How does one implement hash tables in a functional language?

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Is there any way to implement hash tables efficiently in a purely functional language? It seems like any change to the hash table would require creating a copy of the original hash table. I must be missing something. Hash tables are pretty darn important data structures, and a programming language would be limited without them.

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