Papers by Yu-Wen Chen
Read to Hear: A Zero-Shot Pronunciation Assessment Using Textual Descriptions and LLMs (2025.emnlp-main)
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| Challenge: | Automatic pronunciation assessment is typically performed by acoustic models trained on audio-score pairs. |
| Approach: | They propose a zero-shot, textual description-based Pronunciation Assessment approach that utilizes human-readable representations of speech signals fed into an LLM to assess pronunciation accuracy and fluency. |
| Outcome: | The proposed approach is cost-efficient and competitive in performance . it significantly improves the performance of conventional audio-score-trained models on out-of-domain data . |