When Scaling Fails: Mitigating Audio Perception Decay of LALMs via Multi-Step Perception-Aware Reasoning
Fuente:
arXiv
Saved in:
| Main Authors: | Mao, Ruixiang, Ma, Xiangnan, Chen, Dan, Zhu, Ziming, Ge, Yuan, Hao, Aokai, Zhao, Haishu, Huo, Yifu, Yang, Qing, Chang, Kaiyan, Liu, Xiaoqian, Wang, Chenglong, He, Qiaozhi, Xiao, Tong, Zhu, Jingbo |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
APR: Penalizing Structural Redundancy in Large Reasoning Models via Anchor-based Process Rewards
by: Chang, Kaiyan, et al.
Published: (2026)
by: Chang, Kaiyan, et al.
Published: (2026)
StyleBench: Evaluating Speech Language Models on Conversational Speaking Style Control
by: Zhao, Haishu, et al.
Published: (2026)
by: Zhao, Haishu, et al.
Published: (2026)
On the Emotion Understanding of Synthesized Speech
by: Ge, Yuan, et al.
Published: (2026)
by: Ge, Yuan, et al.
Published: (2026)
M-CIF: Multi-Scale Alignment For CIF-Based Non-Autoregressive ASR
by: Mao, Ruixiang, et al.
Published: (2025)
by: Mao, Ruixiang, et al.
Published: (2025)
Step-level Verifier-guided Hybrid Test-Time Scaling for Large Language Models
by: Chang, Kaiyan, et al.
Published: (2025)
by: Chang, Kaiyan, et al.
Published: (2025)
SPS: Steering Probability Squeezing for Better Exploration in Reinforcement Learning for Large Language Models
by: Huo, Yifu, et al.
Published: (2026)
by: Huo, Yifu, et al.
Published: (2026)
Efficient Prompting Methods for Large Language Models: A Survey
by: Chang, Kaiyan, et al.
Published: (2024)
by: Chang, Kaiyan, et al.
Published: (2024)
LRHP: Learning Representations for Human Preferences via Preference Pairs
by: Wang, Chenglong, et al.
Published: (2024)
by: Wang, Chenglong, et al.
Published: (2024)
SERM: Self-Evolving Relevance Model with Agent-Driven Learning from Massive Query Streams
by: Wang, Chenglong, et al.
Published: (2026)
by: Wang, Chenglong, et al.
Published: (2026)
MSRL: Scaling Generative Multimodal Reward Modeling via Multi-Stage Reinforcement Learning
by: Wang, Chenglong, et al.
Published: (2026)
by: Wang, Chenglong, et al.
Published: (2026)
GRAM: A Generative Foundation Reward Model for Reward Generalization
by: Wang, Chenglong, et al.
Published: (2025)
by: Wang, Chenglong, et al.
Published: (2025)
EvA: An Evidence-First Audio Understanding Paradigm for LALMs
by: Xie, Xinyuan, et al.
Published: (2026)
by: Xie, Xinyuan, et al.
Published: (2026)
RankPrompt: Step-by-Step Comparisons Make Language Models Better Reasoners
by: Hu, Chi, et al.
Published: (2024)
by: Hu, Chi, et al.
Published: (2024)
LaTeXTrans: Structured LaTeX Translation with Multi-Agent Coordination
by: Zhu, Ziming, et al.
Published: (2025)
by: Zhu, Ziming, et al.
Published: (2025)
RoVRM: A Robust Visual Reward Model Optimized via Auxiliary Textual Preference Data
by: Wang, Chenglong, et al.
Published: (2024)
by: Wang, Chenglong, et al.
Published: (2024)
CAF-Score: Calibrating CLAP with LALMs for Reference-free Audio Captioning Evaluation
by: Lee, Insung, et al.
Published: (2026)
by: Lee, Insung, et al.
Published: (2026)
DaPT: A Dual-Path Framework for Multilingual Multi-hop Question Answering
by: Wang, Yilin, et al.
Published: (2026)
by: Wang, Yilin, et al.
Published: (2026)
Probing Preference Representations: A Multi-Dimensional Evaluation and Analysis Method for Reward Models
by: Wang, Chenglong, et al.
Published: (2025)
by: Wang, Chenglong, et al.
Published: (2025)
Can Large Audio Language Models Understand Audio Well? Speech, Scene and Events Understanding Benchmark for LALMs
by: Yin, Han, et al.
Published: (2025)
by: Yin, Han, et al.
Published: (2025)
GRAM-R$^2$: Self-Training Generative Foundation Reward Models for Reward Reasoning
by: Wang, Chenglong, et al.
Published: (2025)
by: Wang, Chenglong, et al.
