How Do Agents Fail on AutoResearch: End-to-End Diagnostic Evaluation on 100 Real-World Frontier Research Tasks Paper • 2608.14905 • Published 12 days ago • 30
Distilling Long-CoT Reasoning through Collaborative Step-wise Multi-Teacher Decoding Paper • 2605.02290 • Published May 4 • 43
SoCRATES: Towards Reliable Automated Evaluation of Proactive LLM Mediation across Domains and Socio-cognitive Variations Paper • 2606.05563 • Published Jun 4 • 56
ReFeed: Multi-dimensional Summarization Refinement with Reflective Reasoning on Feedback Paper • 2503.21332 • Published Mar 27, 2025 • 25