Automated essay scoring research in the wiki — icle-plus-plus-essay-scoring, self-referential-l2-writing-llm-assessment, aiawe-automated-writing-evaluation — shows transformer and LLM graders approaching human reliability while raising validity, bias, and feedback-quality questions (automated-grading, ai-ed-evaluation).