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J. Huang

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#artificial intelligence Preprint Sep 2026

SWRouter: Similarity-Contractive Window Routing for Multi-Turn Large Language Model Conversations

This paper proposes SWRouter, a Similarity-Contractive Window Router for multi-turn large language model routing that combines a similarity-based context segmentation mechanism for prompt construction with a dual-metric evaluation framework that decouples construction accuracy from router performance.

Yu Wang, Yuchen Li, Rui Kong et al. · 0 citations
2026

An LLM-Empowered Graph-Structured Collaborative Inference Framework for Logical Reading Comprehension

In machine reading comprehension (MRC) tasks that involve complex logical reasoning, graph structures are often regarded as a more suitable representation paradigm than plain text sequences, owing to their explicit structured semantic environment and strong relational inference capabilities. Nevertheless, most existing...

Zhuo Zhao, Zhiwen Xie, Guang-You Zhou et al. · 0 citations

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