MMAR: A Challenging Benchmark for Deep Reasoning in Speech, Audio, Music, and Their Mix
Fuente:
arXiv
Saved in:
| Main Authors: | Ma, Ziyang, Ma, Yinghao, Zhu, Yanqiao, Yang, Chen, Chao, Yi-Wen, Xu, Ruiyang, Chen, Wenxi, Chen, Yuanzhe, Chen, Zhuo, Cong, Jian, Li, Kai, Li, Keliang, Li, Siyou, Li, Xinfeng, Li, Xiquan, Lian, Zheng, Liang, Yuzhe, Liu, Minghao, Niu, Zhikang, Wang, Tianrui, Wang, Yuping, Wang, Yuxuan, Wu, Yihao, Yang, Guanrou, Yu, Jianwei, Yuan, Ruibin, Zheng, Zhisheng, Zhou, Ziya, Zhu, Haina, Xue, Wei, Benetos, Emmanouil, Yu, Kai, Chng, Eng-Siong, Chen, Xie |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
SLAM-LLM: A Modular, Open-Source Multimodal Large Language Model Framework and Best Practice for Speech, Language, Audio and Music Processing
by: Ma, Ziyang, et al.
Published: (2026)
by: Ma, Ziyang, et al.
Published: (2026)
Resonate: Reinforcing Text-to-Audio Generation via Online Feedback from Large Audio Language Models
by: Li, Xiquan, et al.
Published: (2026)
by: Li, Xiquan, et al.
Published: (2026)
SLAM-AAC: Enhancing Audio Captioning with Paraphrasing Augmentation and CLAP-Refine through LLMs
by: Chen, Wenxi, et al.
Published: (2024)
by: Chen, Wenxi, et al.
Published: (2024)
URO-Bench: Towards Comprehensive Evaluation for End-to-End Spoken Dialogue Models
by: Yan, Ruiqi, et al.
Published: (2025)
by: Yan, Ruiqi, et al.
Published: (2025)
DRCap: Decoding CLAP Latents with Retrieval-Augmented Generation for Zero-shot Audio Captioning
by: Li, Xiquan, et al.
Published: (2024)
by: Li, Xiquan, et al.
Published: (2024)
SLAM-Omni: Timbre-Controllable Voice Interaction System with Single-Stage Training
by: Chen, Wenxi, et al.
Published: (2024)
by: Chen, Wenxi, et al.
Published: (2024)
MeanAudio: Fast and Faithful Text-to-Audio Generation with Mean Flows
by: Li, Xiquan, et al.
Published: (2025)
by: Li, Xiquan, et al.
Published: (2025)
EmoBox: Multilingual Multi-corpus Speech Emotion Recognition Toolkit and Benchmark
by: Ma, Ziyang, et al.
Published: (2024)
by: Ma, Ziyang, et al.
Published: (2024)
Towards Reliable Large Audio Language Model
by: Ma, Ziyang, et al.
Published: (2025)
by: Ma, Ziyang, et al.
Published: (2025)
EAT: Self-Supervised Pre-Training with Efficient Audio Transformer
by: Chen, Wenxi, et al.
Published: (2024)
by: Chen, Wenxi, et al.
Published: (2024)
Noise-aware Speech Enhancement using Diffusion Probabilistic Model
by: Hu, Yuchen, et al.
Published: (2023)
by: Hu, Yuchen, et al.
Published: (2023)
CMI-Bench: A Comprehensive Benchmark for Evaluating Music Instruction Following
by: Ma, Yinghao, et al.
Published: (2025)
by: Ma, Yinghao, et al.
Published: (2025)
UltraVoice: Scaling Fine-Grained Style-Controlled Speech Conversations for Spoken Dialogue Models
by: Tu, Wenming, et al.
Published: (2025)
by: Tu, Wenming, et al.
Published: (2025)
Audio ControlNet for Fine-Grained Audio Generation and Editing
by: Zhu, Haina, et al.
Published: (2026)
by: Zhu, Haina, et al.
Published: (2026)
FineLAP: Taming Heterogeneous Supervision for Fine-grained Language-Audio Pretraining
by: Li, Xiquan, et al.
Published: (2026)
by: Li, Xiquan, et al.
Published: (2026)
Audio-CoT: Exploring Chain-of-Thought Reasoning in Large Audio Language Model
by: Ma, Ziyang, et al.
Published: (2025)
by: Ma, Ziyang, et al.
Published: (2025)
SAC: Neural Speech Codec with Semantic-Acoustic Dual-Stream Quantization
by: Chen, Wenxi, et al.
Published: (2025)
by: Chen, Wenxi, et al.
Published: (2025)
Wav2code: Restore Clean Speech Representations via Codebook Lookup for Noise-Robust ASR
by: Hu, Yuchen, et al.
Published: (2023)
by: Hu, Yuchen, et al.
Published: (2023)
Listen Again and Choose the Right Answer: A New Paradigm for Automatic Speech Recognition with Large Language Models
by: Hu, Yuchen, et al.
Published: (2024)
by: Hu, Yuchen, et al.
Published: (2024)
Enhancing Speech-to-Speech Dialogue Modeling with End-to-End Retrieval-Augmented Generation
by: Feng, Pengchao, et al.
