Our three paper “Understanding and Leveraging the Expert Specialization of Context Faithfulness in Mixture-of-Experts LLMs”, “Reinforced Query Reasoners for Reasoning-intensive Retrieval Tasks”, and “Adaptive Preference Optimization with Uncertainty-aware Utility Anchor” were accepted to the Main Conference and Findings of EMNLP 2025!