When Silence Matters: The Impact of Irrelevant Audio on Text Reasoning in Large Audio-Language Models
Fuente:
arXiv
Saved in:
| Main Authors: | Li, Chen-An, Lin, Tzu-Han, Lee, Hung-yi |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Causal Tracing of Audio-Text Fusion in Large Audio Language Models
by: Chen, Wei-Chih, et al.
Published: (2026)
by: Chen, Wei-Chih, et al.
Published: (2026)
How Contrastive Decoding Enhances Large Audio Language Models?
by: Lin, Tzu-Quan, et al.
Published: (2026)
by: Lin, Tzu-Quan, et al.
Published: (2026)
Can Large Audio-Language Models Truly Hear? Tackling Hallucinations with Multi-Task Assessment and Stepwise Audio Reasoning
by: Kuan, Chun-Yi, et al.
Published: (2024)
by: Kuan, Chun-Yi, et al.
Published: (2024)
SAKURA: On the Multi-hop Reasoning of Large Audio-Language Models Based on Speech and Audio Information
by: Yang, Chih-Kai, et al.
Published: (2025)
by: Yang, Chih-Kai, et al.
Published: (2025)
Hearing the Order: Investigating Position Bias in Large Audio-Language Models
by: Lin, Yu-Xiang, et al.
Published: (2025)
by: Lin, Yu-Xiang, et al.
Published: (2025)
All That Glitters Is Not Audio: Rethinking Text Priors and Audio Reliance in Audio-Language Evaluation
by: Foo, Leonardo Haw-Yang, et al.
Published: (2026)
by: Foo, Leonardo Haw-Yang, et al.
Published: (2026)
MI-Fuse: Label Fusion for Unsupervised Domain Adaptation with Closed-Source Large-Audio Language Model
by: Huang, Hsiao-Ying, et al.
Published: (2025)
by: Huang, Hsiao-Ying, et al.
Published: (2025)
AudioLens: A Closer Look at Auditory Attribute Perception of Large Audio-Language Models
by: Yang, Chih-Kai, et al.
Published: (2025)
by: Yang, Chih-Kai, et al.
Published: (2025)
Teaching Audio-Aware Large Language Models What Does Not Hear: Mitigating Hallucinations through Synthesized Negative Samples
by: Kuan, Chun-Yi, et al.
Published: (2025)
by: Kuan, Chun-Yi, et al.
Published: (2025)
Towards Holistic Evaluation of Large Audio-Language Models: A Comprehensive Survey
by: Yang, Chih-Kai, et al.
Published: (2025)
by: Yang, Chih-Kai, et al.
Published: (2025)
Nudging Hidden States: Training-Free Model Steering for Chain-of-Thought Reasoning in Large Audio-Language Models
by: Ieong, Lok-Lam, et al.
Published: (2026)
by: Ieong, Lok-Lam, et al.
Published: (2026)
VIBE: Voice-Induced open-ended Bias Evaluation for Large Audio-Language Models via Real-World Speech
by: Lin, Yi-Cheng, et al.
Published: (2026)
by: Lin, Yi-Cheng, et al.
Published: (2026)
Understanding Sounds, Missing the Questions: The Challenge of Object Hallucination in Large Audio-Language Models
by: Kuan, Chun-Yi, et al.
Published: (2024)
by: Kuan, Chun-Yi, et al.
Published: (2024)
AQAScore: Evaluating Semantic Alignment in Text-to-Audio Generation via Audio Question Answering
by: Kuan, Chun-Yi, et al.
Published: (2026)
by: Kuan, Chun-Yi, et al.
Published: (2026)
Thinking with Sound: Audio Chain-of-Thought Enables Multimodal Reasoning in Large Audio-Language Models
by: Xiong, Zhen, et al.
Published: (2025)
by: Xiong, Zhen, et al.
Published: (2025)
AQUA-Bench: Beyond Finding Answers to Knowing When There Are None in Audio Question Answering
by: Kuan, Chun-Yi, et al.
Published: (2026)
by: Kuan, Chun-Yi, et al.
Published: (2026)
TASTE-Streaming: Towards Streamable Text-Aligned Speech Tokenization and Embedding for Spoken Language Modeling
by: Tseng, Liang-Hsuan, et al.
Published: (2026)
by: Tseng, Liang-Hsuan, et al.
Published: (2026)
SAKE: Towards Editing Auditory Attribute Knowledge of Large Audio-Language Models
by: Yang, Chih-Kai, et al.
Published: (2025)
by: Yang, Chih-Kai, et al.
Published: (2025)
From Alignment to Advancement: Bootstrapping Audio-Language Alignment with Synthetic Data
by: Kuan, Chun-Yi, et al.
Published: (2025)
by: Kuan, Chun-Yi, et al.
Published: (2025)
Walking Through Uncertainty: An Empirical Study of Uncertainty Estimation for Audio-Aware Large Language Models
by: Kuan, Chun-Yi, et al.
