Speech Large Language Models

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Period ending 2026-09-21

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  1. MELD: Mel-Spectrogram-Based Speech Language Modeling with Discrete Latent Variables

    May 28, 2026Sung-Lin Yeh, Wei Zhou, Gil Keren +6Speech Large Language ModelsZero-Shot Text-To-Speech

  2. Decoding Strategies for Diffusion-Based ASR: A Systematic Evaluation of Confidence-Based Thresholding

    May 28, 2026Jeong Hun Yeo, Minsu Kim, Hyeongseop Rha +1Llm-Based Automatic Speech RecognitionAutoregressive Decoding

  3. Towards Human-Like Interactive Speech Recognition With Agentic Correction and Semantic Evaluation

    May 28, 2026Zixuan Jiang, Yanqiao Zhu, Peng Wang +8Automatic Speech Recognition SystemsWord Error Rate

  4. Bandwidth-Efficient and Privacy-Preserving Edge-Cloud Many-to-Many Speech Translation

    May 27, 2026Yexing Du, Kaiyuan Liu, Youcheng Pan +4Simultaneous Speech TranslationAutomatic Speech Recognition Systems

  5. Data-Efficient On-Policy Distillation for Automatic Speech Recognition

    May 27, 2026Yu Lin, Yiming Wang, Runyuan Cai +1Llm-Based Automatic Speech RecognitionAutomatic Speech Recognition Systems

  6. TARQ: Tail-Aware Reconstruction Quantization for Rare-Word Robust Automatic Speech Recognition

    May 27, 2026Xinyu Wang, Ziyu Zhao, Ke Bai +4Speech Large Language ModelsWeight-Only Quantization

  7. FalAR: A Large-scale Speaker-Annotated European Portuguese Speech Corpus of Parliamentary Sessions

    May 26, 2026Francisco Teixeira, Carlos Carvalho, Mariana Julião +7LibrispeechText Corpora

  8. A Dataset of Robot-Patient and Doctor-Patient Medical Dialogues for Spoken Language Processing Tasks

    May 26, 2026Heriberto Cuayahuitl, Grace JangConversational DatasetsConversational Benchmarks

  9. Thaka at KSAA-2026 Task 2: Regularized Fine-Tuning for Arabic Speech Diacritization

    May 25, 2026Meshal Alamr, Hassan Alqaeri, Abdullah AldahlawiSpeech EncoderArabic Natural Language Processing

  10. Rethinking Continual Learning for Speech and Audio: A Representation-Centric Taxonomy and Open Problems

    May 24, 2026Yang Xiao, Siyi Wang, Eun-Jung Holden +1Discrete Speech RepresentationsAcoustic Representation

  11. Frame-Aligned Fusion of Canary and WavLM for Non-Intrusive Intelligibility Prediction of Hearing-Aid-Processed Speech

    May 22, 2026Kazushi NakazawaSpeaker RecognitionSpeech Encoder

  12. Word-Level Modeling with Alignment-Aware Acoustic Fusion for Text-Assisted Intelligibility Prediction in Listeners with Hearing Loss

    May 22, 2026Kazushi NakazawaSpeaker RecognitionSpeech Encoder

  13. Thinking-while-speaking: A Controlled, Interleaved Reasoning Method for Real-Time Speech Generation

    May 20, 2026Xuan Du, Qiangyu Yan, Wenshuo Li +4Speech-LlmsSupervised Fine-Tuning

  14. SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR

    May 20, 2026Kavya Manohar, Arghya Bhattacharya, Kush Juvekar +1Word Error RateAutomatic Speech Recognition Systems

  15. Optimising Neural Speech Codecs for 300bps Communication using Reinforcement Learning

    May 19, 2026Junyi Wang, Chi Zhang, Jing Qian +4Neural Audio CodecsUltra-Low Bitrates

  16. Benchmarking Commercial ASR Systems on Code-Switching Speech: Arabic, Persian, and German

    May 18, 2026Sajjad Abdoli, Ghassan Al-Sumaidaee, Clayton W. Taylor +2Code-SwitchingMultilingual Automatic Speech Recognition

  17. Sometin Beta Pass Notin (SBPN): Improving Multilingual ASR for Nigerian Languages via Knowledge Distillation

    May 18, 2026Sewade OgunMultilingual Automatic Speech RecognitionWord Error Rate

  18. JSPG: Dynamic Dictionary Filtering via Joint Semantic-Pinyin-Glyph Retrieval for Chinese Contextual ASR

    May 16, 2026Shilin Zhou, Zhenghua LiAutomatic Speech Recognition SystemsGraph Homophily

  19. SpeakerLLM: A Speaker-Specialized Audio-LLM for Speaker Understanding and Verification Reasoning

    May 14, 2026KiHyun Nam, Jungwoo Heo, Siu Bae +2Speaker Verification PerformanceSpeech Evaluation

  20. Text-Dependent Speaker Verification (TdSV) Challenge 2024: Team Naive System Report

    May 14, 2026Amir Mohammad Rostami, Pourya JafarzadehSpeaker Verification PerformanceLibrispeech

