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State Key Laboratory of AI Safety, Institute of Computing Technology, CAS, University of Chinese Academy of Sciences
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RING achieves superior knowledge integration without the latency of external retrieval, redefining efficiency in large-scale language models.
Overthinking in RL models can amplify during training, but Dynamic Rollout Editing effectively curtails this behavior, enhancing reasoning efficiency.
Latent reasoning can now outperform explicit reasoning in complex tasks, thanks to a new RL method that stabilizes training by explicitly handling issues like invalid latent states and misaligned token-level updates.
