A bug in Subtitle Synchronization
After setting "Subtitle Track Synchronization" there was nothing changed. Besides, the first time I set it to be "hastened", the audio was delayed instead of change in speed of subtitle. However, such an error didn't happen again on my second try after restarting VLC. Thanks, hope this helps.