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Peking University
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ToolFG revolutionizes fine-grained image classification by enabling MLLMs to autonomously leverage external tools for enhanced reliability and accuracy.
Current MLLMs are still surprisingly reliant on textual reasoning, even when visual information is crucial for solving STEM problems.
Forget brittle fact memorization – CoT2Edit teaches LLMs to *reason* their way to updated knowledge, unlocking robust generalization in real-world scenarios.