Adding handcrafted linguistic features to zero-shot LLM prompts modestly improves automatic essay scoring for Mistral-7B on ASAP and ELLIPSE, but GPT-4 shows no benefit on ASAP and no significance tests are provided.
A multi-task automated assessment system for essay scoring
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Improve LLM-based Automatic Essay Scoring with Linguistic Features
Adding handcrafted linguistic features to zero-shot LLM prompts modestly improves automatic essay scoring for Mistral-7B on ASAP and ELLIPSE, but GPT-4 shows no benefit on ASAP and no significance tests are provided.