Automated scoring of open-ended student responses has the potential to significantly reduce human grader effort. Recent advances in automated leverage textual representations from pre-trained language models like BERT. Existing approaches train a separate model for each item/question, suitable scenarios essay where items can be different one another. However, these have two limitations: 1) they...