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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SP-MCQA: Evaluating Intelligibility of TTS Beyond the Word Level Hitomi Jin Ling Tee Chaoren Wang Zijie Zhang Zhizheng Wu AuLLM ELM 51 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 Dornhofer Paro Costa AuLLM 108 0 0 29 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 0 0 0 28 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 52 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 20 0 0 27 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 12 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 12 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 12 0 0 24 Oct 2025
M3-SLU: Evaluating Speaker-Attributed Reasoning in Multimodal Large Language Models Yejin Kwon Taewoo Kang Hyunsoo Yoon Changouk Kim AuLLM ELM LRM 44 0 0 22 Oct 2025
Which Evaluation for Which Model? A Taxonomy for Speech Model Assessment Maureen de Seyssel Eeshan Gunesh Dhekane AuLLM ELM 12 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 8 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 32 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 46 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 29 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 24 0 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 28 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 20 0 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 61 1 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 42 0 0 16 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 68 0 0 15 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 25 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 62 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 81 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 27 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 12 0 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 16 2 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 46 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 43 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 81 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 61 0 0 09 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 77 0 0 08 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 8 1 0 08 Oct 2025
Robustness assessment of large audio language models in multiple-choice evaluation F. López Santosh Kesiraju Jordi Luque AuLLM ELM 64 0 0 06 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 89 0 0 06 Oct 2025
AudioToolAgent: An Agentic Framework for Audio-Language Models Gijs Wijngaard Elia Formisano M. Dumontier LLMAG AuLLM 43 0 0 03 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 74 0 0 02 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 139 0 0 02 Oct 2025
Backdoor Attacks Against Speech Language Models Alexandrine Fortier Thomas Thebaud Jesus Villalba Najim Dehak P. Cardinal AuLLM 48 0 0 01 Oct 2025
PodEval: A Multimodal Evaluation Framework for Podcast Audio Generation Yujia Xiao Liumeng Xue Lei He Xinyi Chen Aemon Yat Fei Chiu ... Shaofei Zhang Qiuqiang Kong Xinfa Zhu Wei Xue Tan Lee AuLLM VGen 16 0 0 01 Oct 2025
When Silence Matters: The Impact of Irrelevant Audio on Text Reasoning in Large Audio-Language Models Chen-An Li Tzu-Han Lin Hung-yi Lee AuLLM 20 0 0 01 Oct 2025
MOSS-Speech: Towards True Speech-to-Speech Models Without Text Guidance Xingjian Zhao Zhe Xu Qinyuan Cheng Zhaoye Fei Luozhijie Jin ... Yitian Gong Yuanfan Xu Yaqian Zhou Xuanjing Huang Xipeng Qiu AuLLM 93 0 0 01 Oct 2025
Game-Time: Evaluating Temporal Dynamics in Spoken Language Models Kai-Wei Chang En-Pei Hu Chun-Yi Kuan Wenze Ren Wei-Chih Chen Guan-Ting Lin Yu Tsao Shao-Hua Sun Hung-yi Lee James R. Glass AuLLM 43 2 0 30 Sep 2025
Optimizing Speech Language Models for Acoustic Consistency Morteza Rohanian Michael Krauthammer AuLLM 16 0 0 30 Sep 2025
TAU: A Benchmark for Cultural Sound Understanding Beyond Semantics Yi-Cheng Lin Yu-Hua Chen Jia-Kai Dong Yueh-Hsuan Huang Szu-Chi Chen ... I-Ning Tsai H. Wang Ho-Lam Chung Ke-Han Lu Hung-yi Lee AuLLM VLM 11 0 0 30 Sep 2025
MGM-Omni: Scaling Omni LLMs to Personalized Long-Horizon Speech Chengyao Wang Zhisheng Zhong Bohao Peng Senqiao Yang Yuqi Liu Haokun Gui Bin Xia Jingyao Li Bei Yu Jiaya Jia MLLM AuLLM VLM 46 1 0 29 Sep 2025
VoiceBridge: Designing Latent Bridge Models for General Speech Restoration at Scale Chi Zhang Zehua Chen Kaiwen Zheng Jun Zhu AuLLM 60 0 0 28 Sep 2025
AudioRole: An Audio Dataset for Character Role-Playing in Large Language Models Wenyu Li Xiaoqi Jiao Yi Chang Guangyan Zhang Yiwen Guo AuLLM 22 0 0 27 Sep 2025
Think Smart, Not Hard: Difficulty Adaptive Reasoning for Large Audio Language Models Zhichao Sheng Shilin Zhou Chen Gong Zhenghua Li AuLLM LRM 31 0 0 26 Sep 2025
Thinking with Sound: Audio Chain-of-Thought Enables Multimodal Reasoning in Large Audio-Language Models Zhen Xiong Yujun Cai Zhecheng Li Junsong Yuan Yiwei Wang AuLLM LRM 95 0 0 26 Sep 2025
VoiceAssistant-Eval: Benchmarking AI Assistants across Listening, Speaking, and Viewing Ke Wang Houxing Ren Zimu Lu Mingjie Zhan Hongsheng Li AuLLM ELM 5 0 0 26 Sep 2025

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