  21. PROCESS-2: A Benchmark Speech Corpus for Early Cognitive Impairment Detection

    May 14, 2026Madhurananda Pahar, Caitlin H. Illingworth, Bahman Mirheidari +7LibrispeechMild Cognitive Impairment

  22. Streaming Speech-to-Text Translation with a SpeechLLM

    May 14, 2026Titouan Parcollet, Shucong Zhang, Xianrui Zheng +1Speech TranslationSpeech-Llms

  23. A Calculus-Based Framework for Determining Vocabulary Size in End-to-End ASR

    May 14, 2026Sunil Kumar KopparapuAutomatic Speech Recognition SystemsVocabulary Expansion

  24. Refining Pseudo-Audio Prompts with Speech-Text Alignment for Text-Only Domain Adaptation in LLM-Based ASR

    May 14, 2026Ryo Magoshi, Takashi Maekaku, Yusuke ShinoharaLlm-Based Automatic Speech RecognitionDomain Adaptation

  25. Reliability-Gated Source Anchoring for Continual Test-Time Adaptation

    May 13, 2026Vikash Singh, Debargha Ganguly, Weicong Chen +8Continual Test-Time AdaptationIndependent Anchor Network

  26. Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition

    May 13, 2026Kush Juvekar, Kavya Manohar, Aditya Srinivas Menon +2Multilingual Automatic Speech RecognitionAutomatic Speech Recognition Systems

  27. A Semi-Supervised Framework for Speech Confidence Detection using Whisper

    May 12, 2026Adam Wynn, Jingyun WangSpeaker RecognitionSpeaker Attributes

  28. Mind the Pause: Disfluency-Aware Objective Tuning for Multilingual Speech Correction with LLMs

    May 12, 2026Deepak Kumar, Baban Gain, Asif EkbalMultilingual Automatic Speech RecognitionAccented Speech

  29. Mechanistic Interpretability of ASR models using Sparse Autoencoders

    May 12, 2026Dan Pluth, Zachary Nicholas Houghton, Yu Zhou +1Llm-Based Automatic Speech RecognitionSpeech Encoder

  30. Sign Language Recognition and Translation for Low-Resource Languages: Challenges and Pathways Forward

    May 12, 2026Nigar Alishzade, Gulchin AbdullayevaSign Language RecognitionLow-Resource Languages

  31. How Should LLMs Listen While Speaking? A Study of User-Stream Routing in Full-Duplex Spoken Dialogue

    May 11, 2026Hui Lu, Xueyuan Chen, Huimeng Wang +4Full-Duplex Speech ModelsFull-Duplex Dialogue

  32. TARNet: A Temporal-Aware Multi-Scale Architecture for Closed-Set Speaker Identification

    May 8, 2026Yassin Terraf, Youssef IraqiLibrispeechSpeech Evaluation

  33. Beyond Single Ground Truth: Reference Monism as Epistemic Injustice in ASR Evaluation

    May 8, 2026Anna Seo Gyeong Choi, Maria Teleki, James Caverlee +3Word Error RateAutomatic Speech Recognition Systems

  34. WavCube: Unifying Speech Representation for Understanding and Generation via Semantic-Acoustic Joint Modeling

    May 7, 2026Guanrou Yang, Tian Tan, Qian Chen +12Discrete Speech RepresentationsSpeech Encoder

  35. MultiLinguahah : A New Unsupervised Multilingual Acoustic Laughter Segmentation Method

    May 7, 2026Sofia Callejas, Nahuel Gomez, Catherine Pelachaud +2HumorMultilingual Automatic Speech Recognition

  36. Minimizing Modality Gap from the Input Side: Your Speech LLM Can Be a Prosody-Aware Text LLM

    May 7, 2026Wenqian Cui, Xiao-Hui Li, Daxin Tan +2Speech Large Language ModelsSpeech Encoder

  37. X-Voice: Enabling Everyone to Speak 30 Languages via Zero-Shot Cross-Lingual Voice Cloning

    May 7, 2026Rixi Xu, Qingyu Liu, Haitao Li +10Cross-Lingual Voice CloningMultilingual Automatic Speech Recognition

  38. Bangla-WhisperDiar: Fine-Tuning Whisper and PyAnnote for Bangla Long-Form Speech Recognition and Speaker Diarization

    May 6, 2026Mohammed Aman Bhuiyan, Md Sazzad Hossain Adib, Samiul Basir Bhuiyan +4Speaker DiarizationSpeech Large Language Models

  39. MiniMind-O Technical Report: An Open Small-Scale Speech-Native Omni Model

    May 5, 2026Jingyao GongSpeech Large Language ModelsSmall Language Models

  40. A Paradigm for Interpreting Metrics and Identifying Critical Errors in Automatic Speech Recognition

    May 5, 2026Thibault Bañeras-Roux, Mickael Rouvier, Jane Wottawa +1Word Error RateTranscription

