I think papers make good references. I think of it more like the equivalent of a "datasheet" for an electronic part, say. Once you understand the intricacies, it's a valuable reference but more often than not, it's not very good and conveying motivation or intuition.
Academia is a weird and broken place.
Disclaimer: work in a research lab full of awesome PhDs who largely agree with me!