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paperarXivTrust 82 · PrimaryPublished 2d agoLive · yesterday

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

Large language models exhibit complementary strengths, motivating routing methods that dispatch each query to the most suitable model. Although existing routers are effective in single-turn settings, they do not directly transfer to multi-turn dialogue, where routing performance critically depends on how historical context is segmented, retained, and incorporated into the current prompt. This introduces two fundamental challenges: preventing information loss and information confusion during context construction, and evaluating routing quality without conflating model selection with prompt cons

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  • FuzzyOverlapping authors or contributors · 62%Kong/kong

    Shared author/contributor keys: kong

  • FuzzyOverlapping authors or contributors · 62%ray-project/ray

    Shared author/contributor keys: wang

  • FuzzyOverlapping authors or contributors · 62%rasbt/LLMs-from-scratch

    Shared author/contributor keys: yin

  • FuzzyOverlapping authors or contributors · 62%bytedance/deer-flow

    Shared author/contributor keys: wang

  • LinkedLinked via arxiv author · 85%Ningyu Wang

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

  • LinkedLinked via arxiv author · 85%Yuchen Li

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

  • LinkedLinked via arxiv author · 85%Rui Kong

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

  • LinkedLinked via arxiv author · 85%Xinran Chen

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

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