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. Do Factual Recall Mechanisms Carry over from Text to Speech in Multimodal Language Models?

    May 21, 2026Luca Modica, Filip Landin, Mehrdad Farahani +3Multimodal Large Language ModelsFactual Knowledge in Language Models

  2. FormalASR: End-to-End Spoken Chinese to Formal Text

    May 19, 2026Wanyi Ning, Yinshang Guo, Haitao Qian +4Speech ProcessingAutomatic Speech Recognition

  3. Conditioned in Training, Dispensable at Inference: Typological Conditioning for Multilingual Speech Translation

    May 15, 2026Yu Pan, Tianjiao Zhang, Yang Hou +5Speech TranslationSpeech Language Models

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

    May 14, 2026Titouan Parcollet, Shucong Zhang, Xianrui Zheng +1Speech TranslationSimultaneous Speech Translation

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

    May 14, 2026Ryo Magoshi, Takashi Maekaku, Yusuke ShinoharaDomain Adaptation for ASRDomain Adaptation

  6. Speech-based Psychological Crisis Assessment using LLMs

    May 11, 2026Terumi Chiba, Yang Luo, Ziyun Cui +2Mental HealthSpeech Language Models

  7. WASIL: In-the-Wild Arabic Spoken Interactions with LLMs

    May 9, 2026Zien Sheikh Ali, Hamdy Mubarak, Soon-Gyo Jung +3Voice Agent EvaluationArabic NLP

  8. 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 +2Audio UnderstandingSpeech Prosody

  9. Liberating LLM Capabilities in Full-Duplex Speech Models

    May 4, 2026Luoyuan Zhang, Bokai Xu, Junbo Cui +4Speech Language ModelsFull-Duplex Spoken Dialogue Systems

  10. Scaling Properties of Continuous Diffusion Spoken Language Models

    Apr 27, 2026Jason Ramapuram, Eeshan Gunesh Dhekane, Amitis Shidani +6Language Model Scaling LawsSpeech Language Models

  11. Do LLM Decoders Listen Fairly? Benchmarking How Language Model Priors Shape Bias in Speech Recognition

    Apr 23, 2026Srishti Ginjala, Eric Fosler-Lussier, Christopher W. Myers +1ASR EvaluationDemographic Bias in ASR

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

    Apr 21, 2026Jonas Waldendorf, Bashar Awwad Shiekh Hasan, Evgenii TsymbalovAudio-Language Model Hallucination DetectionHallucination Detection

  13. FreezeEmpath: Efficient Training for Empathetic Spoken Chatbots with Frozen LLMs

    Apr 20, 2026Yun Hong, Yan Zhou, Yang FengSpoken Dialogue SystemsEfficient Language Model Training

  14. NIM4-ASR: Towards Efficient, Robust, and Customizable Real-Time LLM-Based ASR

    Apr 20, 2026Yuan Xie, Jiaqi Song, Guang Qiu +9Streaming ASRAutomatic Speech Recognition

  15. LLM-Codec: Neural Audio Codec Meets Language Model Objectives

    Apr 20, 2026Ho-Lam Chung, Yiming Chen, Hung-yi LeeNeural Audio CodecsMulti-Token Prediction

  16. Still Between Us? Evaluating and Improving Voice Assistant Robustness to Third-Party Interruptions

    Apr 19, 2026Dongwook Lee, Eunwoo Song, Che Hyun Lee +2Spoken Dialogue SystemsAudio Understanding

  17. Aligning Backchannel and Dialogue Context Representations via Contrastive LLM Fine-Tuning

    Apr 17, 2026Livia Qian, Gabriel SkantzeSpeech Language ModelsMultimodal Contrastive Learning

  18. Audio2Tool: Speak, Call, Act -- A Dataset for Benchmarking Speech Tool Use

    Apr 17, 2026Ramit Pahwa, Apoorva Beedu, Parivesh Priye +4Audio-Language Model EvaluationVoice Agent Evaluation

  19. WavAlign: Enhancing Intelligence and Expressiveness in Spoken Dialogue Models via Adaptive Hybrid Post-Training

    Apr 16, 2026Yifu Chen, Shengpeng Ji, Qian Chen +9Spoken Dialogue SystemsMulti-Objective Language Model Alignment

  20. VoxSafeBench: Not Just What Is Said, but Who, How, and Where

    Apr 16, 2026Yuxiang Wang, Hongyu Liu, Yijiang Xu +9Language Model Safety EvaluationPrivacy Leakage in Language Models

  21. In-Sync: Adaptation of Speech Aware Large Language Models for ASR with Word Level Timestamp Predictions

    Apr 14, 2026Xulin Fan, Vishal Sunder, Samuel Thomas +3Automatic Speech RecognitionSpeech Language Models

  22. MoshiRAG: Asynchronous Knowledge Retrieval for Full-Duplex Speech Language Models

    Apr 14, 2026Chung-Ming Chien, Manu Orsini, Eugene Kharitonov +3Speech Language ModelsFull-Duplex Spoken Dialogue Systems

  23. MimicLM: Zero-Shot Voice Imitation through Autoregressive Modeling of Pseudo-Parallel Speech Corpora

    Apr 13, 2026Tao Feng, Yuxiang Wang, Yuancheng Wang +5Zero-Shot Voice ConversionSpeech Processing