Just Enough Thinking: Efficient Reasoning with Adaptive Length Penalties Reinforcement Learning Paper • 2506.05256 • Published Jun 5, 2025 • 2
Big-Math: A Large-Scale, High-Quality Math Dataset for Reinforcement Learning in Language Models Paper • 2502.17387 • Published Feb 24, 2025 • 7
Cognitive Behaviors that Enable Self-Improving Reasoners, or, Four Habits of Highly Effective STaRs Paper • 2503.01307 • Published Mar 3, 2025 • 38
Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Though Paper • 2501.04682 • Published Jan 8, 2025 • 99
PERSONA: A Reproducible Testbed for Pluralistic Alignment Paper • 2407.17387 • Published Jul 24, 2024 • 20
Suppressing Pink Elephants with Direct Principle Feedback Paper • 2402.07896 • Published Feb 12, 2024 • 11
