(LOTR says the ring can change size, but this wasn't discussed in the Hobbit, and presumably hadn't occurred to Tolkien yet when he wrote it).
In LotR it’s revealed that he rarely wore it anymore by that time.
Its on such an expedition that the ring "slips" from him, further suggesting the ring is actually not only his size, but a little large.
