Methods › Audio › Speech Recognition › XLSR
XLSR
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
XLSR is a multilingual speech recognition model built on wav2vec 2.0 which is trained by solving a contrastive task over masked latent speech representations and jointly learns a quantization of the latents shared across languages. The model is fine-tuned on labeled data and experiments show that cross-lingual pretraining significantly outperforms monolingual pretraining. A shared quantization module over feature encoder representations produces multilingual quantized speech units whose embeddings are then used as targets for a Transformer trained by contrastive learning. The model learns to share discrete tokens across languages, creating bridges across languages.
Papers archive 2025-07-28
20 shown of 20, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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EMO-Debias: Benchmarking Gender Debiasing Techniques in Multi-Label Speech Emotion Recognition 5 Jun 2025 · 0 repositories · arXiv:2506.04652
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Self-supervised ASR Models and Features For Dysarthric and Elderly Speech Recognition 3 Jul 2024 · 0 repositories · arXiv:2407.13782
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Less Forgetting for Better Generalization: Exploring Continual-learning Fine-tuning Methods for Speech Self-supervised Representations 30 Jun 2024 · 0 repositories · arXiv:2407.00756
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Transcription and translation of videos using fine-tuned XLSR Wav2Vec2 on custom dataset and mBART 1 Mar 2024 · 0 repositories · arXiv:2403.00212
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End to end Hindi to English speech conversion using Bark, mBART and a finetuned XLSR Wav2Vec2 11 Jan 2024 · 0 repositories · arXiv:2401.06183
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Self-supervised Adaptive Pre-training of Multilingual Speech Models for Language and Dialect Identification 12 Dec 2023 · 0 repositories · arXiv:2312.07338
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Multilingual self-supervised speech representations improve the speech recognition of low-resource African languages with codeswitching 25 Nov 2023 · 0 repositories · arXiv:2311.15077
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Modular Speech-to-Text Translation for Zero-Shot Cross-Modal Transfer 5 Oct 2023 · 0 repositories · arXiv:2310.03724
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Zero Resource Code-switched Speech Benchmark Using Speech Utterance Pairs For Multiple Spoken Languages 4 Oct 2023 · 1 repository · arXiv:2310.03018
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Indonesian Automatic Speech Recognition with XLSR-53 20 Aug 2023 · 0 repositories · arXiv:2308.11589
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Allophant: Cross-lingual Phoneme Recognition with Articulatory Attributes 7 Jun 2023 · 1 repository · arXiv:2306.04306
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Improving the previous state-of-the-art Frisian ASR by fine-tuning XLS-R 31 Mar 2023 · 0 repositories
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Improving Spoken Language Identification with Map-Mix 16 Feb 2023 · 1 repository · arXiv:2302.08229
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Improved Self-Supervised Multilingual Speech Representation Learning Combined with Auxiliary Language Information 7 Dec 2022 · 0 repositories · arXiv:2212.03476
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Automatic Speech Recognition of Low-Resource Languages Based on Chukchi 11 Oct 2022 · 0 repositories · arXiv:2210.05726
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Cross-lingual Self-Supervised Speech Representations for Improved Dysarthric Speech Recognition 4 Apr 2022 · 0 repositories · arXiv:2204.01670
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Language Adaptive Cross-lingual Speech Representation Learning with Sparse Sharing Sub-networks 9 Mar 2022 · 0 repositories · arXiv:2203.04583
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Joint Unsupervised and Supervised Training for Multilingual ASR 15 Nov 2021 · 0 repositories · arXiv:2111.08137
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Magic dust for cross-lingual adaptation of monolingual wav2vec-2.0 7 Oct 2021 · 0 repositories · arXiv:2110.03560
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Unsupervised Cross-lingual Representation Learning for Speech Recognition 24 Jun 2020 · 8 repositories · arXiv:2006.13979Syntology ran 0 of 6 samples · 6 unverified
Tasks archive 2025-07-28
20 shown of 38 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections