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  "text": "Top AI papers on @huggingface this week: Language feedback for RL, training agents by talking, and fixing LLM story consistency\n\n- Bootstrapping Exploration with Group-Level Natural Language Feedback in Reinforcement Learning\n- Geometry-Guided Reinforcement Learning for Multi-view Consistent 3D Scene Editing\n- Penguin-VL by Tencent: Exploring the Efficiency Limits of VLM with LLM-based Vision Encoders\n- OpenClaw-RL: Train Any Agent Simply by Talking\n- Lost in Stories: Consistency Bugs in Long Story Generation by LLMs\n- Holi-Spatial: Evolving Video Streams into Holistic 3D Spatial Intelligence\n- Spatial-TTT: Streaming Visual-based Spatial Intelligence with Test-Time Training\n- Flash-KMeans: Fast and Memory-Efficient Exact K-Means\n- Thinking to Recall: How Reasoning Unlocks Parametric Knowledge in LLMs\n- LoGeR: Long-Context Geometric Reconstruction with Hybrid Memory",
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