Published: (2025)
by: Feng, Pengchao, et al.
Published: (2025)
Accelerating Flow-Matching-Based Text-to-Speech via Empirically Pruned Step Sampling
by: Zheng, Qixi, et al.
Published: (2025)
by: Zheng, Qixi, et al.
Published: (2025)
SafeEar: Content Privacy-Preserving Audio Deepfake Detection
by: Li, Xinfeng, et al.
Published: (2024)
by: Li, Xinfeng, et al.
Published: (2024)
The Interspeech 2026 Audio Reasoning Challenge: Evaluating Reasoning Process Quality for Audio Reasoning Models and Agents
by: Ma, Ziyang, et al.
Published: (2026)
by: Ma, Ziyang, et al.
Published: (2026)
Robust Zero-Shot Text-to-Speech Synthesis with Reverse Inference Optimization
by: Hu, Yuchen, et al.
Published: (2024)
by: Hu, Yuchen, et al.
Published: (2024)
WavCube: Unifying Speech Representation for Understanding and Generation via Semantic-Acoustic Joint Modeling
by: Yang, Guanrou, et al.
Published: (2026)
by: Yang, Guanrou, et al.
Published: (2026)
Towards Flow-Matching-based TTS without Classifier-Free Guidance
by: Liang, Yuzhe, et al.
Published: (2025)
by: Liang, Yuzhe, et al.
Published: (2025)
EmoVoice: LLM-based Emotional Text-To-Speech Model with Freestyle Text Prompting
by: Yang, Guanrou, et al.
Published: (2025)
by: Yang, Guanrou, et al.
Published: (2025)
From Generative Engines to Actionable Simulators: The Imperative of Physical Grounding in World Models
by: Chen, Zhikang, et al.
Published: (2026)
by: Chen, Zhikang, et al.
Published: (2026)
TacoLM: GaTed Attention Equipped Codec Language Model are Efficient Zero-Shot Text to Speech Synthesizers
by: Song, Yakun, et al.
Published: (2024)
by: Song, Yakun, et al.
Published: (2024)
From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology
by: Li, Haoyang, et al.
Published: (2024)
by: Li, Haoyang, et al.
Published: (2024)
X-VC: Zero-shot Streaming Voice Conversion in Codec Space
by: Zheng, Qixi, et al.
Published: (2026)
by: Zheng, Qixi, et al.
Published: (2026)
The SJTU X-LANCE Lab System for MSR Challenge 2025
by: Zhu, Jinxuan, et al.
Published: (2026)
by: Zhu, Jinxuan, et al.
Published: (2026)
Interactive Navigation for Legged Manipulators with Learned Arm-Pushing Controller
by: Bi, Zhihai, et al.
Published: (2025)
by: Bi, Zhihai, et al.
Published: (2025)
Layer-wise Investigation of Large-Scale Self-Supervised Music Representation Models
by: Zhou, Yizhi, et al.
Published: (2025)
by: Zhou, Yizhi, et al.
Published: (2025)
Word-Level Emotional Expression Control in Zero-Shot Text-to-Speech Synthesis
by: Wang, Tianrui, et al.
Published: (2025)
by: Wang, Tianrui, et al.
Published: (2025)
Hierarchical Self-Supervised Representation Learning for Depression Detection from Speech
by: Li, Yuxin, et al.
Published: (2025)
by: Li, Yuxin, et al.
Published: (2025)
A novel high reactive initiator system of vinyl‐substituted hydridopolycarbosilane (VHPCS) for lower curing temperature and higher ceramic yields
by: Hanyu Ma, et al.
Published: (2024)
by: Hanyu Ma, et al.
Published: (2024)
Interactive ASR: Towards Human-Like Interaction and Semantic Coherence Evaluation for Agentic Speech Recognition
by: Wang, Peng, et al.
Published: (2026)
by: Wang, Peng, et al.
Published: (2026)
MDTeamGPT: A Self-Evolving LLM-based Multi-Agent Framework for Multi-Disciplinary Team Medical Consultation
by: Chen, Kai, et al.
Published: (2025)
by: Chen, Kai, et al.
Published: (2025)
D&A: Resource Optimisation in Personalised PageRank Computations Using Multi-Core Machines
by: Yow, Kai Siong, et al.
Published: (2024)
by: Yow, Kai Siong, et al.
Published: (2024)
Similar Items
-
SLAM-LLM: A Modular, Open-Source Multimodal Large Language Model Framework and Best Practice for Speech, Language, Audio and Music Processing
by: Ma, Ziyang, et al.
Published: (2026) -
Resonate: Reinforcing Text-to-Audio Generation via Online Feedback from Large Audio Language Models
by: Li, Xiquan, et al.
Published: (2026) -
SLAM-AAC: Enhancing Audio Captioning with Paraphrasing Augmentation and CLAP-Refine through LLMs
by: Chen, Wenxi, et al.
Published: (2024) -
URO-Bench: Towards Comprehensive Evaluation for End-to-End Spoken Dialogue Models
by: Yan, Ruiqi, et al.
Published: (2025) -
DRCap: Decoding CLAP Latents with Retrieval-Augmented Generation for Zero-shot Audio Captioning
by: Li, Xiquan, et al.
Published: (2024)