Speech Large Language Models

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Period ending 2026-09-21

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Period ending 2026-09-07

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  1. Federated Multilingual Speech-LLMs: Architecture and Aggregation Strategy Benchmarking

    Sep 20, 2026Jordi Luque, Aleix Sant, Fernando LópezMultilingual Automatic Speech Recognition

  2. Long-Tail Rebalancing for Non-Verbal Vocalization-Aware ASR: A Track~1 System for the NVVSpeech Challenge

    Sep 20, 2026Shangyue Jia, Jingru Ma, Yangzhuo Li +9Automatic Speech Recognition Systems

  3. Reading Emotions in the Token Space: Discriminative Adaptation of SpeechLLMs for Emotion Recognition

    Sep 17, 2026Hasindri Watawana, Sergio Burdisso, Esaú Villatoro-Tello +4Emotion RecognitionSpeech Large Language Models

  4. KoUniTalk: A Lightweight Articulation-Centered Korean-English 3D Talking Face Benchmark

    Sep 17, 2026Hyunjung Chung, Unsang ParkFacial AnimationKorean

  5. A Phonemically Comprehensive, ASCII-Only Romanization Scheme for Thai and Lao: Systematic Cross-Lingual Correspondence and Chinese-User-Friendly Design

    Sep 17, 2026Zijie Zhang, Tan LeeCross-Lingual ConsistencyMultilingual Automatic Speech Recognition

  6. A Cross-Lingual Acoustic Disease-Alignment Framework for Respiratory Health Assessment from Spontaneous Speech

    Sep 16, 2026Roksana Khanom, Raghib Asfak Tasnim, Bodrun Nahar Bithi +4Respiratory Sound ClassificationMultilingual Automatic Speech Recognition

  7. HearInContext: A Benchmark for Implicit Context in Speech Recognition

    Sep 16, 2026Yifan Gao, Yao Tian, Hongbin SuoAutomatic Speech Recognition Systems

  8. A Probe Shift Is Not a Fairness Fix: The Limits of Representation Steering in Speech Models

    Sep 16, 2026Nicolas Bourrel, Abderrahmane Issam, Gerasimos SpanakisSpeaker AttributesSpeech Encoder

  9. Align, Integrate, and Fire: Efficient Token-Level Alignment for Zero-Shot SpeechLLMs

    Sep 16, 2026Abderrahmane Issam, Yusuf Can Semerci, Jan Scholtes +1Speech Large Language ModelsAudio Latent

  10. 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 +3Speech Large Language ModelsInjection

  11. Encoder Awakening via Adapters: Effective Domain-Adaptive Fine-tuning of Speech-LLMs

    Sep 16, 2026Mohan Shi, Zilai Wang, Natarajan Balaji Shankar +3Speech EncoderLibrispeech

  12. Language Orthogonalization for Zero-Shot Cross-Lingual Audio Deepfake Detection

    Sep 15, 2026Minu Kim, Ji Sub Um, Hoirin KimAudio Deepfake DetectionSelf-Supervised Speech Models

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

    Sep 14, 2026Thai Thi Thanh Thao Dang, Mengjie Qian, Kate KnillMultilingual Automatic Speech RecognitionLow-Resource Languages

  14. Merging the Knowledge of LLMs for Automatic Speech Recognition

    Sep 14, 2026Hayato Futami, Tatsuya KawaharaLlm-Based Automatic Speech RecognitionDomain Adaptation

  15. Cross-Lingual F5-TTS 2: A Simplified Framework for Language-Agnostic Voice Cloning

    Sep 14, 2026Qingyu Liu, Rixi Xu, Yushen Chen +11Cross-Lingual Voice CloningMultilingual Automatic Speech Recognition

  16. Not All Speech Is Intent: Adaptive Self-Correcting Inference Layer for Post-ASR False Wake-Up

    Sep 14, 2026Preeti Saraswat, Divya Neelagiri, Anil YadavAutomatic Speech Recognition SystemsIterative Self-Correction

  17. Kraken: LLM-based Speech-to-Speech Translation via Low-bitrate VQ and Dual-path Source Conditioning

    Sep 14, 2026Hayato Futami, Hassan Shahmohammadi, Tushar Dhyani +5Speech TranslationSpeech Encoder

  18. What Counts as a Mistake? Annotating Recitation Events in Quran Memorization Transcripts

    Sep 14, 2026Mohamad Al Mdfaa, Nursultan Askarbekuly, Ahmed Helaly +2Human AnnotationsAutomatic Speech Recognition Systems

  19. CAL-MOS: Bridging Layers with Adapters for Robust MOS Prediction Across Speech Foundation Models

    Sep 14, 2026Alef Iury Siqueira Ferreira, Pedro Lustosa Rege Botelho, Fernanda Silva +5Speaker RecognitionSpeech Large Language Models

