AINeutralarXiv – CS AI · 6h ago6/10
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Evaluating and Enhancing Negation Comprehension in Remote Sensing MLLMs
Researchers introduce RS-Neg, the first benchmark for evaluating negation comprehension in Remote Sensing Multimodal Large Language Models, revealing significant limitations in understanding what is absent or false. They propose NeFo, a test-time learning method that improves negation understanding using just 5% of unlabeled samples, addressing a critical gap for real-world emergency response applications.