How Auditory Knowledge in LLM Backbones Shapes Audio Language Models: A Holistic Evaluation
Fuente:
arXiv
Saved in:
| Main Authors: | Lu, Ke-Han, Fu, Szu-Wei, Yang, Chao-Han Huck, Chen, Zhehuai, Huang, Sung-Feng, Yang, Chih-Kai, Lin, Yi-Cheng, Hsiao, Chi-Yuan, Ren, Wenze, Hu, En-Pei, Huang, Yu-Han, Cheng, An-Yu, Chiang, Cheng-Han, Tsao, Yu, Wang, Yu-Chiang Frank, Lee, Hung-yi |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
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)
Detecting the Undetectable: Assessing the Efficacy of Current Spoof Detection Methods Against Seamless Speech Edits
by: Huang, Sung-Feng, et al.
Published: (2025)
by: Huang, Sung-Feng, et al.
Published: (2025)
SPAR-K: Scheduled Periodic Alternating Early Exit for Spoken Language Models
by: Huang, Hsiao-Ying, et al.
Published: (2026)
by: Huang, Hsiao-Ying, et al.
Published: (2026)
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)
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)
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)
DeSTA2: Developing Instruction-Following Speech Language Model Without Speech Instruction-Tuning Data
by: Lu, Ke-Han, et al.
Published: (2024)
by: Lu, Ke-Han, et al.
Published: (2024)
Merging Facts, Crafting Fallacies: Evaluating the Contradictory Nature of Aggregated Factual Claims in Long-Form Generations
by: Chiang, Cheng-Han, et al.
Published: (2024)
by: Chiang, Cheng-Han, et al.
Published: (2024)
Over-Reasoning and Redundant Calculation of Large Language Models
by: Chiang, Cheng-Han, et al.
Published: (2024)
by: Chiang, Cheng-Han, et al.
Published: (2024)
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)
DeSTA: Enhancing Speech Language Models through Descriptive Speech-Text Alignment
by: Lu, Ke-Han, et al.
Published: (2024)
by: Lu, Ke-Han, et al.
Published: (2024)
TRACT: Regression-Aware Fine-tuning Meets Chain-of-Thought Reasoning for LLM-as-a-Judge
by: Chiang, Cheng-Han, et al.
Published: (2025)
by: Chiang, Cheng-Han, 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)
Advancing Large Language Models to Capture Varied Speaking Styles and Respond Properly in Spoken Conversations
by: Lin, Guan-Ting, et al.
Published: (2024)
by: Lin, Guan-Ting, et al.
Published: (2024)
Leveraging Mamba with Full-Face Vision for Audio-Visual Speech Enhancement
by: Chao, Rong, et al.
Published: (2025)
by: Chao, Rong, et al.
Published: (2025)
Large Language Model as an Assignment Evaluator: Insights, Feedback, and Challenges in a 1000+ Student Course
by: Chiang, Cheng-Han, et al.
Published: (2024)
by: Chiang, Cheng-Han, et al.
Published: (2024)
Self-Supervised Speech Quality Estimation and Enhancement Using Only Clean Speech
by: Fu, Szu-Wei, et al.
Published: (2024)
by: Fu, Szu-Wei, et al.
Published: (2024)
Primus: A Pioneering Collection of Open-Source Datasets for Cybersecurity LLM Training
by: Yu, Yao-Ching, et al.
Published: (2025)
by: Yu, Yao-Ching, et al.
Published: (2025)
An Investigation of Incorporating Mamba for Speech Enhancement
by: Chao, Rong, et al.
Published: (2024)
by: Chao, Rong, et al.
Published: (2024)
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)
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)
Color analysis and tracking of the reduction of an indigo solution in real‐time using LabVIEW and machine vision
by: Hui‐Yu Chiang, et al.
Published: (2024)
by: Hui‐Yu Chiang, et al.
Published: (2024)
EMO-Codec: An In-Depth Look at Emotion Preservation capacity of Legacy and Neural Codec Models With Subjective and Objective Evaluations
by: Ren, Wenze, et al.
Published: (2024)
by: Ren, Wenze, et al.
Published: (2024)
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)
V"Mean"ba: Visual State Space Models only need 1 hidden dimension
by: Chi, Tien-Yu, et al.
Published: (2024)
by: Chi, Tien-Yu, et al.
