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Papers arxiv:2605.07153 Beyond Reasoning: Reinforcement Learning Unlocks Parametric Knowledge in LLMs Published on May 8 Submitted by Wanli Yang on May 13 Authors: , , , , , , , Abstract Reinforcement learning improves large language model recall of parametric knowledge by redistributing probabilit… …
… View arXiv page View PDF Add to collection Community 🔑 TL;DR PAAC reframes the device-cloud split as a trust boundary rather than a compute split, with two contributions working in tandem: a decoupled agentic architecture and an LLM-driven privacy sanitizer. 🤝 Decoupled Architecture Cloud-reason-an… …
… Multi-Stream LLMs is important because it attacks the interface bottleneck directly. …
… We demonstrate LychSim's capability across multiple downstream applications, including serving as a synthetic data engine , powering reinforcement learning -based adversarial examiners, and facilitating interactive, language-driven scene layout generation . …