  20. Tone on a Budget: A Reference-Free Metric for Lexical Tone in Massively Multilingual Text-to-Speech

    Sep 13, 2026Moses Daudu, Adeola Enitan Bamidele, Honor-Jesus BezaleelWord Error RateMultilingual Automatic Speech Recognition

  21. X-AuT: Progressive Audio-Encoder Compression for Speech LLMs with Cross-Scale Distillation

    Sep 12, 2026Haojun Zhang, Yi Zou, Min Chen +7Audio EncodersSpeech Large Language Models

  22. RetroThinker: Enabling Retrospective Thinking in Speech LLMs

    Sep 12, 2026Yi-Jen Shih, Puyuan Peng, Abdelrahman Mohamed +1Speech-LlmsLarge Language Model Reasoning

  23. Assessing the Reusability of Public Speech Resources for Low-Resource Languages: A Central Kurdish Case Study

    Sep 11, 2026Hiwa AsadpourLibrispeechLow-Resource Languages

  24. SEAR: Segment-Evidence-Aware Routing for Weak-to-Strong Multilingual Speech MCQ

    Sep 11, 2026Huy Hoang Le, Long-Bao Nguyen, Minh Tri DaoMultilingual Automatic Speech RecognitionMultilingual Financial Question Answering

  25. Nuha-Speech: Building General-Purpose Arabic Speech-LLMs

    Sep 11, 2026Yingzhi Wang, Reem Alhazzani, Muhammad AlqurishiSpeech-Llms

  26. Complex-Text Robustness Evaluation and Failure Diagnosis for Low-Resource Multilingual Text-to-Speech

    Sep 11, 2026Tianlun Zuo, Ziyu Zhang, Tingzhi Mao +2Multilingual Automatic Speech RecognitionWord Error Rate

  27. Component-Aware Differential Privacy for Federated Multilingual Speech-LLMs

    Sep 11, 2026Jordi Luque, Fernando López, Aleix SantSpeech-LlmsDifferential Privacy

  28. AgentHijack: Visual Patch Attacks on Multimodal Computer-Use Agents

    Sep 10, 2026Zhihao Liu, Hongyu Sun, Zhiyuan Fu +7Computer-Use AgentsHijacking

  29. Do speech foundation models really learn words?

    Sep 9, 2026Robin Huo, Ewan DunbarSelf-Supervised Speech ModelsWav2Vec

  30. Orukeet: Multilingual ASR with Frozen Gabor Kernels

    Sep 9, 2026Nathan Roll, Irene Yi, Büşra Marşan +6Multilingual Automatic Speech RecognitionLibrispeech

  31. StreamAlign: Streaming Text-Aligned Speech Tokenization

    Sep 9, 2026Kang-wook Kim, Jinyoung Park, Jinsoo Kim +3Audio TokensAutomatic Speech Recognition Systems

  32. SEA-SpeechBench: A Large-Scale Multitask Benchmark for Speech Understanding Across Southeast Asia

    Sep 9, 2026Jingyi Liao, Wenyu Zhang, Zhuohan Liu +6LibrispeechMultilingual Benchmark

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

    Sep 9, 2026Shivam Singh, Aditya Yadavalli, Catherine Arnett +1Speech Large Language ModelsTokenization

  34. Reducing Hallucinated Transcripts in Whisper via Hallucination Space Projection

    Sep 7, 2026Maryam Abbasihafshejani, Murtuza JadliwalaAutomatic Speech Recognition SystemsHallucination Mitigation

  35. The 2026 PNPL Competition: Word Classification and Efficient Cross-Subject Generalisation in LibriBrain100

    Sep 3, 2026Francesco Mantegna, Gereon Elvers, Dulhan Jayalath +18Brain-Computer InterfaceBrain

  36. Soft Posterior Speaker Injection for Multi-Talker Speech Recognition

    Sep 1, 2026Jian Zhu, Jun Sun, Jiang Yang +6Automatic Speech Recognition Systems

  37. Phrase-Localized Language-Contrastive Guidance: Training-Free Localized Accent Control for Code-Switching Text-to-Speech

    Sep 1, 2026Che Hyun Lee, Sangkwon Park, Donghun Kang +4Accented SpeechCode-Switching

  38. Can Scene Text Recognition Read Rare Compositions?

    Sep 1, 2026Genpei ZhangScene Text RecognitionWord Error Rate

  39. TRIS: A Tri-Layer Retrieval Integrity Sieve Against Knowledge Poisoning

    Aug 31, 2026Muhaimin Bin Munir, Akib Jawad Ononto, Nazia Shehnaz Joynab +2Retrieval-Augmented Generation SystemsReranking

