It is just a hash map with a few common functions defined; hash maps are occasionally useful, but what is all the praise about?

The mentioned "simple" bit is arguable: as a language's building block, a hash map is relatively complex and specific, since those can be built out of lists (or trees, though lists/arrays may be preferable for efficiency), which can be built out of pairs (product types, cons cells, tuples; unless going for that efficiency, though it can still be pretty efficient with trees). Maybe it is one of those "simple versus easy" mix-ups.