Speech Synthesis

Speech synthesis is the task of generating speech from some other modality like text, lip movements etc.

Please note that the leaderboards here are not really comparable between studies - as they use mean opinion score as a metric and collect different samples from Amazon Mechnical Turk.

( Image credit: WaveNet: A generative model for raw audio )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 251–275 of 1249 papers

Title	Date	Tasks	Status	Score
PromptTTS: Controllable Text-to-Speech with Text Descriptions	Nov 22, 2022	DecoderSpeech Synthesis	CodeCode Available	5
Pushing the Performance of Synthetic Speech Detection with Kolmogorov-Arnold Networks and Self-Supervised Learning Models	Jun 17, 2025	Kolmogorov-Arnold NetworksSelf-Supervised Learning	CodeCode Available	5
Preparing an Endangered Language for the Digital Age: The Case of Judeo-Spanish	May 31, 2022	Machine TranslationSpeech Synthesis	CodeCode Available	5
Phrase break prediction with bidirectional encoder representations in Japanese text-to-speech synthesis	Apr 26, 2021	Language ModelingLanguage Modelling	CodeCode Available	5
Parallel WaveNet: Fast High-Fidelity Speech Synthesis	Nov 28, 2017	Speech SynthesisVocal Bursts Intensity Prediction	CodeCode Available	5
Partial Rank Similarity Minimization Method for Quality MOS Prediction of Unseen Speech Synthesis Systems in Zero-Shot and Semi-supervised setting	Oct 8, 2023	PredictionSpeech Synthesis	CodeCode Available	5
NVC-Net: End-to-End Adversarial Voice Conversion	Jun 2, 2021	GPUSpeech Synthesis	CodeCode Available	5
Articulatory Feature Prediction from Surface EMG during Speech Production	May 20, 2025	Electromyography (EMG)Speech Synthesis	CodeCode Available	5
OmniDRCA: Parallel Speech-Text Foundation Model via Dual-Resolution Speech Representations and Contrastive Alignment	Jun 11, 2025	cross-modal alignmentQuestion Answering	CodeCode Available	5
One-Class Learning with Adaptive Centroid Shift for Audio Deepfake Detection	Jun 24, 2024	Audio Deepfake DetectionDeepFake Detection	CodeCode Available	5
ChatGPT in the context of precision agriculture data analytics	Nov 10, 2023	Language Modellingspeech-recognition	CodeCode Available	5
Neural Voice Cloning with a Few Samples	Feb 14, 2018	Speech SynthesisVoice Cloning	CodeCode Available	5
Multimodal Latent Language Modeling with Next-Token Diffusion	Dec 11, 2024	Image GenerationLanguage Modeling	CodeCode Available	5
Multi-view Temporal Alignment for Non-parallel Articulatory-to-Acoustic Speech Synthesis	Dec 30, 2020	Dynamic Time WarpingMULTI-VIEW LEARNING	CodeCode Available	5
Neural Autoregressive Flows	Apr 3, 2018	Density EstimationSpeech Synthesis	CodeCode Available	5
CaloFlow II: Even Faster and Still Accurate Generation of Calorimeter Showers with Normalizing Flows	Oct 21, 2021	Speech Synthesis	CodeCode Available	5
Mlphon: A Multifunctional Grapheme-Phoneme Conversion Tool Using Finite State Transducers	Sep 5, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	5
Mixed-Precision Training for NLP and Speech Recognition with OpenSeq2Seq	May 25, 2018	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	5
MelNet: A Generative Model for Audio in the Frequency Domain	Jun 4, 2019	Audio GenerationMusic Generation	CodeCode Available	5
A Fast and Accurate Pitch Estimation Algorithm Based on the Pseudo Wigner-Ville Distribution	Oct 27, 2022	Speech Synthesis	CodeCode Available	5
Maximizing Mutual Information for Tacotron	Aug 30, 2019	AttributeSpeech Synthesis	CodeCode Available	5
Spoken Question Answering and Speech Continuation Using Spectrogram-Powered LLM	May 24, 2023	Language ModellingQuestion Answering	CodeCode Available	5
Location-Relative Attention Mechanisms For Robust Long-Form Speech Synthesis	Oct 23, 2019	FormSpeech Synthesis	CodeCode Available	5
Learning pronunciation from a foreign language in speech synthesis networks	Oct 22, 2018	Speech Synthesis	CodeCode Available	5
Adversarial Disentanglement of Speaker Representation for Attribute-Driven Privacy Preservation	Dec 8, 2020	AttributeDisentanglement	CodeCode Available	5

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All datasets LibriTTS North American English LJSpeech Mandarin Chinese Blizzard Challenge 2013

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	PeriodWave-Turbo-L	PESQ	4.45	—	Unverified
2	BigVGAN-v2	PESQ	4.36	—	Unverified
3	EVA-GAN-big	PESQ	4.35	—	Unverified
4	PeriodWave + FreeU	PESQ	4.25	—	Unverified
5	RFWave	PESQ	4.23	—	Unverified
6	BigVSAN (w/ snakebeta)	PESQ	4.12	—	Unverified
7	BigVSAN	PESQ	4.12	—	Unverified
8	EVA-GAN-base	PESQ	4.03	—	Unverified
9	BigVGAN	PESQ	4.03	—	Unverified
10	Vocos	PESQ	3.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Tacotron 2	Mean Opinion Score	4.53	—	Unverified
2	WaveNet (Linguistic)	Mean Opinion Score	4.34	—	Unverified
3	WaveNet (L+F)	Mean Opinion Score	4.21	—	Unverified
4	Tacotron	Mean Opinion Score	4	—	Unverified
5	HMM-driven concatenative	Mean Opinion Score	3.86	—	Unverified
6	LSTM-RNN parametric	Mean Opinion Score	3.67	—	Unverified
7	means	Mean Opinion Score	0	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BDDM vocoder	Mean Opinion Score	4.48	—	Unverified
2	DiffWave LARGE	Mean Opinion Score	4.44	—	Unverified
3	Neural HMM	Mean Opinion Score	3.24	—	Unverified
4	Neural HMM Ablation with 1 state per phone	Mean Opinion Score	2.68	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	WaveNet (L+F)	Mean Opinion Score	4.08	—	Unverified
2	LSTM-RNN parametric	Mean Opinion Score	3.79	—	Unverified
3	HMM-driven concatenative	Mean Opinion Score	3.47	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SampleRNN (2-tier)	NLL	1.39	—	Unverified
2	SampleRNN (3-tier)	NLL	1.39	—	Unverified