Overview

Speech language models connect spoken audio to language-model capabilities, supporting tasks such as transcription, spoken question answering, translation, diarization, and speech generation. Common approaches pair pretrained audio encoders or speech tokenizers with language models, using projectors, alignment objectives, interleaved speech-text training, or distillation to bridge the modalities. Post-training and decoding methods extend these systems to streaming and full-duplex conversation, where turn-taking, latency, and expressive speech matter alongside answer quality. Models are becoming more capable across tasks, but robustness to noise, overlap, low-resource languages, and acoustic cues remains uneven, and end-to-end systems do not always outperform cascades of specialized components.

Latest papers

CardsList

312 papers55 papers in the last four weeks, up 8% on the four weeks before. 0.3% of all new papers.

  1. Fast Speech Foundation Model Distillation Using Interleaved Stacking

    Jun 10, 2026Eungbeom Kim, Kyogu LeeSpeech Foundation ModelsSpeech Processing

  2. AuRA: Internalizing Audio Understanding into LLMs as LoRA

    Jun 9, 2026Bo Cheng, Lei Shi, Zhanyu Ma +5Spoken Language UnderstandingAudio Understanding

  3. ParaBridge: Bridging Paralinguistic Perception and Dialogue Behavior in Speech Language Models

    Jun 9, 2026Yuxiang Wang, Qinke Ni, Shengbo Cai +3On-Policy Self-DistillationSpoken Dialogue Systems

  4. Enhancing Multilingual LLM-based ASR with Mixture of Experts and Dynamic Downsampling

    Jun 9, 2026Guodong Lin, Ziqi Chen, Yuxiang Fu +2Audio-Language ModelsSpeech Language Models

  5. Interpreting and Steering a Text-to-Speech Language Model with Sparse Autoencoders

    Jun 8, 2026Nikita Koriagin, Georgii Aparin, Nikita Balagansky +1TTS SynthesisLanguage Model Steering

  6. A Finetuned SpeechLLM for Joint Multi-Granular L2 Assessment and Natural-Language Rationales

    Jun 8, 2026Aditya Kamlesh Parikh, Cristian Tejedor-Garcia, Catia Cucchiarini +1Audio-Language Model EvaluationSpeech Processing

  7. Is Text All You Need? Text as a Universal Information Bottleneck for Speech LLMs

    Jun 8, 2026Ming-Hao Hsu, Yuxuan Hu, Shujie Liu +3Audio Representation LearningAudio Understanding

  8. TLDR: Compressing Audio Tokens for Efficient Autoregressive Text-to-Speech

    Jun 8, 2026Yejin Lee, Junwon Moon, Hyoeun Kim +3Efficient Transformer InferenceAudio Token Compression

  9. TRADE: Transducer-Augmented Decoder for Speech LLM

    Jun 7, 2026Yun Tang, Shanil Puri, Shinji Watanabe +1Streaming ASRSpeech Processing

  10. VoxCPM2 Technical Report

    Jun 5, 2026Yixuan Zhou, Guoyang Zeng, Xin Liu +15Speech Foundation ModelsMultilingual TTS Synthesis

  11. FiLM-Based Speaker Conditioning of a SpeechLLM for Pathological Speech Recognition

    Jun 4, 2026Fernando López, Santosh Kesiraju, Jordi LuqueAutomatic Speech RecognitionSpeech Language Models

  12. Multilingual Long-Form Speech Instruction Following: KIT's Submission to IWSLT 2026

    Jun 3, 2026Enes Yavuz Ugan, Maike Züfle, Yuka Ko +5MBR DecodingInstruction Following

  13. Entity Binding Failures in Speech LLM Reasoning: Diagnosis and Chain-of-Thought Intervention

    Jun 3, 2026Ming-Hao Hsu, Xiaohai Tian, Jun Zhang +1CoT ReasoningSpeech Language Models

  14. A Pocket Offline Model for Simultaneous Speech Translation as CUNI Submission to IWSLT 2026

    Jun 2, 2026Aziz Sharipov Ortega, Dominik MacháčekSpeech TranslationSimultaneous Speech Translation

  15. SpeechEditBench: A Bilingual Multi-Attribute Benchmark for Instruction-Guided Speech Editing

    Jun 1, 2026Hanlin Zhang, Daxin Tan, Dehua Tao +3Audio-Language Model EvaluationAudio Editing

  16. PolySpeech-100: A Large-Scale Benchmark for Speech Understanding Across 100+ Languages and Dialects

    May 31, 2026Sicheng Yang, Shulan Ruan, Shiwei Wu +4Audio-Language Model EvaluationAudio Understanding

  17. LaSR: Context-Aware Speech Recognition via Latent Reasoning

    May 30, 2026Heyang Liu, Ziyang Cheng, Jiayi Huang +5Contextual ASRAutomatic Speech Recognition

  18. SALSA: Speech Aware LLM Adaptation via Learned Steering Activation Vectors

    May 30, 2026Yekaterina Yegorova, Argyrios Gerogiannis, Haolong Zheng +3Language Model SteeringAutomatic Speech Recognition

  19. LEAF: Growing Trees Without Branching for Speech-Aware Large Language Model Post-Training

    May 29, 2026Argyrios Gerogiannis, Yekaterina Yegorova, Mark Hasegawa-Johnson +1RL for Language ModelsCredit Assignment in RL

  20. A Unified and Reproducible Experimentation Framework for Speech Understanding

    May 29, 2026Jing Peng, Junhao Du, Chenghao Wang +21Audio-Language Model EvaluationML Reproducibility

  21. HoliTok:A Coutinuous Holistic Tokenization with Robust Dual Capabilities of Speech Generation and Understanding

    May 28, 2026Bohan Li, Shi Lian, Hankun Wang +6Audio Representation LearningSpeech Foundation Models

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

    May 28, 2026Sung-Lin Yeh, Wei Zhou, Gil Keren +6Audio Representation LearningAutoregressive Language Modeling

  23. When Helpful Context Leaks: Privacy Risks in Domain-Adapted ASR

    May 27, 2026Maike Züfle, Jan NiehuesData LeakageDomain Adaptation for ASR