Ask HN: How get started with reading books?

I am a non native English speaker. I have tried to start reading books in the past (successfully read one). Due to my limited knowledge of vocabulary (also I tend to forget the ones I learn now and then), it get's harder to get hooked to a book as I have to look up definition every now and then and it hampers the flow. What methodologies do you suggest to get started reading again?

On a side note: I do read a lot of technical/not technical blogs, links posted on HN etc.

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