin
Pat Riggin is a former Canadian professional ice hockey goaltender who played in the World Hockey Association and the National Hockey League during the late 1970s and 1980s.
- F. None of above. chosen
Statements (47)
| Predicate | Object |
|---|---|
| instanceOf |
American football coach
ⓘ
human ⓘ |
| almaMater | Virginia Tech ⓘ |
| awardReceived |
ACC Coach of the Year
ⓘ
Associated Press College Football Coach of the Year ⓘ Big East Coach of the Year ⓘ Paul "Bear" Bryant Award ⓘ Walter Camp Coach of the Year Award ⓘ |
| birthDate | 1946-10-18 ⓘ |
| birthPlace |
Mount Airy, North Carolina, United States
ⓘ
linked to:
Mount Airy, North Carolina
|
| boardMembership |
College Football Playoff selection committee
ⓘ
linked to:
College Football Playoff Selection Committee
|
| child | Shane Beamer ⓘ |
| coachRanking | one of the winningest coaches in FBS history ⓘ |
| countryOfCitizenship | United States of America ⓘ |
| employer |
Murray State University
ⓘ
Virginia Tech ⓘ |
| endTime |
1986 (head coach at Murray State)
ⓘ
2015 (head coach at Virginia Tech) ⓘ |
| familyName | Beamer ⓘ |
| genre | college football ⓘ |
| givenName | Frank ⓘ |
| hallOfFame | College Football Hall of Fame ⓘ |
| hasSpouse | Cheryl Beamer ⓘ |
| headCoachOf |
Murray State Racers football team
ⓘ
linked to:
Murray State Racers football
Virginia Tech Hokies football team ⓘ
linked to:
Hokies
|
| inductedInHallOfFame |
2018 (College Football Hall of Fame)
ⓘ
linked to:
Hall of Fame: Class of 2018
|
| memberOfSportsTeam |
Virginia Tech Hokies football team
ⓘ
linked to:
Hokies
|
| militaryService |
United States Army Reserve
ⓘ
linked to:
Army Reserve
|
| name | Frank Beamer ⓘ |
| nickname | Beamer Ball ⓘ |
| notableAchievement |
known for innovative special teams play
ⓘ
led Virginia Tech to 20+ consecutive bowl appearances ⓘ led Virginia Tech to multiple conference championships ⓘ led Virginia Tech to the 1999 BCS National Championship Game ⓘ |
| notableStrategy | emphasis on special teams and defensive scoring ⓘ |
| notableWork | building Virginia Tech into a national college football power ⓘ |
| occupation |
American football coach
ⓘ
sports commentator ⓘ |
| positionPlayed | cornerback ⓘ |
| relative | Shane Beamer ⓘ |
| residence | Blacksburg, Virginia, United States ⓘ |
| retirement | announced retirement after 2015 season ⓘ |
| sport | American football ⓘ |
| startTime |
1981 (head coach at Murray State)
ⓘ
1987 (head coach at Virginia Tech) ⓘ |
| successor | Justin Fuente (as Virginia Tech head coach) ⓘ |
| totalWins | 280+ career wins as a head coach ⓘ |
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: Frank Beamer Description of subject: Frank Beamer is a longtime American college football coach best known for transforming Virginia Tech into a national powerhouse through his innovative special teams play and sustained success.
Referenced by (6)
Full triples — surface form annotated when it differs from this entity's canonical label.