Low-Resource Speech Recognition

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11 papers in the last four weeks, up 83% on the four weeks before. 0.1% of all new papers.

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  1. Phoneme-Guided Initialization for LLM-based Speech Recognition

    Oct 6, 2026Ryo Magoshi, Shinsuke Sakai, Tatsuya KawaharaAutomatic Speech RecognitionSpeech Language Models

    Graduate School of Informatics, Kyoto University, Japan

  2. Automatic Speech Recognition for Low-Resource Sinhala: A Critical Review of Methods, Challenges, and Future Directions

    Oct 5, 2026Chanuka Dinuwan, Sanath Jayasena, Buddhika KarunarathneASR EvaluationAutomatic Speech Recognition

    MSc in Data Science and Artificial Intelligence Department of Computer Science & Engineering University of Moratuwa, Sri Lanka · University of Moratuwa, Sri Lanka

  3. Towards Model as a Library: Offline, Community-Sourced AI for Low-Resource African Languages

    Sep 29, 2026Fendji K. E. Jean LouisSpeech ProcessingLow-Resource Language Processing

    Centre of Research, Experimentation and Production SCEMI, University of Ngaoundere, Ngaoundere, Cameroon · Stellenbosch Institute for Advanced Study Wallenberg Research Centre at Stellenbosch University, Stellenbosch, South Africa

  4. Benchmarking Automatic Speech Recognition Tools for Iberian Languages

    Sep 29, 2026Fernando López, Pablo Gómez, David Solans +2ASR EvaluationAutomatic Speech Recognition

    Telefónica Innovación Digital, Spain · Universidad Autónoma de Madrid, Spain

  5. Adaptive Fisher-Whitened Cross-Covariance for Low-Resource Speech Recognition

    Sep 24, 2026Asmee Mishra, Mengjie Qian, Brechtje Post +1Speech Foundation ModelsLow-Resource Speech Recognition

    Department of Engineering, University of Cambridge, United Kingdom · Phonetics Laboratory, University of Cambridge, United Kingdom

  6. Benchmarking and Domain Adaptation of Automatic Speech Recognition (ASR) for Adolescent Health Communication in Ghanaian Languages

    Sep 24, 2026Stephen E. Moore, Akwasi Asare, Mich-Seth Owusu +3ASR EvaluationDomain Adaptation for ASR

    Department of Mathematics, University of Cape Coast, Ghana · Ghana Natural Language Processing, Cape Coast, Ghana

  7. BranchShine-CR: Compact Multilingual IPA Transcription with Self-Conditioned CTC and Consistency Regularization

    Sep 24, 2026Nikhil Navas, Sergio Chevtchenko, Talisson Damiao +1Speech ProcessingLow-Resource Speech Recognition

    International Centre for Neuromorphic Systems, Western Sydney University · Neurabuild

  8. End-to-end Jordanian dialect speech-to-text self-supervised learning framework

    Sep 21, 2026Ali A. Safieh, Ibrahim Abu Alhaol, Rawan GhnematAutomatic Speech RecognitionSelf-Supervised Speech Representation Learning

    Data Science Department, King Hussein School of Computing Sciences, Princess Sumaya University for Technology, Amman, Jordan

  9. 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

    Department of Computer Science and Information Engineering, National Taiwan Normal University, Taiwan · E.SUN Financial Holding Co., Ltd., Taiwan · EZAI, Taiwan

  10. Sequential Adapter Stacking for Cross-Lingual Low-Resource ASR

    Sep 14, 2026Thai Thi Thanh Thao Dang, Mengjie Qian, Kate KnillLow-Resource Speech RecognitionParameter-Efficient Fine-Tuning

    Department of Engineering, University of Cambridge, UK

  11. Beyond Word Error Rate: A Switch Aware Evaluation of ASR and Audio Language Models on English Yoruba Code-Switched Speech

    Sep 12, 2026Chibuzor Okocha, Christan Earl GrantAudio-Language Model EvaluationCode-Switching Speech Recognition

    Department of Computer & Information Science & Engineering University of Florida, Gainesville, FL, USA

  12. Leveraging Fine-grained Error Correction in Korean Speech Recognition for Consultation Services

    Sep 9, 2026Yonghyun Jun, Jimin Lee, Hwan Chang +3Automatic Speech RecognitionLow-Resource Language Processing

    Chung-Ang University · Korea Local Information Research & Development Institute · SK intellix

  13. BuzzASR: A Swarm of 100+ Monolingual Speech Recognition Models

    Sep 9, 2026Shivam Singh, Aditya Yadavalli, Catherine Arnett +1Speech Foundation ModelsAutomatic Speech Recognition

    UC San Diego · EleutherAI

  14. SpeakPay: Domain-Adaptive LoRA Fine-Tuning of Whisper for Low-Resource Nepali Financial Speech Recognition

    Sep 1, 2026Biraj SubediDomain Adaptation for ASRAutomatic Speech Recognition

    Independent Researcher

  15. Easper: An Accessible ASR Pipeline for Language Documentation

    Aug 12, 2026Aso Mahmudi, Ting Dang, Ekaterina Vylomova +1ASR EvaluationAutomatic Speech Recognition

    School of Computing and Information Systems, The University of Melbourne, Australia · School of Languages and Linguistics, The University of Melbourne, Australia

  16. DonorRank: Donor Language Selection for Low-Resource Cross-Lingual Speech Recognition

    Aug 11, 2026Akriti Dhasmana, Aarohi Srivastava, David ChiangLearning to RankLow-Resource Speech Recognition

