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University of Science and Technology of China
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Achieve state-of-the-art results in agentic knowledge base question answering by distilling gold-action policies into on-policy student rollouts, bridging the gap between sparse rewards and weakly supervised intermediate actions.
LLMs have consistent, situation-dependent personality "neurons" that can be steered without training, enabling more adaptable and human-like interactions.
VLMs still struggle to generate code for complex, multi-panel charts from real-world data, despite excelling on simpler benchmarks.