Previous research on reasoning frameworks in large language models (LLMs ... challenges in computational efficiency and implementation complexity. The Diagram of Thought (DoT) framework builds upon ...

The suggested framework has the potential to completely transform teaching and learning outcomes in ELT by offering a strong instrument for impartial and trustworthy language proficiency evaluation, ...