Papers with Think-Verbalize-Speak**
Think, Verbalize, then Speak: Bridging Complex Thoughts and Comprehensible Speech (2025.emnlp-main)
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| Challenge: | Existing approaches to decouple LLMs from spoken communication produce suboptimal results due to mismatches between optimal textual and verbal delivery. |
| Approach: | They propose a framework that decouples reasoning from spoken delivery to preserve the full reasoning capacity of LLMs. |
| Outcome: | The proposed framework preserves full reasoning capacity of large language models . it improves speech naturalness and conciseness with minimal impact on reasoning . |