How did longhorn caverns form?

Its own show-cave web-site says it was formed by a river, so it is a regular karst cave, meaning formed by dissoultion of the host limestone by naturally weakly acid water. The show-section at least is now "fossil" or "abandoned", i.e. has long lost its formative stream; but the advertising mentions impressive calcite crystals that had been precipitated in standing water.