Speech Representation Learning

Benchmarks archive 2025-07-28

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Datasets archive 2025-07-28

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Most implemented papers archive 2025-07-28

30 shown of 48 papers with code (131 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• HuBERT: Self-Supervised Speech Representation Learning by Masked Prediction of Hidden Units
  14 Jun 2021 11 repositories listed Syntology ran 0 of 9 samples · 9 unverified
  Self-supervised approaches for speech representation learning are challenged by three unique problems: (1) there are multiple sound units in each input utterance, (2) there is no lexicon of input sound units during the…
• Mockingjay: Unsupervised Speech Representation Learning with Deep Bidirectional Transformer Encoders
  25 Oct 2019 7 repositories listed Syntology ran 3 of 11 samples · 8 unverified
  We present Mockingjay as a new speech representation learning approach, where bidirectional Transformer encoders are pre-trained on a large amount of unlabeled speech.
• UniSpeech-SAT: Universal Speech Representation Learning with Speaker Aware Pre-Training
  12 Oct 2021 5 repositories listed
  We integrate the proposed methods into the HuBERT framework.
• UniSpeech: Unified Speech Representation Learning with Labeled and Unlabeled Data
  19 Jan 2021 5 repositories listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  In this paper, we propose a unified pre-training approach called UniSpeech to learn speech representations with both unlabeled and labeled data, in which supervised phonetic CTC learning and phonetically-aware…
• Unsupervised speech representation learning using WaveNet autoencoders
  25 Jan 2019 5 repositories listed
  We consider the task of unsupervised extraction of meaningful latent representations of speech by applying autoencoding neural networks to speech waveforms.
• W2v-BERT: Combining Contrastive Learning and Masked Language Modeling for Self-Supervised Speech Pre-Training
  7 Aug 2021 4 repositories listed
  In particular, when compared to published models such as conformer-based wav2vec~2.
• An Unsupervised Autoregressive Model for Speech Representation Learning
  5 Apr 2019 4 repositories listed Syntology ran 4 of 4 samples · 0 unverified · 3 pointer-only (licence)
  This paper proposes a novel unsupervised autoregressive neural model for learning generic speech representations.
• ERNIE-SAT: Speech and Text Joint Pretraining for Cross-Lingual Multi-Speaker Text-to-Speech
  7 Nov 2022 2 repositories listed
  In this paper, we extend the pretraining method for cross-lingual multi-speaker speech synthesis tasks, including cross-lingual multi-speaker voice cloning and cross-lingual multi-speaker speech editing.
• A³T: Alignment-Aware Acoustic and Text Pretraining for Speech Synthesis and Editing
  18 Mar 2022 2 repositories listed Syntology ran 0 of 7 samples · 7 unverified
  Recently, speech representation learning has improved many speech-related tasks such as speech recognition, speech classification, and speech-to-text translation.
• Learning Audio-Visual Speech Representation by Masked Multimodal Cluster Prediction
  5 Jan 2022 2 repositories listed
  The lip-reading WER is further reduced to 26.
• XLS-R: Self-supervised Cross-lingual Speech Representation Learning at Scale
  17 Nov 2021 2 repositories listed
  On the CoVoST-2 speech translation benchmark, we improve the previous state of the art by an average of 7.
• Sampling strategies in Siamese Networks for unsupervised speech representation learning
  30 Apr 2018 2 repositories listed
  We apply these results to pairs of words discovered using an unsupervised algorithm and show an improvement on state-of-the-art in unsupervised representation learning using siamese networks.
• Multi-Task Corrupted Prediction for Learning Robust Audio-Visual Speech Representation
  23 Jan 2025 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  Specifically, we suggest a unimodal multi-task learning, which distills cross-modal knowledge and aligns the corrupted modalities, by predicting clean audio targets with corrupted videos, and clean video targets with…
• k2SSL: A Faster and Better Framework for Self-Supervised Speech Representation Learning
  26 Nov 2024 1 repository listed
  Self-supervised learning (SSL) has achieved great success in speech-related tasks.
• EH-MAM: Easy-to-Hard Masked Acoustic Modeling for Self-Supervised Speech Representation Learning
  17 Oct 2024 1 repository listed Syntology ran 6 of 10 samples · 4 unverified
