VoiceCoach: Interactive Evidence-based Training for Voice Modulation Skills in Public Speaking
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Abstract (arXiv)
The modulation of voice properties, such as pitch, volume, and speed, is crucial for delivering a successful public speech. However, it is challenging to master different voice modulation skills. Though many guidelines are available, they are often not practical enough to be applied in different public speaking situations, especially for novice speakers. We present VoiceCoach, an interactive evidence-based approach to facilitate the effective training of voice modulation skills. Specifically, we have analyzed the voice modulation skills from 2623 high-quality speeches (i.e., TED Talks) and use them as the benchmark dataset. Given a voice input, VoiceCoach automatically recommends good voice modulation examples from the dataset based on the similarity of both sentence structures and voice modulation skills. Immediate and quantitative visual feedback is provided to guide further improvement. The expert interviews and the user study provide support for the effectiveness and usability of VoiceCoach.
Key facts. Cited by 11 papers in the map (data through 14 Oct 2026). First posted on arXiv 22 Jan 2020.
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Citing papers per year: 2021: 2; 2022: 2; 2023: 4; 2024: 0; 2025: 3.
11 papers.
- 2025Algorithm Discovery With LLMs: Evolutionary Search Meets Reinforcement Learningcited by 46
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- 2021DeHumor: Visual Analytics for Decomposing Humorcited by 5
- 2025PresentCoach: Dual-Agent Presentation Coaching through Exemplars and Interactive Feedbackcited by 5
- 2022GestureLens: Visual Analysis of Gestures in Presentation Videoscited by 4
- 2023Learning Through AI-Clones: Enhancing Self-Perception and Presentation Performancecited by 4
- 2025Probing Experts' Perspectives on AI-Assisted Public Speaking Trainingcited by 0
- 2025PresentCoach: Dual-Agent Presentation Coaching through Exemplars and Interactive Feedback19 Nov 2025
- 2025Probing Experts' Perspectives on AI-Assisted Public Speaking Training10 Jul 2025
- 2025Algorithm Discovery With LLMs: Evolutionary Search Meets Reinforcement Learning7 Apr 2025
- 2023Learning Through AI-Clones: Enhancing Self-Perception and Presentation Performance23 Oct 2023
- 2023Where Are We So Far? Understanding Data Storytelling Tools from the Perspective of Human-AI Collaboration27 Sep 2023
- 2023Storyfier: Exploring Vocabulary Learning Support with Text Generation Models7 Aug 2023
- 2023VideoPro: A Visual Analytics Approach for Interactive Video Programming1 Aug 2023
- 2022GestureLens: Visual Analysis of Gestures in Presentation Videos19 Apr 2022
- 2022Persua: A Visual Interactive System to Enhance the Persuasiveness of Arguments in Online Discussion16 Apr 2022
- 2021DeHumor: Visual Analytics for Decomposing Humor18 Jul 2021
- 2021M2Lens: Visualizing and Explaining Multimodal Models for Sentiment Analysis17 Jul 2021