Meta-Awareness Enhances Reasoning Models: Self-Alignment Reinforcement Learning
Paper
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2510.03259
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Published
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57
LLM
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Hybrid Reinforcement: When Reward Is Sparse, It's Better to Be Dense
Paper • 2510.07242 • Published • 30 -
First Try Matters: Revisiting the Role of Reflection in Reasoning Models
Paper • 2510.08308 • Published • 24 -
Low-probability Tokens Sustain Exploration in Reinforcement Learning with Verifiable Reward
Paper • 2510.03222 • Published • 45 -
Latent Refinement Decoding: Enhancing Diffusion-Based Language Models by Refining Belief States
Paper • 2510.11052 • Published • 51 -
RLFR: Extending Reinforcement Learning for LLMs with Flow Environment
Paper • 2510.10201 • Published • 35 -
Making Mathematical Reasoning Adaptive
Paper • 2510.04617 • Published • 22 -
Demystifying Reinforcement Learning in Agentic Reasoning
Paper • 2510.11701 • Published • 31 -
Are Large Reasoning Models Interruptible?
Paper • 2510.11713 • Published • 3 -
QeRL: Beyond Efficiency -- Quantization-enhanced Reinforcement Learning for LLMs
Paper • 2510.11696 • Published • 168 -
Deep Self-Evolving Reasoning
Paper • 2510.17498 • Published • 10