CASA: Content-Acoustic Speaking Assessment with Speech Encoder and Large Language Model

Research on automatic speaking assessment (ASA) has increasingly adopted multimodal speech large language models to assess learners' speaking performance. However, existing studies provide limited analysis of how acoustic and content information contribute to predictions and how stable the resulting...