EmoNews: A Spoken Dialogue System for Expressive News Conversations
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Abstract (arXiv)
We develop a task-oriented spoken dialogue system (SDS) that regulates emotional speech based on contextual cues to enable more empathetic news conversations. Despite advancements in emotional text-to-speech (TTS) techniques, task-oriented emotional SDSs remain underexplored due to the compartmentalized nature of SDS and emotional TTS research, as well as the lack of standardized evaluation metrics for social goals. We address these challenges by developing an emotional SDS for news conversations that utilizes a large language model (LLM)-based sentiment analyzer to identify appropriate emotions and PromptTTS to synthesize context-appropriate emotional speech. We also propose subjective evaluation scale for emotional SDSs and judge the emotion regulation performance of the proposed and baseline systems. Experiments showed that our emotional SDS outperformed a baseline system in terms of the emotion regulation and engagement. These results suggest the critical role of speech emotion for more engaging conversations. All our source code is open-sourced at https://github.com/dhatchi711/espnet-emotional-news/tree/emo-sds/egs2/emo_news_sds/sds1
Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 10 of its 18 references that are in the map. First posted on arXiv 16 Jun 2025.
Builds on
10 of 18 references.
References · 10
- 2019Sentence-BERT: Sentence Embeddings using Siamese BERT-Networkscited by 9,170
- 2021Conditional Variational Autoencoder with Adversarial Learning for End-to-End Text-to-Speechcited by 561
- 2020GoEmotions: A Dataset of Fine-Grained Emotionscited by 486
- 2021Emotional Voice Conversion: Theory, Databases and ESDcited by 115
- 2022PromptTTS: Controllable Text-to-Speech with Text Descriptionscited by 110
- 2019GoodNewsEveryone: A Corpus of News Headlines Annotated with Emotions, Semantic Roles, and Reader Perceptioncited by 37
- 2024Controlling Emotion in Text-to-Speech with Natural Language Promptscited by 9
- 2023Fine-grained Emotional Control of Text-To-Speech: Learning To Rank Inter- And Intra-Class Emotion Intensitiescited by 5
- 2021Multi-speaker Emotional Text-to-speech Synthesizercited by 1
- 2025Development and Validation of Engagement and Rapport Scales for Evaluating User Experience in Multimodal Dialogue Systemscited by 1
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Citing papers per year: 2026: 1.
1 paper.