most citedExploring Hallucination of Large Multimodal Models in Video Understanding: Benchmark, Analysis and Mitigation

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cs.SD2026

SonicBench: Dissecting the Physical Perception Bottleneck in Large Audio Language Models

Yirong Sun, Yanjun Chen, Xin Qiu +8

Large Audio Language Models (LALMs) excel at semantic and paralinguistic tasks, yet their ability to perceive the fundamental physical attributes of audio such as pitch, loudness,…

cs.SD2025

BRACE: A Benchmark for Robust Audio Caption Quality Evaluation

Tianyu Guo, Hongyu Chen, Hao Liang +5

Automatic audio captioning is essential for audio understanding, enabling applications such as accessibility and content indexing. However, evaluating the quality of audio captions…