Rediscovering Entropy Regularization: Adaptive Coefficient Unlocks Its Potential for LLM Reinforcement Learning Paper • 2510.10959 • Published Oct 13, 2025 • 2
Reasoner for Real-World Event Detection: Scaling Reinforcement Learning via Adaptive Perplexity-Aware Sampling Strategy Paper • 2507.01327 • Published Jul 2, 2025 • 1
TRUST-SQL: Tool-Integrated Multi-Turn Reinforcement Learning for Text-to-SQL over Unknown Schemas Paper • 2603.16448 • Published 9 days ago • 56
Lost in Stories: Consistency Bugs in Long Story Generation by LLMs Paper • 2603.05890 • Published 21 days ago • 91
Adversarial Contrastive Decoding: Boosting Safety Alignment of Large Language Models via Opposite Prompt Optimization Paper • 2406.16743 • Published Jun 24, 2024 • 1
When to Continue Thinking: Adaptive Thinking Mode Switching for Efficient Reasoning Paper • 2505.15400 • Published May 21, 2025 • 23