Bidirectional RNN $-$ What problem is solved by bi$-$directional RNNs$?$

Vanishing gradient

Exploding gradient

Capturing variations at multiple time$-$scales

Capturing dependency of output at current timestep on context at future timesteps

Chosing relevant portions of context at all timesteps for output at current timestep

Over$-$fitting