Overview

Speech prosody concerns the patterns of pitch, stress, rhythm, duration, and pausing that shape how speech is understood. Researchers analyze acoustic contours and phonological annotations, probe self-supervised speech representations, and build neural systems that predict or control prosodic features in tasks such as text-to-speech, tone recognition, and pronunciation assessment. Evaluation spans multilingual stress and tone tests, emotional speech perception, dialogue and translation, and comparisons with human judgments. A central challenge is that models may encode prosodic cues without reliably using or reproducing them, especially when fine-grained meaning depends on context, language, or speaker.

Latest papers

CardsList

80 papers10 papers in the last four weeks, down 23% on the four weeks before. 0.1% of all new papers.

  1. Steering intonational tunes in text-to-speech synthesis

    Oct 19, 2026Juan Pablo Vigneaux, Jennifer ColeTTS SynthesisSpeech Prosody

  2. Long-Prompt Zero-Shot TTS: Benchmarking Prosody Reproduction Beyond Voice Cloning

    Oct 14, 2026Dekun Chen, Renjie Xu, Yingda Shen +2Zero-Shot TTSSpeech Prosody

  3. TVPara: Paralinguistic Captioning of Expressive TV-Series Speech in Complex Acoustic Environments

    Oct 14, 2026Ziyang Zhang, Wenyi Yu, Wen Wu +2Audio-Language ModelsSpeech Prosody

  4. Word-Aligned Prosody Reflects Speaker Differences More Than Depression or PTSD Severity

    Oct 10, 2026Hsiang-Chen Yeh, Aurosweta Mahapatra, Shreeram Suresh Chandra +2Speech ProsodyClinical Speech Processing

  5. Prosody-to-Text: Predicting text from low-pass filtered speech

    Oct 8, 2026David Porteš, Aleš HorákSpeech ProsodyAutomatic Speech Recognition

  6. A Novel Sentence Stress Detection Framework Leveraging Auxiliary Word-Stress Modeling and Loss Optimization

    Oct 6, 2026Tien-Hong Lo, Fong-Chun Tsai, Ting-An Hung +3Speech ProcessingSpeech Prosody

  7. Can Prosodic Style Be Inferred from Text Alone? Evidence from Unsupervised Acoustic Clusters

    Oct 4, 2026Abdul Rehman, Jian-Jun Zhang, Xiaosong YangTTS SynthesisSpeech Processing

  8. Intonation Perception in Real and Synthetic Speech across Varying Familiarity Levels: A Pilot Study of Equivalence Assessment

    Sep 30, 2026Hanrui Zhou, Gaoyuan Zhang, Yixiang Chen +4Speech ProsodySpeech Generation Evaluation

  9. A barrier or a booster? Familiarity effects on Mandarin emotion prosody recognition using AI-powered voice cloning

    Sep 30, 2026Feng Xu, Gaoyuan Zhang, Shanshan Xue +4Speech ProsodySpeech Emotion Recognition

  10. EmphTTS: an emphasis-control TTS with reinforcement learning

    Sep 23, 2026Zirui Li, Rech Silas, Lauri Juvela +2TTS SynthesisControllable Speech Generation

  11. Automated Assessment of L2 Speech Rhythm Using Low-Frequency Amplitude Modulations

    Sep 21, 2026João Lima, Lucas Ueda, Paula CostaSpeech ProcessingSpeech Prosody

  12. HaikuS2S: A Cascaded System For Responding In Verse

    Sep 20, 2026Devangi Sharma, Sophia Judicke, Glenda Tan +2TTS SynthesisSpeech Generation Evaluation

  13. Multi-Dimensional Prosody Judgment For Live Streaming Speech Synthesis

    Sep 17, 2026Zifan Guan, Longyu Lu, Junan Zhang +3Speech Generation EvaluationTTS Evaluation

  14. T-SANDHI: Tone Sandhi-aware Adaptive Network with Decoupled Hybrid Injection for Low-resource Taiwanese Hokkien Speech Recognition

    Sep 16, 2026Hung-Yang Sung, Chien-Chun Wang, Tien-Hong Lo +3Automatic Speech RecognitionSpeech Prosody

  15. Self-Distilled Pronunciation and Accent Control for Neural Text-to-Speech

    Sep 15, 2026Shuhei KatoTTS SynthesisSpeech Prosody

  16. CLASH: Counterfactual Auditing of Lexical and Prosodic Reliance in Spoken Sarcasm Detection

    Sep 15, 2026Qiyang Sun, Xudong Li, Yupei Li +4Audio-Language Model EvaluationCounterfactual Evaluation

  17. Tone on a Budget: A Reference-Free Metric for Lexical Tone in Massively Multilingual Text-to-Speech

    Sep 13, 2026Moses Daudu, Adeola Enitan Bamidele, Honor-Jesus BezaleelTTS SynthesisTTS Evaluation

  18. Less can be More: What Aspects of Speech Drive End-of-Turn Detection

    Sep 10, 2026Rini Sharon, Manickavela A, Kadri Hacioglu +1Speech ProsodyTurn-Taking Prediction

  19. LLM-Anchored Paralinguistic Enrichment for Alzheimer's Disease Detection

    Sep 9, 2026Xiao Wei, Yuqin Lin, Yaru Cao +6Speech-Based Dementia DetectionSpeech Prosody

  20. Heard but Not Heeded: Paralinguistic Information Encoding and Loss in Audio-Language Models

    Sep 1, 2026Bhuvan Koduru, Dareen Safar B Alharthi, Rita Singh +1Audio-Language Model EvaluationAudio-Language Models

  21. Opinionated, Hesitant and Stressed: Three Studies of How Politicians Speak in Four Slavic Parliaments

    Aug 31, 2026Ivan Porupski, Nikola LjubešićPolitical Discourse AnalysisSpeech Prosody

  22. Using Prosody to Predict Syntactic Structure

    Aug 31, 2026Junghyun Min, Alex Warstadt, Tamar I. Regev +2Speech Prosody

  23. Is Prosody Lost in Translation? Fine-Grained Cross-Lingual Prosody Similarity Across Languages

    Aug 28, 2026Haopeng Xie, Ismail Rasim Ulgen, Sofia Son +2Speech ProsodyCross-Lingual Transfer

  24. EmoTra-TTS: Smooth Intra-Utterance Emotion Transitions for Speech Synthesis

    Aug 24, 2026Tianchi Liu, Zeyang Song, Tianrui Wang +3Emotional Speech SynthesisSpeech Prosody

  25. Calming Robot Pitches? Exploring the Influence of Robot Voice Pitch on Children's Stress Levels

    Aug 20, 2026Nina G. M. van Roij, Emilia I. Barakova, Briana Isaila +1Human-Robot InteractionSpeech Prosody

  26. Hear2Act: Benchmarking When Prosody Should Change What an Assistant Does

    Aug 20, 2026Xinyi Liu, Hooshang Nayyeri, Dilek Hakkani-Tur +5Task-Oriented Dialogue SystemsVoice Agent Evaluation

  27. SpeechSense: A Paralinguistic-Focused Dataset for Fine-Grained Speech Sentiment Analysis

    Aug 18, 2026Shicheng Ma, Wenqian Cui, Irwin KingSentiment AnalysisSpeech Processing

  28. CtrlSpeech: Coarse-to-Fine Control for Expressive Speech Synthesis

    Aug 8, 2026Zhisheng Zheng, Xiaohang Sun, Zhu Liu +5TTS SynthesisZero-Shot TTS