Audio Large Language Models

AuLLM

Exploring the development and application of large language models specifically tailored for audio data processing and understanding.

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Speech-Audio Compositional Attacks on Multimodal LLMs and Their Mitigation with SALMONN-Guard Yudong Yang Xuezhen Zhang Zhifeng Han Siyin Wang Jimin Zhuang Zengrui Jin Jing Shao Guangzhi Sun Chao Zhang AAML AuLLM 57 0 0 13 Nov 2025
MTR-DuplexBench: Towards a Comprehensive Evaluation of Multi-Round Conversations for Full-Duplex Speech Language Models He Zhang Wenqian Cui Haoning Xu Xiaohui Li Lei Zhu Shaohua Ma Irwin King AuLLM 10 0 0 13 Nov 2025
Music Flamingo: Scaling Music Understanding in Audio Language Models Sreyan Ghosh Arushi Goel Lasha Koroshinadze Sang-gil Lee Zhifeng Kong ... Ramani Duraiswami Dinesh Manocha Wei Ping Mohammad Shoeybi Bryan Catanzaro MLLM AuLLM VLM LRM 68 0 0 13 Nov 2025
End-to-end Contrastive Language-Speech Pretraining Model For Long-form Spoken Question Answering Jiliang Hu Zuchao Li Baoyuan Qi Liu Guoming Ping Wang RALM AuLLM 56 0 0 12 Nov 2025
SpeechJudge: Towards Human-Level Judgment for Speech Naturalness Xueyao Zhang C. Wang Huan Liao Z. Li Yuancheng Wang ... Dongya Jia Yuanzhe Chen X. Li Z. Chen Z. Wu EGVM AuLLM 100 0 0 11 Nov 2025
VocalBench-zh: Decomposing and Benchmarking the Speech Conversational Abilities in Mandarin Context Heyang Liu Ziyang Cheng Yuhao Wang Hongcheng Liu Y. Li Ronghua Wu Qunshan Gu Yanfeng Wang Yu Wang AuLLM 0 0 0 11 Nov 2025
Omni-AVSR: Towards Unified Multimodal Speech Recognition with Large Language Models Umberto Cappellazzo Xubo Liu Pingchuan Ma Stavros Petridis Maja Pantic AuLLM 44 0 0 10 Nov 2025
SAR-LM: Symbolic Audio Reasoning with Large Language Models Termeh Taheri Yinghao Ma Emmanouil Benetos AuLLM LRM 16 0 0 09 Nov 2025
MERaLiON-SER: Robust Speech Emotion Recognition Model for English and SEA Languages Hardik B. Sailor Aw Ai Ti Chen Fang Yih Nancy Chiu Ying Lay Ding Yang ... Wong Heng Meng Jeremy Wu Jinyang Zhang Huayun Zhang Longyin Zou Xunlong AuLLM 88 0 0 07 Nov 2025
An Evaluation of Interleaved Instruction Tuning on Semantic Reasoning Performance in an Audio MLLM Jiawei Liu Enis Berk Çoban Zarina Schevchenko Hao Tang Zhigang Zhu Michael I. Mandel Johanna Devaney AuLLM LRM 97 0 0 04 Nov 2025
SeaLLMs-Audio: Large Audio-Language Models for Southeast Asia Chaoqun Liu Mahani Aljunied Guizhen Chen Hou Pong Chan Weiwen Xu Yu Rong Wenxuan Zhang AuLLM 120 1 0 03 Nov 2025
Expressive Range Characterization of Open Text-to-Audio Models Jonathan Morse Azadeh Naderi Swen E. Gaudl Mark Cartwright Amy K. Hoover M. Nelson AuLLM VGen 199 0 0 31 Oct 2025
SP-MCQA: Evaluating Intelligibility of TTS Beyond the Word Level Hitomi Jin Ling Tee Chaoren Wang Zijie Zhang Zhizheng Wu AuLLM ELM 167 0 0 30 Oct 2025
Evaluating Emotion Recognition in Spoken Language Models on Emotionally Incongruent Speech Pedro Corrêa João Lima Victor Moreno Lucas Ueda Paula D. P. Costa AuLLM 188 0 0 29 Oct 2025
STAR-Bench: Probing Deep Spatio-Temporal Reasoning as Audio 4D Intelligence Zihan Liu Zhikang Niu Qiuyang Xiao Zhisheng Zheng Ruoqi Yuan ... Jianze Liang Xie Chen Leilei Sun Dahua Lin Jiaqi Wang AuLLM LRM 157 1 0 28 Oct 2025
Model-Guided Dual-Role Alignment for High-Fidelity Open-Domain Video-to-Audio Generation Kang Zhang T. Pham Suyeon Lee Axi Niu Arda Senocak Joon Son Chung AuLLM VGen 97 0 0 28 Oct 2025