  In this paper, we present EH-MAM (Easy-to-Hard adaptive Masked Acoustic Modeling), a novel self-supervised learning approach for speech representation learning.
• Self-Supervised Syllable Discovery Based on Speaker-Disentangled HuBERT
  16 Sep 2024 1 repository listed
  However, we observe that the information aggregated in the CLS token correlates more with speaker identity than with linguistic content.
• mHuBERT-147: A Compact Multilingual HuBERT Model
  10 Jun 2024 1 repository listed
  We present mHuBERT-147, the first general-purpose massively multilingual HuBERT speech representation model trained on 90K hours of clean, open-license data.
• An Efficient End-to-End Approach to Noise Invariant Speech Features via Multi-Task Learning
  13 Mar 2024 1 repository listed
  Lastly, we show that the proposed recipe can be applied to other distillation methodologies, such as the recent DPWavLM.
• The Effect of Batch Size on Contrastive Self-Supervised Speech Representation Learning
  21 Feb 2024 1 repository listed
  We then show that the quality of the pre-trained model depends mainly on the amount of speech data seen during training, i.
• CLARA: Multilingual Contrastive Learning for Audio Representation Acquisition
  18 Oct 2023 1 repository listed
  Using a large multilingual audio corpus and self-supervised learning, CLARA develops speech representations enriched with emotions, advancing emotion-aware multilingual speech processing.
• MUST&P-SRL: Multi-lingual and Unified Syllabification in Text and Phonetic Domains for Speech Representation Learning
  17 Oct 2023 1 repository listed
  In this paper, we present a methodology for linguistic feature extraction, focusing particularly on automatically syllabifying words in multiple languages, with a design to be compatible with a forced-alignment tool,…
• Fast-HuBERT: An Efficient Training Framework for Self-Supervised Speech Representation Learning
  25 Sep 2023 1 repository listed
  Recent years have witnessed significant advancements in self-supervised learning (SSL) methods for speech-processing tasks.
• QS-TTS: Towards Semi-Supervised Text-to-Speech Synthesis via Vector-Quantized Self-Supervised Speech Representation Learning
  31 Aug 2023 1 repository listed
  This paper proposes a novel semi-supervised TTS framework, QS-TTS, to improve TTS quality with lower supervised data requirements via Vector-Quantized Self-Supervised Speech Representation Learning (VQ-S3RL) utilizing…
• DinoSR: Self-Distillation and Online Clustering for Self-supervised Speech Representation Learning
  17 May 2023 1 repository listed
  In this paper, we introduce self-distillation and online clustering for self-supervised speech representation learning (DinoSR) which combines masked language modeling, self-distillation, and online clustering.
• A multimodal dynamical variational autoencoder for audiovisual speech representation learning
  5 May 2023 1 repository listed
  The latent space is structured to dissociate the latent dynamical factors that are shared between the modalities from those that are specific to each modality.
• FaceXHuBERT: Text-less Speech-driven E(X)pressive 3D Facial Animation Synthesis Using Self-Supervised Speech Representation Learning
  9 Mar 2023 1 repository listed
  This paper presents FaceXHuBERT, a text-less speech-driven 3D facial animation generation method that allows to capture personalized and subtle cues in speech (e.
• A low latency attention module for streaming self-supervised speech representation learning
  27 Feb 2023 1 repository listed
  The SA represents our proposal for an efficient streaming SSRL implementation, while the LLSA solves the latency build-up problem of other streaming attention architectures, such as the masked acausal attention (MAA),…
• Structured Pruning of Self-Supervised Pre-trained Models for Speech Recognition and Understanding
  27 Feb 2023 1 repository listed
  Self-supervised speech representation learning (SSL) has shown to be effective in various downstream tasks, but SSL models are usually large and slow.
• MT4SSL: Boosting Self-Supervised Speech Representation Learning by Integrating Multiple Targets
  14 Nov 2022 1 repository listed
  In this paper, we provide a new perspective on self-supervised speech models from how the training targets are obtained.
• data2vec-aqc: Search for the right Teaching Assistant in the Teacher-Student training setup
  2 Nov 2022 1 repository listed
  In this paper, we propose a new Self-Supervised Learning (SSL) algorithm called data2vec-aqc, for speech representation learning from unlabeled speech data.

Syntology lines on 7 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.