Reading an EOF from a pipe (or from anything) indicates that there's no more input, and that there won't be any more input in the future.
If there's no input available at the moment, but the pipe hasn't been closed, then the reader will (by default) block waiting for input; if the writer then writes to the pipe, that data will become available to the reader. An EOF would tell the reader to stop trying to read any more data.