You'll remember the "new" vocabulary you come across through constant repetition, by reading and re-reading; think about the native speakers and how they become masters in English - they are exposed to the language on a daily basis, through listening, interacting (input and output) through speaking, and reading and writing.

Read and take good notes in English and you'll be amazed at how much more vocabulary you'll start retaining.

Good luck!