Relevant Evidence Decoding for Audio-Visual Hallucination Mitigation

arXiv:2610.02976 · cs.AI · Submitted 2026-10-02 · Read on arXiv

cs.AI

Submitted: 2026-10-02

Updated: 2026-10-02

Code: https://github.com/GeWu-Lab/MUSIC-AVQA

Terminology

• Hallucination — 1× in this paper · explained in 4 episodes
• Hallucination Mitigation — 1× in this paper · explained in 2 episodes

Sources

• Diagnosing and Mitigating Modality Interference in Multimodal Large Language Models
• VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs
• Separate First, Fuse Later: Mitigating Cross-Modal Interference in Audio-Visual LLMs Reasoning with Modality-Specific Chain-of-Thought
• Qwen2.5-Omni Technical Report

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