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 • 75 -
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 • 4 -
QeRL: Beyond Efficiency -- Quantization-enhanced Reinforcement Learning for LLMs
Paper • 2510.11696 • Published • 177 -
Deep Self-Evolving Reasoning
Paper • 2510.17498 • Published • 11 -
Continuous Autoregressive Language Models
Paper • 2510.27688 • Published • 70 -
Higher-order Linear Attention
Paper • 2510.27258 • Published • 14 -
Limits of Generalization in RLVR: Two Case Studies in Mathematical Reasoning
Paper • 2510.27044 • Published • 5 -
Why Language Models Hallucinate
Paper • 2509.04664 • Published • 195 -
Reverse-Engineered Reasoning for Open-Ended Generation
Paper • 2509.06160 • Published • 150 -
MinerU2.5: A Decoupled Vision-Language Model for Efficient High-Resolution Document Parsing
Paper • 2509.22186 • Published • 139 -
FlowRL: Matching Reward Distributions for LLM Reasoning
Paper • 2509.15207 • Published • 114 -
Towards a Unified View of Large Language Model Post-Training
Paper • 2509.04419 • Published • 75 -
Variational Reasoning for Language Models
Paper • 2509.22637 • Published • 69 -
Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models
Paper • 2509.06949 • Published • 55 -
Beyond the Exploration-Exploitation Trade-off: A Hidden State Approach for LLM Reasoning in RLVR
Paper • 2509.23808 • Published • 47 -
Sequential Diffusion Language Models
Paper • 2509.24007 • Published • 45 -
Every Token Counts: Generalizing 16M Ultra-Long Context in Large Language Models
Paper • 2511.23319 • Published • 22