What worked for me recently was to divide the books into several categories:

* Books I want to fully read soon.

* Books I can't see myself fully reading, which subdivides into:

* Books I want to keep as references.

* Books I can't see myself ever reading or needing to refer to.

Get rid of everything in the last category. Repeat this process once a year.