That apparently depends on the file. According to the description in readRDS, the file can either be ASCII or binary. It should be possible to read an ASCII file without problems (as a text file), however it would be necessary to know the details of the binary file in order to read it.
There does not seem to be much information on it that I can find, so any information you have and could share would be helpful.
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