  41. Rethinking Entropy Minimization in Test-Time Adaptation for Autoregressive Models

    May 5, 2026Wei-Ping Huang, Chee-En Yu, Guan-Ting Lin +1Autoregressive ModelLlm-Based Automatic Speech Recognition

  42. When Audio-Language Models Fail to Leverage Multimodal Context for Dysarthric Speech Recognition

    May 4, 2026Pehuén Moure, Niclas Pokel, Bilal Bounajma +4Dysarthric SpeechAutomatic Speech Recognition Systems

  43. Valley3: Scaling Omni Foundation Models for E-commerce

    May 2, 2026Zeyu Chen, Guanghao Zhou, Min Yang +6Omni-ModalOmni

  44. LASE: Language-Adversarial Speaker Encoding for Indic Cross-Script Identity Preservation

    May 1, 2026Venkata Pushpak Teja MentaCross-Lingual Voice CloningSpeech Encoder

  45. Alethia: A Foundational Encoder for Voice Deepfakes

    Apr 30, 2026Yi Zhu, Brahmi Dwivedi, Jayaram Raghuram +1Audio Deepfake DetectionDeepfake Detection

  46. HATS: An Open data set Integrating Human Perception Applied to the Evaluation of Automatic Speech Recognition Metrics

    Apr 30, 2026Thibault Bañeras Roux, Jane Wottawa, Mickael Rouvier +2Word Error RateAutomatic Speech Recognition Systems

  47. Qualitative Evaluation of Language Model Rescoring in Automatic Speech Recognition

    Apr 30, 2026Thibault Bañeras-Roux, Mickaël Rouvier, Jane Wottawa +1Word Error RateAutomatic Speech Recognition Systems

  48. Few-Shot Synthetic Accented Speech for ASR Fine-Tuning: What Helps and When?

    Apr 30, 2026Yurii Halychanskyi, Nimet Beyza Bozdag, Mark Hasegawa-Johnson +2Speech Large Language ModelsPhoneme-Level Analysis

  49. Graph-Based Phonetic Error Correction of Noisy ASR

    Apr 29, 2026Pratik Rakesh Singh, Mohammadi Zaki, Aneesh Mukkamala +1Automatic Speech Recognition SystemsGrammatical Error Correction

  50. Text-Utilization for Encoder-dominated Speech Recognition Models

    Apr 29, 2026Albert Zeyer, Tim Posielek, Ralf Schlüter +1Llm-Based Automatic Speech RecognitionLibrispeech

  51. One Voice, Many Tongues: Cross-Lingual Voice Cloning for Scientific Speech

    Apr 28, 2026Amanuel Gizachew Abebe, Yasmin MoslemCross-Lingual Voice CloningMultilingual Automatic Speech Recognition

  52. WhisperPipe: A Resource-Efficient Streaming Architecture for Real-Time Automatic Speech Recognition

    Apr 28, 2026Erfan Ramezani, Mohammad Mahdi Giahi, Mohammad Erfan Zarabadipour +2Automatic Speech Recognition SystemsSpeech Large Language Models

  53. Praxy Voice: Voice-Prompt Recovery + BUPS for Commercial-Class Indic TTS from a Frozen Non-Indic Base at Zero Commercial-Training-Data Cost

    Apr 28, 2026Venkata Pushpak Teja MentaZero-Shot Text-To-SpeechLibrispeech

  54. RAS: a Reliability Oriented Metric for Automatic Speech Recognition

    Apr 27, 2026Wenbin Huang, Yuhang Qiu, Bohan Li +5Automatic Speech Recognition SystemsTranscription

  55. Prompting Whisper for Joint Speech Transcription and Diarization

    Apr 24, 2026Mariia Zamyrova, Henk van den HeuvelSpeaker DiarizationAccurate Transcription

  56. Identifying and typifying demographic unfairness in phoneme-level embeddings of self-supervised speech recognition models

    Apr 24, 2026Felix Herron, Solange Rossato, Alexandre Allauzen +1Phoneme-Level AnalysisSelf-Supervised Speech Models

  57. Preferences of a Voice-First Nation: Large-Scale Pairwise Evaluation and Preference Analysis for TTS in Indian Languages

    Apr 23, 2026Srija Anand, Ashwin Sankar, Ishvinder Sethi +10Multilingual Automatic Speech RecognitionLinguistics

  58. "This Wasn't Made for Me": Recentering User Experience and Emotional Impact in the Evaluation of ASR Bias

    Apr 22, 2026Siyu Liang, Alicia Beckford WassinkAutomatic Speech Recognition SystemsUsability

  59. Hierarchical Policy Optimization for Simultaneous Translation of Unbounded Speech

    Apr 22, 2026Siqi Ouyang, Shuoyang Ding, Oleksii Hrinchuk +4Simultaneous Speech TranslationSpeech Translation

  60. Detecting Hallucinations in SpeechLLMs at Inference Time Using Attention Maps

    Apr 21, 2026Jonas Waldendorf, Bashar Awwad Shiekh Hasan, Evgenii TsymbalovHallucination DetectionSpeech Large Language Models