    Computer Science and Engineering University of Notre Dame Notre Dame, IN, USA

  17. myMediWhisper: Construction of Burmese Medical Speech Corpus and Whisper Fine-Tuning for Clinical Dialogue ASR

    Aug 11, 2026Ye Kyaw Thu, Ye Bhone Lin, Thura Aung +6Speech ProcessingAutomatic Speech Recognition

    National Electronics and Computer Technology Center (NECTEC), Thailand · Language Understanding Laboratory, Myanmar · King Mongkut’s University of Technology Thonburi, Thailand +1

  18. Seeds Before Objectives: Rethinking Evaluation for Low-Resource Garhwali ASR

    Aug 11, 2026Karamvir Singh Batra, Prathamjyot Singh, Ashima Sood +2ASR EvaluationML Reproducibility

    Thapar Institute of Engineering and Technology, Patiala, Punjab, India · Ulster University, Londonderry, United Kingdom · Ulster University, Belfast, United Kingdom

  19. Edge Phoneme Recognition for Children's Speech through Age-Aware Training

    Aug 10, 2026Matthew Arboleda, Ryan Arboleda, Sophie Haak +6Automatic Speech RecognitionLow-Resource Speech Recognition

    Occidental College Los Angeles, CA, USA

  20. Decolonizing Linguistic Policies in Automated Speech Recognition: A Framework for Cross-Culturally Competent Speech AI

    Aug 6, 2026Jay L. Cunningham, Mark Atta Mensah, Richard Martinez +2Automatic Speech RecognitionLow-Resource Speech Recognition

    DePaul University, School of Computing, RAISE Lab, USA · York University, Electrical Engineering and Computer Science, Canada · Independent Researcher, USA

  21. Analyzing Speech Condition Effects in Dysarthric ASR: A Layer-wise Probing Study

    Aug 3, 2026Darwin Jelestin Muthu, Navya Gupta, Wei Lin Tay +3Speech ProcessingLow-Resource Speech Recognition

    Singapore Institute of Technology

  22. Normal-Anchored First-Order Model-Agnostic Meta-Learning based Whisper Fine-Tuning for Enhancing Fairness of Cleft Lip and Palate Speech Recognition

    Jul 31, 2026Susmita Bhattacharjee, Jagabandhu Mishra, H. S. Shekhawat +2Speech Foundation ModelsMeta-Learning

    Department of Electronics and Electrical Engineering, Indian Institute of Technology Guwahati, Guwahati, 781039, Assam, India · School of Computing, University of Eastern Finland, Joensuu, Finland · Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, United States +1

  23. MEUSLI: a Multilingual Projector for LLM-based ASR and Beyond

    Jul 24, 2026Lorenzo Concina, Seraphina Fong, Marco Matassoni +1Speech Language ModelsLow-Resource Speech Recognition

    Center for Augmented Intelligence, Fondazione Bruno Kessler, Trento, Italy · Department of Information Engineering and Computer Science, University of Trento, Italy

  24. DONDO: Open w2v-BERT Speech-Recognition Base Models for African Languages

    Jul 23, 2026Paul Azunre, Naafi Ibrahim, Joel Budu +1Speech Foundation ModelsAutomatic Speech Recognition

    Khaya AI

  25. From a Multilingual Streaming ASR Backbone to Kenyan-Language Systems: Data-Centric Adaptation of Nemotron 3.5 for Kikuyu, Dholuo, and Kalenjin

    Jul 21, 2026Mark GatereFine-TuningStreaming ASR

    C-elo Labs

  26. Robust Assamese Speech Recognition through Controlled Fine-Tuning of Whisper Models

    Jul 19, 2026Ganapati Das, Dwipen Laskar, Hasin Afzal Ahmed +4Automatic Speech RecognitionLow-Resource Speech Recognition

    Department of Computer Science, Gauhati University, Guwahati, 781014, Assam, India · Department of Computer Science, Pandit Deendayal Upadhyaya Adarsha Mahavidyalaya, Goalpara, 783101, Assam, India · Department of Computer Science and Technology, Bodoland University, Kokrajhar, 783370, Assam, India +1

  27. Unified Gradient Projection: Language-Balanced Continual Learning for Multilingual Low-Resource ASR

    Jul 13, 2026Ziang Ren, Guodong Lin, Yuchen Ai +2Automatic Speech RecognitionGradient Projection

    Department of Electronic Engineering, Tsinghua University, China

  28. GigaAM Multilingual: Foundation Model for Underrepresented Languages

    Jul 11, 2026Andrei Kuzmenko, Alexandr Maximenko, Aleksandr Kutsakov +5Speech Foundation ModelsSpeech Processing

    SaluteDevices, Russia

  29. Which Languages Transfer Best to Warlpiri? A Similarity-Based Study for Low-Resource ASR

    Jul 11, 2026Pravina Mylvaganam, Eliathamby Ambikairajah, Ting Dang +2Low-Resource Language ProcessingLow-Resource Speech Recognition

    University of New South Wales, Australia · University of Melbourne, Australia · University of Sydney, Australia

  30. Tokenizer Transplantation: Mitigating Autoregressive Collapse in Edge-Efficient Bengali ASR

    Jul 10, 2026Sanjid Hasan, Md. Abdur RahmanAutomatic Speech RecognitionLow-Resource Speech Recognition

    Khulna University of Engineering & Technology, Bangladesh · Military Institute of Science and Technology, Bangladesh