ISA-Bench: Benchmarking Instruction Sensitivity for Large Audio Language Models Bohan Li Wenbin Huang Yuhang Qiu Yiwei Guo Hankun Wang Zhihan Li Jing Peng Ziyang Ma Xie Chen Kai Yu AuLLM 84 0 0 27 Oct 2025
Ming-UniAudio: Speech LLM for Joint Understanding, Generation and Editing with Unified Representation C. Yan Chunxiang Jin Dawei Huang Haibing Yu Han Peng ... Yongjie Lyu Z. He Zhihao Qiu Zhiqiang Fang Ziyuan Huang AuLLM 72 2 0 26 Oct 2025
EchoMind: An Interrelated Multi-level Benchmark for Evaluating Empathetic Speech Language Models Li Zhou Lutong Yu You Lyu Yihang Lin Zefeng Zhao Junyi Ao Yuhao Zhang Benyou Wang Haizhou Li AuLLM 56 0 0 26 Oct 2025
SAO-Instruct: Free-form Audio Editing using Natural Language Instructions Michael Ungersböck Florian Grötschla Luca A. Lanzendörfer June Young Yi Changho Choi Roger Wattenhofer AuLLM 56 0 0 26 Oct 2025
Are These Even Words? Quantifying the Gibberishness of Generative Speech Models Danilo de Oliveira Tal Peer Jonas Rochdi Timo Gerkmann AuLLM 60 0 0 24 Oct 2025
Which Evaluation for Which Model? A Taxonomy for Speech Model Assessment Maureen de Seyssel Eeshan Gunesh Dhekane AuLLM ELM 52 0 0 22 Oct 2025
M3-SLU: Evaluating Speaker-Attributed Reasoning in Multimodal Large Language Models Yejin Kwon Taewoo Kang Hyunsoo Yoon Changouk Kim AuLLM ELM LRM 85 0 0 22 Oct 2025
The MUSE Benchmark: Probing Music Perception and Auditory Relational Reasoning in Audio LLMS Brandon James Carone Iran R. Roman Pablo Ripollés AuLLM LRM 69 1 0 21 Oct 2025
Can large audio language models understand child stuttering speech? speech summarization, and source separation Chibuzor Okocha Maya Bakri Christan Grant AuLLM 84 0 0 21 Oct 2025
End-to-end Listen, Look, Speak and Act Siyin Wang Wenyi Yu Xianzhao Chen Xiaohai Tian Jun Zhang Lu Lu C. Zhang AuLLM 82 0 0 19 Oct 2025
SAKE: Towards Editing Auditory Attribute Knowledge of Large Audio-Language Models Chih-Kai Yang Yen-Ting Piao Tzu-wen Hsu Szu-Wei Fu Zhehuai Chen ... Sung-Feng Huang Chao-Han Huck Yang Y. Wang Yun-Nung Chen Hung-yi Lee KELM AuLLM 69 0 0 19 Oct 2025
VocalBench-DF: A Benchmark for Evaluating Speech LLM Robustness to Disfluency Hongcheng Liu Yixuan Hou Heyang Liu Yuhao Wang Yanfeng Wang Y Samuel Wang AuLLM 74 0 0 17 Oct 2025
LongCat-Audio-Codec: An Audio Tokenizer and Detokenizer Solution Designed for Speech Large Language Models Xiaohan Zhao Hongyu Xiang Shengze Ye Song Li Zhengkun Tian Guanyu Chen Ke Ding Guanglu Wan AuLLM 100 1 0 17 Oct 2025
AsyncVoice Agent: Real-Time Explanation for LLM Planning and Reasoning Yueqian Lin Zhengmian Hu Jayakumar Subramanian Qinsi Wang N. Vlassis Hai Helen Li Yiran Chen LLMAG AuLLM LRM 101 1 0 17 Oct 2025
Extending Audio Context for Long-Form Understanding in Large Audio-Language Models Yuatyong Chaichana Pittawat Taveekitworachai Warit Sirichotedumrong Potsawee Manakul Kunat Pipatanakul AuLLM 84 0 0 17 Oct 2025
SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Hui Wang J. Zhao Yifan Yang Shujie Liu Junyang Chen ... Jinyu Li Jiaming Zhou Haoqin Sun Yan Lu Yong Qin AuLLM ELM 98 0 0 16 Oct 2025
Steer-MoE: Efficient Audio-Language Alignment with a Mixture-of-Experts Steering Module Ruitao Feng Bixi Zhang Sheng Liang Zheng Yuan AuLLM MoE LLMSV 95 0 0 15 Oct 2025
