Mitigating bias in LLM‑based scoring of English language learners

Mitigating bias in LLM-based scoring for English language learners (ELLs) requires a structured approach to ensure fairness and accuracy. Below is a summary of key strategies, challenges, and outcomes based on recent research. Different LLMs employ varied bias mitigation methods. For example, GPT-4…

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