From Trainee to Trainer: LLM-Designed Training Environment for RL with Multi-Agent Reasoning Paper • 2606.17682 • Published 12 days ago • 26
Demystifying Hidden-State Recurrence: Switchable Latent Reasoning with On-Policy Reinforcement Learning Paper • 2606.13106 • Published 17 days ago • 21
Attention Amnesia in Hybrid LLMs: When CoT Fine-Tuning Breaks Long-Range Recall, and How to Fix It Paper • 2606.11052 • Published 19 days ago • 16
EnvFactory: Scaling Tool-Use Agents via Executable Environments Synthesis and Robust RL Paper • 2605.18703 • Published May 18 • 50
CodeScaler: Scaling Code LLM Training and Test-Time Inference via Execution-Free Reward Models Paper • 2602.17684 • Published Feb 4 • 22
MeKi: Memory-based Expert Knowledge Injection for Efficient LLM Scaling Paper • 2602.03359 • Published Feb 3 • 10
Annotation-Efficient Universal Honesty Alignment Collection Official Collections of paper "Annotation-Efficient Universal Honesty Alignment". • 5 items • Updated Oct 21, 2025 • 3
Training a Utility-based Retriever Through Shared Context Attribution for Retrieval-Augmented Language Models Paper • 2504.00573 • Published Apr 1, 2025 • 2
RAVine: Reality-Aligned Evaluation for Agentic Search Paper • 2507.16725 • Published Jul 22, 2025 • 31
RefineX: Learning to Refine Pre-training Data at Scale from Expert-Guided Programs Paper • 2507.03253 • Published Jul 4, 2025 • 19