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ResearchOctober 21, 2026

Omni-Woodpecker: Hallucination Correction via Evidence-Prior Rebalancing for Omni LLMs

arXiv:2610.27103v1 Announce Type: new Abstract: Recent Omni LLMs (OLLMs) have demonstrated remarkable capabilities in joint audio-visual reasoning, yet cross-modal hallucinations remain a major challenge. Existing mitigation methods mainly operate at the output level,…

Zijian Liu, Chaoyou Fu, Yan Yang, Caifeng Shan, Ran He·arXiv — cs.AI
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  • 01.arXiv:2610.27103v1 Announce Type: new Abstract: Recent Omni LLMs (OLLMs) have demonstrated remarkable capabilities in joint audio-visual reasoning, yet cross-modal hallucinations remain a major challenge
  • 02.Existing mitigation methods mainly operate at the output level,…

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