Authorities with the convention center said the incident happened at Pappadeaux's when someone overfilled some refrigerant, causing the alarm.
No one was injured and officials said there was no danger.
Images on social media showed a number of teachers forced outside during the evacuation.
The teachers were visiting the GRB for an Advanced Placement conference.