Specialists or Generalists? Multi-Agent and Single-Agent LLMs for Essay Grading

Jamiu Adekunle Idowu, Ahmed Almasoud

Automated essay scoring (AES) systems increasingly rely on large language models, yet little is known about how architectural choices shape their performance across different essay…