Published: (2025)
When Reward Hacking Rebounds: Understanding and Mitigating It with Representation-Level Signals
by: Wu, Rui, et al.
Published: (2026)
by: Wu, Rui, et al.
Published: (2026)
Benchmarking and Confidence Evaluation of LALMs For Temporal Reasoning
by: Bhattacharya, Debarpan, et al.
Published: (2025)
by: Bhattacharya, Debarpan, et al.
Published: (2025)
A Modular-based Strategy for Mitigating Gradient Conflicts in Simultaneous Speech Translation
by: Liu, Xiaoqian, et al.
Published: (2024)
by: Liu, Xiaoqian, et al.
Published: (2024)
A Deep Learning Approach for Augmenting Perceptional Understanding of Histopathology Images
by: Hu, Xiaoqian
Published: (2025)
by: Hu, Xiaoqian
Published: (2025)
Sobolev Differentiability Properties of Logarithmic Modulus of Real Analytic Functions
by: Shi, Ziming, et al.
Published: (2022)
by: Shi, Ziming, et al.
Published: (2022)
Mind the Hitch: Dynamic Calibration and Articulated Perception for Autonomous Trucks
by: Zhu, Morui, et al.
Published: (2026)
by: Zhu, Morui, et al.
Published: (2026)
Hybrid Alignment Training for Large Language Models
by: Wang, Chenglong, et al.
Published: (2024)
by: Wang, Chenglong, et al.
Published: (2024)
HEAL: A Hypothesis-Based Preference-Aware Analysis Framework
by: Huo, Yifu, et al.
Published: (2025)
by: Huo, Yifu, et al.
Published: (2025)
Human Perception of Audio Deepfakes
by: Müller, Nicolas M., et al.
Published: (2021)
by: Müller, Nicolas M., et al.
Published: (2021)
Boosting Text-To-Image Generation via Multilingual Prompting in Large Multimodal Models
by: Mu, Yongyu, et al.
Published: (2025)
by: Mu, Yongyu, et al.
Published: (2025)
UMI-3D: Extending Universal Manipulation Interface from Vision-Limited to 3D Spatial Perception
by: Wang, Ziming
Published: (2026)
by: Wang, Ziming
Published: (2026)
When Large Language Model Agents Meet 6G Networks: Perception, Grounding, and Alignment
by: Xu, Minrui, et al.
Published: (2024)
by: Xu, Minrui, et al.
Published: (2024)
Exploring Autonomous Agents: A Closer Look at Why They Fail When Completing Tasks
by: Lu, Ruofan, et al.
Published: (2025)
by: Lu, Ruofan, et al.
Published: (2025)
PRJ: Perception-Retrieval-Judgement for Generated Images
by: Fu, Qiang, et al.
Published: (2025)
by: Fu, Qiang, et al.
Published: (2025)
VALOR: Vision-Audio-Language Omni-Perception Pretraining Model and Dataset
by: Liu, Jing, et al.
Published: (2023)
by: Liu, Jing, et al.
Published: (2023)
Audio-VLA: Adding Contact Audio Perception to Vision-Language-Action Model for Robotic Manipulation
by: Wei, Xiangyi, et al.
Published: (2025)
by: Wei, Xiangyi, et al.
Published: (2025)
RouteLMT: Learned Sample Routing for Hybrid LLM Translation Deployment
by: Luo, Yingfeng, et al.
Published: (2026)
by: Luo, Yingfeng, et al.
Published: (2026)
Learning Evaluation Models from Large Language Models for Sequence Generation
by: Wang, Chenglong, et al.
Published: (2023)
by: Wang, Chenglong, et al.
Published: (2023)
Slow Perception: Let's Perceive Geometric Figures Step-by-step
by: Wei, Haoran, et al.
Published: (2024)
by: Wei, Haoran, et al.
Published: (2024)
Audio-Guided Visual Perception for Audio-Visual Navigation
by: Wang, Yi, et al.
Published: (2025)
by: Wang, Yi, et al.
Published: (2025)
Similar Items
-
APR: Penalizing Structural Redundancy in Large Reasoning Models via Anchor-based Process Rewards
by: Chang, Kaiyan, et al.
Published: (2026) -
StyleBench: Evaluating Speech Language Models on Conversational Speaking Style Control
by: Zhao, Haishu, et al.
Published: (2026) -
On the Emotion Understanding of Synthesized Speech
by: Ge, Yuan, et al.
Published: (2026) -
M-CIF: Multi-Scale Alignment For CIF-Based Non-Autoregressive ASR
by: Mao, Ruixiang, et al.
Published: (2025) -
Step-level Verifier-guided Hybrid Test-Time Scaling for Large Language Models
by: Chang, Kaiyan, et al.
Published: (2025)