Abstract: Current autograders of programming assignments are typically program output based; they fall short in many ways: e.g. they do not carry out subjective evaluations such as code quality, or ...

Studies show that predictive text entry systems make writing faster, but written content more predictable. We consider if these trade-offs extend to code synthesis tools such as GitHub Copilot. While ...