Papers by Yuichi Miyamura
LCES: Zero-shot Automated Essay Scoring via Pairwise Comparisons Using Large Language Models (2025.emnlp-main)
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| Challenge: | Existing approaches to automate essay scoring rely on LLMs to generate absolute scores . however, these methods diverge from human evaluations due to model biases and inconsistent scoring . |
| Approach: | They propose a method that formulates AES as a pairwise comparison task using large language models. |
| Outcome: | The proposed method outperforms conventional zero-shot methods in accuracy while maintaining computational efficiency. |