PoeticTTS -- Controllable Poetry Reading for Literary Studies
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Abstract (arXiv)
Speech synthesis for poetry is challenging due to specific intonation patterns inherent to poetic speech. In this work, we propose an approach to synthesise poems with almost human like naturalness in order to enable literary scholars to systematically examine hypotheses on the interplay between text, spoken realisation, and the listener's perception of poems. To meet these special requirements for literary studies, we resynthesise poems by cloning prosodic values from a human reference recitation, and afterwards make use of fine-grained prosody control to manipulate the synthetic speech in a human-in-the-loop setting to alter the recitation w.r.t. specific phenomena. We find that finetuning our TTS model on poetry captures poetic intonation patterns to a large extent which is beneficial for prosody cloning and manipulation and verify the success of our approach both in an objective evaluation as well as in human studies.
Key facts. Cited by 5 papers in the map (data through 7 Oct 2026). Builds on 22 of its 38 references that are in the map. First posted on arXiv 11 Jul 2022.
Builds on
22 of 38 references.
References · 22
- 2020Conformer: Convolution-augmented Transformer for Speech Recognitioncited by 1,838
- 2020HiFi-GAN: Generative Adversarial Networks for Efficient and High Fidelity Speech Synthesiscited by 1,139
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- 2020FastSpeech 2: Fast and High-Quality End-to-End Text to Speechcited by 710
- 2019LibriTTS: A Corpus Derived from LibriSpeech for Text-to-Speechcited by 639
- 2020ECAPA-TDNN: Emphasized Channel Attention, Propagation and Aggregation in TDNN Based Speaker Verificationcited by 606
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- 2018Style Tokens: Unsupervised Style Modeling, Control and Transfer in End-to-End Speech Synthesiscited by 257
- 2018Towards End-to-End Prosody Transfer for Expressive Speech Synthesis with Tacotroncited by 171
- 2020FastPitch: Parallel Text-to-speech with Pitch Predictioncited by 150
10 more
- 2018Learning latent representations for style control and transfer in end-to-end speech synthesiscited by 61
- 2021Hi-Fi Multi-Speaker English TTS Datasetcited by 60
- 2019CSS10: A Collection of Single Speaker Speech Datasets for 10 Languagescited by 54
- 2019Fine-grained robust prosody transfer for single-speaker neural text-to-speechcited by 27
- 2022Language-Agnostic Meta-Learning for Low-Resource Text-to-Speech with Articulatory Featurescited by 20
- 2021HUI-Audio-Corpus-German: A high quality TTS datasetcited by 14
- 2022Exact Prosody Cloning in Zero-Shot Multispeaker Text-to-Speechcited by 13
- 2021Ctrl-P: Temporal Control of Prosodic Variation for Speech Synthesiscited by 8
- 2021Improving Performance of Seen and Unseen Speech Style Transfer in End-to-end Neural TTScited by 6
- 2021ADEPT: A Dataset for Evaluating Prosody Transfercited by 4
Built on by
Citing papers per year: 2022: 1; 2023: 1; 2024: 0; 2025: 1; 2026: 2.
5 papers.
- 2022Low-Resource Multilingual and Zero-Shot Multispeaker TTScited by 15
- 2023The IMS Toucan System for the Blizzard Challenge 2023cited by 6
- 2025Investigating Stochastic Methods for Prosody Modeling in Speech Synthesiscited by 2
- 2026HaikuS2S: A Cascaded System For Responding In Versecited by 0
- 2026Not Quite My Tempo: Voice Activity-aware Speech Synthesis for Lip-Synchronous Dubbingcited by 0
- 2026Not Quite My Tempo: Voice Activity-aware Speech Synthesis for Lip-Synchronous Dubbing22 Sep 2026
- 2026HaikuS2S: A Cascaded System For Responding In Verse20 Sep 2026
- 2025Investigating Stochastic Methods for Prosody Modeling in Speech Synthesis30 Jun 2025
- 2023The IMS Toucan System for the Blizzard Challenge 202326 Oct 2023
- 2022Low-Resource Multilingual and Zero-Shot Multispeaker TTS21 Oct 2022