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

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

  1. Dialect-Robust Speech Language Models with Synthetic Pseudo-Dialect Augmentation

    Oct 7, 2026Shunsuke Mitsumori, Tomoya Mizumoto, Yusuke FujitaSpeech Language ModelsLanguage Model Robustness

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

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

  3. InterCorrect: Intersection-Aware Correction of Demographic Model Merging for Fair ASR

    Oct 6, 2026Ashley E. Bravo-Bravo, Yuchen Zhang, Haralambos Mouratidis +2Demographic Bias in ASRModel Merging

  4. DirectSpeech2LLM: A Simple End-to-End Framework to Mitigate Prompt Overfitting in Speech-LLMs

    Oct 6, 2026Hemant Yadav, Sunayana Sitaram, Roger Zimmermann +1Connectionist Temporal ClassificationAutomatic Speech Recognition

  5. HiPLEX: Hierarchical Policy Factorization for Full Duplex Speech Language Models

    Oct 6, 2026Kyudan Jung, Hyunsin Park, Yoonhyung Lee +5RL for Language ModelsSpeech Language Models

  6. Tracing a Sparse Emotion-Control Circuit in LLM-Based Text-to-Speech

    Oct 4, 2026Hongfei Du, Jiacheng Shi, Yanfu Zhang +1Mechanistic InterpretabilityControllable Speech Generation

  7. EchoChat: Structured Cognitive Reasoning in Empathetic Spoken Dialogue

    Oct 4, 2026Dingdong Wang, Shujie Liu, Yayue Deng +6Emotion-Aware Dialogue GenerationSpeech Language Models

  8. Steering Speech-Language Models: Training-Free Task Specialization via Contrastive Activation Addition

    Oct 3, 2026Séverin Baroudi, Yanis Labrak, Pierfrancesco Melucci +5Language Model SteeringSpeech Language Models

  9. Factorized Delayed Streams Modeling for LLM-based Streaming ASR

    Oct 3, 2026Tatsunari Takagi, Kai Washizaki, Atsushi Kojima +3Streaming ASRSpeech Language Models

  10. ParaGeo: Decomposing Paralinguistic Variation into a Shared Latent Geometry

    Oct 2, 2026Yuhan Liu, Yuxuan Ou, Ruoxi Su +2Representation Geometry in Language ModelsAudio Representation Learning

  11. Batched Speech Decisions Without Decoding: Single-Token Supervision Lets a Frozen LLM Hear Beyond the Transcript

    Oct 2, 2026Jie Jin, Ziyin Ma, Min Yin +4Audio QAAudio Understanding

  12. AURAL: Adaptive Latent Reasoning with Joint Chunk for Speech Language Models

    Oct 1, 2026Yuxiang Wang, Kunyu Feng, Yuancheng Wang +12RL for Language Model ReasoningAudio Reasoning

  13. Q-SPT: Learnable Query-Based Compression for Low-Frame-Rate Speech Tokenization

    Oct 1, 2026Jeeyoung Yun, Seohwan Yun, Sungwoong KimAudio Token CompressionNeural Audio Codecs

  14. From Speech to Editable Concepts: Probing Emotion Recognition with Concept Bottleneck Models

    Sep 30, 2026Hezhao Zhang, Thomas HainConcept Bottleneck ModelsEmotion Recognition in Conversations

  15. Fairness Beyond a Single Run: Training-Seed Variability in Speech LLM Adaptation

    Sep 30, 2026Srishti Ginjala, Eric Fosler-Lussier, Srinivasan ParthasarathyDemographic Bias in ASRAutomatic Speech Recognition

  16. Pruning for Efficiency, Paying in Fairness: Demographic Disparities in Pruned Speech-LLMs

    Sep 29, 2026Ganesh Pavan Kartikeya Bharadwaj Kolluri, Michael Kampouridis, Ravi ShekharLLM PruningAlgorithmic Fairness

  17. Thinking in Depth, Speaking Directly: Recurrent Latent Reasoning for Paralinguistically Grounded Spoken Dialogue

    Sep 29, 2026Shengbo Cai, Yuxiang Wang, Jingran Xie +5Audio ReasoningSpeech Language Models

  18. Louder, Longer, Livelier: Acoustic Shortcuts and Underspecified Rationales in Speech LLM Judges

    Sep 29, 2026Mingyue Huo, Shivam Mehta, Bhavin Jawade +2LLM-as-a-JudgeSpeech Quality Assessment

  19. SpeechCritic: Learning a Diagnostic Speech Judge from Limited Human Preferences

    Sep 28, 2026Mingyue Huo, Shivam Mehta, Bhavin Jawade +2Audio-Language Model EvaluationHuman Preference Modeling

  20. Explainable and Generalisable LLM-based Cognitive Decline Detection with Spontaneous Speech

    Sep 28, 2026Ziyun Cui, Wen Wu, Chuan Shi +10Explainable Artificial IntelligenceSpeech-Based Dementia Detection

  21. DuraS2ST: Chain-of-Thought and Reinforcement Learning for Duration-Aligned Speech-to-Speech Translation

    Sep 27, 2026Yayue Deng, Dingdong Wang, Yuxuan Hu +7Speech TranslationReinforcement Learning

  22. Turning Speech Language Models into Multilingual Listeners

    Sep 27, 2026Tolúlopé Ògúnrèmí, Dan Jurafsky, Chris Manning +2Speech Language ModelsSpoken Language Understanding