ORCA is an inference-time agentic framework that boosts LVLM accuracy on hallucination benchmarks by 3.64-40.67% and adds adversarial robustness via cross-model validation with small vision tools.
Combating multimodal llm hallucination via bottom-up holistic reasoning
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ORCA: An Agentic Reasoning Framework for Hallucination and Adversarial Robustness in Vision-Language Models
ORCA is an inference-time agentic framework that boosts LVLM accuracy on hallucination benchmarks by 3.64-40.67% and adds adversarial robustness via cross-model validation with small vision tools.