FIPO: Eliciting Deep Reasoning with Future-KL Influenced Policy Optimization Paper • 2603.19835 • Published Mar 20 • 352
FIPO: Eliciting Deep Reasoning with Future-KL Influenced Policy Optimization Paper • 2603.19835 • Published Mar 20 • 352
On the Direction of RLVR Updates for LLM Reasoning: Identification and Exploitation Paper • 2603.22117 • Published Mar 23 • 29
Sparse but Critical: A Token-Level Analysis of Distributional Shifts in RLVR Fine-Tuning of LLMs Paper • 2603.22446 • Published Mar 23 • 10
Sparse but Critical: A Token-Level Analysis of Distributional Shifts in RLVR Fine-Tuning of LLMs Paper • 2603.22446 • Published Mar 23 • 10
On the Direction of RLVR Updates for LLM Reasoning: Identification and Exploitation Paper • 2603.22117 • Published Mar 23 • 29
Running on CPU Upgrade 243 The Synthetic Data Playbook: Generating Trillions of the Finest Tokens 📝 243 Explore synthetic data benchmarks with an interactive bookshelf
Quantile Advantage Estimation for Entropy-Safe Reasoning Paper • 2509.22611 • Published Sep 26, 2025 • 119
Quantile Advantage Estimation for Entropy-Safe Reasoning Paper • 2509.22611 • Published Sep 26, 2025 • 119
Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning Paper • 2506.01939 • Published Jun 2, 2025 • 190
Running 600 Scaling test-time compute 📈 600 Boost LLM answers with flexible test‑time search strategies