CoT is Not the Chain of Truth: An Empirical Internal Analysis of Reasoning LLMs for Fake News Generation Paper • 2602.04856 • Published Sep 8 • 5
deepseek-ai/DeepSeek-R1-Distill-Llama-70B Text Generation • 71B • Updated Feb 24, 2025 • 29.7k • • 824
Waypoint-OPD: Transferring RL-Induced Policy Shifts via Gated On-Policy Distillation Paper • 2610.21601 • Published 21 days ago • 38
False Frontiers: Diagnosing and Mitigating Co-Cheating in Self-Evolving Search Agents Paper • 2609.39102 • Published Sep 30 • 150
The Teacher Is a Direction, Not a Destination: Extrapolating RL-Induced Representation Residuals in On-Policy Distillation Paper • 2609.36484 • Published Sep 29 • 168
MemSkill: Learning and Evolving Memory Skills for Self-Evolving Agents Paper • 2602.02474 • Published Feb 2 • 64
Make Sparse Rewards Count: Density-Aware Reward Aggregation for Multi-Reward RL Paper • 2610.00574 • Published Sep 30 • 31
EvoDuet: Bilevel Co-Evolution of Web Searching and Task Solving for Scientific Discovery Paper • 2609.40340 • Published Sep 30 • 91
ReasonFLux-Coder Collection Coding LLMs excel at both writing code and generating unit tests. • 9 items • Updated 18 days ago • 12
RRSI: Regularized Recursive Self-Improvement of Agent Harnesses Paper • 2609.24972 • Published Sep 21 • 164
HarnessDev: Can LLMs Create and Evolve Their Own Agent Harness? Paper • 2609.01437 • Published Sep 1 • 88
The Verification Horizon: No Silver Bullet for Coding Agent Rewards Paper • 2606.26300 • Published Jun 24 • 54