Published: (2024)
TW-Sound580K: A Regional Audio-Text Dataset with Verification-Guided Curation for Localized Audio-Language Modeling
by: Xie, Hao-Hui, et al.
Published: (2026)
by: Xie, Hao-Hui, et al.
Published: (2026)
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)
SpeechCaps: Advancing Instruction-Based Universal Speech Models with Multi-Talker Speaking Style Captioning
by: Huang, Chien-yu, et al.
Published: (2024)
by: Huang, Chien-yu, et al.
Published: (2024)
TaigiSpeech: A Low-Resource Real-World Speech Intent Dataset and Preliminary Results with Scalable Data Mining In-the-Wild
by: Chang, Kai-Wei, et al.
Published: (2026)
by: Chang, Kai-Wei, et al.
Published: (2026)
ASPIRin: Action Space Projection for Interactivity-Optimized Reinforcement Learning in Full-Duplex Speech Language Models
by: Hsiao, Chi-Yuan, et al.
Published: (2026)
by: Hsiao, Chi-Yuan, et al.
Published: (2026)
HighRateMOS: Sampling-Rate Aware Modeling for Speech Quality Assessment
by: Ren, Wenze, et al.
Published: (2025)
by: Ren, Wenze, et al.
Published: (2025)
Investigating Zero-Shot Generalizability on Mandarin-English Code-Switched ASR and Speech-to-text Translation of Recent Foundation Models with Self-Supervision and Weak Supervision
by: Yang, Chih-Kai, et al.
Published: (2023)
by: Yang, Chih-Kai, et al.
Published: (2023)
REBORN: Reinforcement-Learned Boundary Segmentation with Iterative Training for Unsupervised ASR
by: Tseng, Liang-Hsuan, et al.
Published: (2024)
by: Tseng, Liang-Hsuan, et al.
Published: (2024)
ToxicTone: A Mandarin Audio Dataset Annotated for Toxicity and Toxic Utterance Tonality
by: Luo, Yu-Xiang, et al.
Published: (2025)
by: Luo, Yu-Xiang, et al.
Published: (2025)
Analyzing Mitigation Strategies for Catastrophic Forgetting in End-to-End Training of Spoken Language Models
by: Hsiao, Chi-Yuan, et al.
Published: (2025)
by: Hsiao, Chi-Yuan, et al.
Published: (2025)
Effects of Essential Oil Aromatherapy on Sleep, Depression, and Well‐Being Among Older Adults: Implications for Community Health and Social Care
by: Pei Fen Chiang, et al.
Published: (2026)
by: Pei Fen Chiang, et al.
Published: (2026)
Two types of quaking and shear unjamming: state diagram for soft granular particles under shear
by: Tsai, Cheng-En, et al.
Published: (2022)
by: Tsai, Cheng-En, et al.
Published: (2022)
A Data-Centric Perspective on the Influence of Image Data Quality in Machine Learning Models
by: Chen, Pei-Han, et al.
Published: (2025)
by: Chen, Pei-Han, et al.
Published: (2025)
MoVE: Translating Laughter and Tears via Mixture of Vocalization Experts in Speech-to-Speech Translation
by: Chen, Szu-Chi, et al.
Published: (2026)
by: Chen, Szu-Chi, et al.
Published: (2026)
A Metal‐Free Phthalocyanine Additive for Defect Passivation and Processing Tolerance in High‐Efficiency Perovskite Solar Cells
by: Chuan‐Hung Huang, et al.
Published: (2026)
by: Chuan‐Hung Huang, et al.
Published: (2026)
Similar Items
-
SAKE: Towards Editing Auditory Attribute Knowledge of Large Audio-Language Models
by: Yang, Chih-Kai, et al.
Published: (2025) -
Detecting the Undetectable: Assessing the Efficacy of Current Spoof Detection Methods Against Seamless Speech Edits
by: Huang, Sung-Feng, et al.
Published: (2025) -
SPAR-K: Scheduled Periodic Alternating Early Exit for Spoken Language Models
by: Huang, Hsiao-Ying, et al.
Published: (2026) -
Reducing Object Hallucination in Large Audio-Language Models via Audio-Aware Decoding
by: Hsu, Tzu-wen, et al.
Published: (2025) -
Investigating Safety Vulnerabilities of Large Audio-Language Models Under Speaker Emotional Variations
by: Feng, Bo-Han, et al.
Published: (2025)