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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.
Achieving new state-of-the-art scores in deep research benchmarks, DuMate-DeepResearch redefines the capabilities of multi-agent systems in tackling complex research tasks.