It is not an adverb. It is a subordinating conjunction.
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Yes. As in "we work hard." Although "soft" has the adverb form "softly," the adverbs "hardly" and "barely" usually do not mean in a hard manner or a bare manner.
No, although is a subordinating conjunction. For the difference between conjunctions and adverbs, see Conjunctive adverbs on linguapress.com English grammar online
The word good is an adjective. The word pretty (meaning fairly) is colloquially an adverb here, modifying good, although it is typically an adjective. Together they will modify a noun.
The phrase "even though" (though, although) is a conjunction, used to create a dependent clause.
Rather is an adverb, not a verb.If you say I would rather..., it means I would prefer..., but, although prefer is a verb, ratheris not.