Author

Zi-Rui Liao

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#natural language process... Preprint Oct 2026

From Retrieval to Reconstruction: Constructing Evolvable Cognitive Memory for Long-Term Dialogue

Large Language Models (LLMs) serving as long-term dialogue agents require memory systems that support reliable reasoning over extended interactions. However, existing Retrieval-Augmented Generation (RAG) frameworks typically treat memory as passive storage, making it difficult to distinguish source-attributed beliefs f...

Zi-Rui Liao, Zheng-Xian Wu, Zhuo Chen et al. · 0 citations

#artificial intelligence Conference Jan 2026

R3G: A Reasoning-Retrieval-Reranking Framework for Vision-Centric Answer Generation

R3G, a modular Reasoning-Retrieval-Reranking framework, first produces a brief reasoning plan that specifies the required visual cues, then adopts a two-stage strategy, with coarse retrieval followed by fine-grained reranking, to select evidence images.

Zhuo Chen, Zhengxian Wu, Zi-Rui Liao et al. · IEEE International Conferenc... · 4 citations