Citation accuracy has been studied for decades because of its importance to research reliability. Content-level citation verification assesses the reliability of scholarly claims. Recent work adopts a two-stage retrieval-classification framework inherited from fact-checking. However, this design overlooks the complexit...
Yi-Fan He, Meng-Jia Wu, Si-Ming Deng et al.· 0 citations
This work proposes MemDream, a framework that enables self-probing memory evolution for LLM agents and periodically enters offline dream cycles where three specialized agents collaboratively probe, diagnose, and repair the memory graph before failures occur.
Ming-Fei Lu, Meng-Jia Wu, Run-Song Jia et al.· 0 citations
A novel method is proposed, Evidence-Aligned Entity Verification (EAEV), which detects entity-level hallucinations by leveraging RAG to align generated entities with retrieved evidence contexts and introduces counterfactual stability analysis to ensure robust alignments under evidence perturbations.
Run-Song Jia, Zhen Fang, Meng-Jia Wu et al.· Annual Meeting of the Associ...· 0 citations
This study contributes a unified research model for stakeholder-specific AI adoption, demonstrates a mixed quantitative-qualitative approach, and establishes a scalable foundation beginning with engineers and extending to other stakeholders through future empirical validation.
Zixiang Ao, Mengjia Wu, Yi Zhang· 0 citations
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