• speech recognition is inherently a two-dimensional process
  
  
• HMMs are inherently one-dimensional pattern recognizers
  
  
• it is unclear if the tricks we employ for a rudimentary model of trajectories are appropriate
  
  
• it would be beneficial to provide a model which can account for both the spectral transitions and temporal transitions (think "formants") in a unified framework.