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                , fundamentally limiting their ability for spatial reasoning, temporal logic, and operating in low-resource scenarios, which leads to shortcut learning and hallucination at test-time. This PhD project focuses on a 
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                . While there are promising applications in both academic and industrial settings, several important open challenges remain. These include out-of-distribution performance, low-resource settings, reliability 
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