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Zhengyuan Liu

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• Scaling Near-Optimal SFT-RL Annotation Budget Allocation from Small to Large LLMs
• CultureConverse: A Multilingual Multi-turn Simulation Harness for Culturally Grounded Assistance in East and Southeast Asia
• Programming over Thinking: Efficient and Robust Multi-Constraint Planning
• The Imperfect Learner: Incorporating Developmental Trajectories in Memory-based Student Simulation