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Junxiong Ning

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Aug 2026

SafeRAG: A Large-Language-Model-Based Multistage Retrieval-Augmented Framework for Oil and Gas Safety Report Generation

In high-risk industrial settings, leveraging large language models (LLMs) for automated accident analysis and generating safety reports has emerged as an efficient workflow. However, this approach is fundamentally constrained by the models’ inherent knowledge limitations, frequently resulting in analyses that lack do...

Qi Cao, Chiyu Zhang, Junxiong Ning et al. · 0 citations

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