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Yangqiu Song

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• AMemGym: Interactive Memory Benchmarking for Assistants in Long-Horizon Conversations
• HeaPA: Difficulty-Aware Heap Sampling and On-Policy Query Augmentation for LLM Reinforcement Learning
• $\mathbb{R}^{2k}$ is Theoretically Large Enough for Embedding-based Top-$k$ Retrieval
• WebDevJudge: Evaluating (M)LLMs as Critiques for Web Development Quality
• AtlasKV: Augmenting LLMs with Billion-Scale Knowledge Graphs in 20GB VRAM
• DeepPlanner: Scaling Planning Capability for Deep Research Agents via Advantage Shaping
• DixitWorld: Evaluating Multimodal Abductive Reasoning in Vision-Language Models with Multi-Agent Dixit Gameplay
• NewtonBench: Benchmarking Generalizable Scientific Law Discovery in LLM Agents