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cs.AI2026
Remember Before You're Asked: MemDream for Self-Probing Memory Evolution
Mingfei Lu, Mengjia Wu, Runsong Jia +2
Memory is essential for enabling LLM-based agents to maintain coherent, personalized behavior over long-horizon interactions. However, existing memory systems share a fundamental l…
cs.AI2026
Evidence-Aligned Entity Verification for Hallucination Detection in Retrieval-Augmented Generation
Runsong Jia, Zhen Fang, Mengjia Wu +2
Hallucination detection is crucial for large language models (LLMs), as hallucinated content creates significant barriers in applications requiring factual accuracy. Current detect…