  40. Cleaner Speech, Weaker Generalization: Revisiting Pitt-Derived Benchmarks for Alzheimer's Disease Detection

    Aug 31, 2026Luqi Sun, Shreeram Suresh Chandra, Lin Zhang +5LibrispeechAlzheimer

  41. Linguistic Distance Segregates Latent Representations in Automatic Speech Recognition Systems

    Aug 31, 2026Ting-Hui Cheng, Line Katrine Harder Clemmensen, Sneha DasAutomatic Speech Recognition SystemsLinguistics

  42. Conjoint Audio-to-Spikes Encoding and Processing for Efficient Neuromorphic Speech Recognition

    Aug 31, 2026Valentin M. Meunier, Amélie Gruel, Pierre Lewden +2Neuromorphic HardwareAudio Encoders

  43. Perceptually Better, Semantically Worse: Measuring Speech Enhancement Impact on LLM-Based Voice Systems

    Aug 31, 2026Randy Frans Fela, Pejman MowlaeeSpeech EnhancementSpeech Large Language Models

  44. Parallel Time-Band Mixing with Learned Observation-Adding for Robust ASR Front-Ends

    Aug 31, 2026Xingyu Shen, Runze Wang, Wei-Ping Zhu +1Speech EnhancementAutomatic Speech Recognition Systems

  45. SURE-Voice: A Front-End Baseline for Speech-Evidence Filtering in Speech LLMs

    Aug 27, 2026Mengzhe GengSpeech Large Language ModelsSpeech-Llms

  46. CASA: Content-Acoustic Speaking Assessment with Speech Encoder and Large Language Model

    Aug 13, 2026Nhan Phan, Ilona Lähteenmäki, Anna von Zansen +4Speech EncoderHouseholds

  47. AMR-Pose: An Active LED Marker-Based Relative Pose Estimation Framework With Probabilistic Switching PnP for Cooperative AUVs

    Aug 13, 2026Zeyu Sha, Xiaorui Wang, Mingyang Yang +1Autonomous Underwater VehiclesRobust Localization

  48. The SLT 2026 SmartGlasses Challenge: Benchmarking Egocentric Multi-Talker Speech Recognition and Understanding with Audio-Language Models

    Aug 12, 2026Dehui Gao, Zhixian Zhao, Zhennan Lin +14Automatic Speech Recognition SystemsWearable Devices

  49. Confucius4-TTS: Transcript-Free Cross-Lingual Zero-Shot TTS with a Learnable Speaker Encoder

    Aug 12, 2026Huaxuan Wang, Huimin Wang, Ruiyu Zhang +2Cross-Lingual Voice CloningZero-Shot Text-To-Speech

  50. Easper: An Accessible ASR Pipeline for Language Documentation

    Aug 12, 2026Aso Mahmudi, Ting Dang, Ekaterina Vylomova +1Automatic Speech Recognition SystemsEnglish

  51. Robust Multi-Tier Infant-Centered Audio Understanding with Whisper via Structured Speaker Conditioning

    Aug 12, 2026Xulin Fan, Jialu Li, Mohammad Nur Hossain Khan +4Audio RepresentationSpeech Encoder

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

    Aug 11, 2026Akriti Dhasmana, Aarohi Srivastava, David ChiangMultilingual Automatic Speech RecognitionLow-Resource Languages

  53. Qwen-MusicAVQA-7B: A Multimodal Model for Music Audio-Visual QA

    Aug 11, 2026Maryam DehdashtiAudio-Visual ReasoningAudio Representation

  54. 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 Large Language ModelsWord Error Rate

  55. X2-Turn: Frame-Synchronous Dual-Head Modeling for Joint Streaming ASR and Turn State Prediction

    Aug 11, 2026Kaiqi Fu, Rime Wen, Altman Lin +4Turn-TakingLlm-Based Automatic Speech Recognition

  56. Whisper-Aware LLM: Self-Supervised Uncertainty Learning for Robust Whispered Speech Recognition

    Aug 11, 2026Gaopeng Xu, Zhenyu Wang, Zheng Xue +2Speech Large Language ModelsAutomatic Speech Recognition Systems

  57. ASR-Roundtrip Evaluation Can Mask Context- and Convention-Dependent Reading Errors in Chinese News TTS

    Aug 11, 2026Shijun Luo, Lizhi WanAutomatic Speech Recognition SystemsZero-Shot Text-To-Speech

  58. Never Stop Speaking: a Denial-of-Service Attack on End-to-End Speech Language Models

    Aug 11, 2026Shuozhe Cheng, Kunlan Xiang, Mingxuan Li +3Speech Large Language ModelsDenial-Of-Service Attacks

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

    Aug 10, 2026Matthew Arboleda, Ryan Arboleda, Sophie Haak +6Phoneme-Level AnalysisAutomatic Speech Recognition Systems

  60. DiffSafeMerge: Mitigating Backdoor Inheritance in Diffusion Model Merging

    Aug 10, 2026Jiayang Zhang, Ji Guo, Jiachen Li +2Discrete Diffusion ModelImage Denoising