Published: (2026)
by: Kuan, Chun-Yi, et al.
Published: (2026)
MUGEN: Evaluating and Improving Multi-audio Understanding of Large Audio-Language Models
by: Yang, Chih-Kai, et al.
Published: (2026)
by: Yang, Chih-Kai, et al.
Published: (2026)
Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models
by: Lin, Yu-Xiang, et al.
Published: (2025)
by: Lin, Yu-Xiang, et al.
Published: (2025)
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)
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)
DeSTA2.5-Audio: Toward General-Purpose Large Audio Language Model with Self-Generated Cross-Modal Alignment
by: Lu, Ke-Han, et al.
Published: (2025)
by: Lu, Ke-Han, et al.
Published: (2025)
Words at Play: Benchmarking Audio Pun Understanding in Large Audio-Language Models
by: Su, Yuchen, et al.
Published: (2026)
by: Su, Yuchen, et al.
Published: (2026)
Audio Jailbreaks in Large Audio-Language Models: Taxonomy, Attack-Defense Analysis, and Cost-Aware Evaluation
by: Feng, Bo-Han, et al.
Published: (2026)
by: Feng, Bo-Han, et al.
Published: (2026)
Omni-Embed-Audio: Leveraging Multimodal LLMs for Robust Audio-Text Retrieval
by: Yoo, HaeJun, et al.
Published: (2026)
by: Yoo, HaeJun, et al.
Published: (2026)
AudioBench: A Universal Benchmark for Audio Large Language Models
by: Wang, Bin, et al.
Published: (2024)
by: Wang, Bin, et al.
Published: (2024)
Investigating Safety Vulnerabilities of Large Audio-Language Models Under Speaker Emotional Variations
by: Feng, Bo-Han, et al.
Published: (2025)
by: Feng, Bo-Han, et al.
Published: (2025)
Audio-Reasoner: Improving Reasoning Capability in Large Audio Language Models
by: Xie, Zhifei, et al.
Published: (2025)
by: Xie, Zhifei, et al.
Published: (2025)
Audio-DeepThinker: Progressive Reasoning-Aware Reinforcement Learning for High-Quality Chain-of-Thought Emergence in Audio Language Models
by: He, Xiang, et al.
Published: (2026)
by: He, Xiang, et al.
Published: (2026)
HeadRouter: Dynamic Head-Weight Routing for Task-Adaptive Audio Token Pruning in Large Audio Language Models
by: He, Peize, et al.
Published: (2026)
by: He, Peize, et al.
Published: (2026)
Speech-FT: Merging Pre-trained And Fine-Tuned Speech Representation Models For Cross-Task Generalization
by: Lin, Tzu-Quan, et al.
Published: (2025)
by: Lin, Tzu-Quan, et al.
Published: (2025)
UALM: Unified Audio Language Model for Understanding, Generation and Reasoning
by: Tian, Jinchuan, et al.
Published: (2025)
by: Tian, Jinchuan, et al.
Published: (2025)
Reducing Object Hallucination in Large Audio-Language Models via Audio-Aware Decoding
by: Hsu, Tzu-wen, et al.
Published: (2025)
by: Hsu, Tzu-wen, et al.
Published: (2025)
SonicBench: Dissecting the Physical Perception Bottleneck in Large Audio Language Models
by: Sun, Yirong, et al.
Published: (2026)
by: Sun, Yirong, et al.
Published: (2026)
Audio-Maestro: Enhancing Large Audio-Language Models with Tool-Augmented Reasoning
by: Lee, Kuan-Yi, et al.
Published: (2025)
by: Lee, Kuan-Yi, et al.
Published: (2025)
Audio Flamingo 3: Advancing Audio Intelligence with Fully Open Large Audio Language Models
by: Goel, Arushi, et al.
Published: (2025)
by: Goel, Arushi, et al.
Published: (2025)
Assessing Factual Music Comprehension in Large Audio Language Models
by: Lin, Daniel Chenyu, et al.
Published: (2025)
by: Lin, Daniel Chenyu, et al.
Published: (2025)
Similar Items
-
Causal Tracing of Audio-Text Fusion in Large Audio Language Models
by: Chen, Wei-Chih, et al.
Published: (2026) -
How Contrastive Decoding Enhances Large Audio Language Models?
by: Lin, Tzu-Quan, et al.
Published: (2026) -
Can Large Audio-Language Models Truly Hear? Tackling Hallucinations with Multi-Task Assessment and Stepwise Audio Reasoning
by: Kuan, Chun-Yi, et al.
Published: (2024) -
SAKURA: On the Multi-hop Reasoning of Large Audio-Language Models Based on Speech and Audio Information
by: Yang, Chih-Kai, et al.
Published: (2025) -
Hearing the Order: Investigating Position Bias in Large Audio-Language Models
by: Lin, Yu-Xiang, et al.
Published: (2025)