@jstremme Sorry, yes…I’ve implement this approach 3 of using CNNs for text classification which uses multiple CNN layers in parallel (not sequential) to handle different spans of words. Hence my concatenation of the Maxpool outputs instead of using them as input for a subsequent CNN layer. Otherwise, I rarely use CNNs for my tasks so I’m not overly familiar with all the trips and traps.