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Hello.
Are these expressions interchangeable in meaning?

The brothers play with each other.
The brothers play together.
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Comments  (Page 2) 
As khoff already replied, "together" isn't correct with any of those, whereas "each other" is fine, if unnecessary.
The two expressions are rarely synonymous.

CJ