A forget gate is a component of a Long Short-Term Memory network that controls which information from prior states should be retained or discarded. It helps the model maintain relevant context over time while reducing the influence of information that is no longer useful.
The portion of a Long Short-Term Memory cell that regulates the flow of information through the cell. Forget gates maintain context by deciding which information to discard from the cell state.