Looking for Efficient Encoding Methods for Java Method Names for Downstream Classification Task

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I'm working on a project that involves analyzing large samples of Java codes. My end goal is to perform classification based on these codes. For this, I've been trying to efficiently encode the full names of the methods (in the package.class.methodname format) in the Java code.

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