Author

Lijun Mei

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Preprint Aug 2026

EnterpriseRAG: Benchmarking LLM Instruction Adherence and Robustness under Non-Ideal Enterprise Retrieval

Enterprise RAG deployments face a critical reliability gap: while LLMs satisfy 80% of individual constraints, only 26.8% of responses meet all requirements simultaneously, revealing a 57-point orchestration gap, which provides a reproducible foundation for measuring and closing these gaps.

Hui Miao, Xin Sun, Bo Wang et al. · 0 citations

Conference Open access 2026

Soft Orthogonal Low-Rank Adaptation for Knowledge Sharing in Large Language Model Continual Learning

This work proposes At-tribution Scores-based Soft Orthogonality Low-Rank Adaptation (ASO-LoRA), an effective and efficient framework that simultaneously facilitates knowledge transfer while mitigating catastrophic forgetting and achieving a balance between knowledge transfer and preservation.

Yitong Wang, Xue Han, Wenchun Gao et al. · Annual Meeting of the Associ... · 0 citations