InteractiveOmni: A Unified Omni-modal Model for Audio-Visual Multi-turn Dialogue Wenwen Tong Hewei Guo Dongchuan Ran Jiangnan Chen Jiefan Lu ... Dinghao Zhou Guiping Zhong Ken Zheng Shiyin Kang Lewei Lu MLLM AuLLM VGen VLM 124 0 0 15 Oct 2025
UniMoE-Audio: Unified Speech and Music Generation with Dynamic-Capacity MoE Zhenyu Liu Yunxin Li Xuanyu Zhang Qixun Teng Shenyuan Jiang ... Mingjun Zhao Yu-Syuan Xu Yancheng He Baotian Hu Min Zhang AuLLM MoE 138 0 0 15 Oct 2025
UALM: Unified Audio Language Model for Understanding, Generation and Reasoning Jinchuan Tian Sang-gil Lee Zhifeng Kong Sreyan Ghosh Arushi Goel ... Shinji Watanabe Mohammad Shoeybi Bryan Catanzaro Rafael Valle Wei Ping AuLLM LRM 141 0 0 13 Oct 2025
Audio-Maestro: Enhancing Large Audio-Language Models with Tool-Augmented Reasoning Kuan-Yi Lee Tsung-En Lin Hung-yi Lee AuLLM LRM 83 0 0 13 Oct 2025
Do Audio LLMs Really LISTEN, or Just Transcribe? Measuring Lexical vs. Acoustic Emotion Cues Reliance Jingyi Chen Zhimeng Guo Jiyun Chun Pichao Wang Andrew Perrault Micha Elsner AuLLM 72 1 0 12 Oct 2025
OmniVideoBench: Towards Audio-Visual Understanding Evaluation for Omni MLLMs Caorui Li Yu Chen Yiyan Ji Jin Xu Zhenyu Cui ... Zili Wang Minghao Liu Junran Peng Zhaoxiang Zhang Jiaheng Liu AuLLM LRM 82 3 0 12 Oct 2025
End-to-end Automatic Speech Recognition and Speech Translation: Integration of Speech Foundational Models and LLMs Nam Luu Ondřej Bojar AuLLM 102 0 0 11 Oct 2025
The Speech-LLM Takes It All: A Truly Fully End-to-End Spoken Dialogue State Tracking Approach Nizar El Ghazal Antoine Caubrière Valentin Vielzeuf AuLLM 122 0 0 10 Oct 2025
DialoSpeech: Dual-Speaker Dialogue Generation with LLM and Flow Matching Hanke Xie Dake Guo C. Wang Yue Li WenJie Tian ... Xinsheng Wang Xiulin Li Guanqiong Miao B. Liu Lei Xie AuLLM 148 0 0 09 Oct 2025
VoiceAgentBench: Are Voice Assistants ready for agentic tasks? Dhruv Jain Harshit Shukla Gautam Rajeev Ashish Kulkarni Chandra Khatri Shubham Agarwal AuLLM ELM 205 0 0 09 Oct 2025
AV-EMO-Reasoning: Benchmarking Emotional Reasoning Capabilities in Omni-modal LLMS with Audio-visual Cues Krish Patel Dingkun Zhou Ajay Kankipati Akshaj Gupta Zeyi Austin Li ... Guan-Ting Lin Kan Jen Cheng Huang-Cheng Chou Jiachen Lian Gopala Anumanchipalli AuLLM 68 2 0 08 Oct 2025
AudioMarathon: A Comprehensive Benchmark for Long-Context Audio Understanding and Efficiency in Audio LLMs Peize He Zichen Wen Yubo Wang Y. Wang Xiaoqian Liu ... Zhifei Liu Weijia Li C. Wang Conghui He Linfeng Zhang AuLLM 103 0 0 08 Oct 2025
UniVoice: Unifying Autoregressive ASR and Flow-Matching based TTS with Large Language Models Wenhao Guan Zhikang Niu Ziyue Jiang Kaidi Wang Peijie Chen Q. Hong Lin Li Xie Chen AuLLM 138 0 0 06 Oct 2025
Robustness assessment of large audio language models in multiple-choice evaluation F. López Santosh Kesiraju Jordi Luque AuLLM ELM 120 0 0 06 Oct 2025
AudioToolAgent: An Agentic Framework for Audio-Language Models Gijs Wijngaard Elia Formisano M. Dumontier LLMAG AuLLM 91 0 0 03 Oct 2025
Chronological Thinking in Full-Duplex Spoken Dialogue Language Models Donghang Wu H. Zhang Chen Chen Tianyu Zhang Fei Tian ... Gang Yu Hexin Liu Nana Hou Yuchen Hu Eng Siong Chng AuLLM KELM AI4CE LRM 256 0 0 02 Oct 2025
Transcribe, Translate, or Transliterate: An Investigation of Intermediate Representations in Spoken Language Models Tolúl\d{o}pé Ògúnrèmí Christopher D. Manning Dan Jurafsky Karen Livescu AuLLM 123 0 0 02 Oct 2025

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