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#natural language process... Preprint Oct 2026

Breaking the Tie: A Cluster-Aware Routing Framework for Large Language Models

With the rapid development of artificial intelligence, the emergence of various Large Language Models (LLMs) has created a rich model ecosystem. However, this also brings a key challenge: how to select the optimal model for a specific user query. LLM routing addresses this need by dynamically assigning queries to the m...

Yao Lu, Zhai-Yuan Ji, Ya-Xin Gao et al. · 0 citations
Preprint Sep 2026

Revisiting Diffusion Fine-Tuning for Unsupervised Domain Adaptation

Diffusion-based unsupervised domain adaptation (UDA) improves cross-domain transfer by generating target-specific synthetic data for downstream adaptation. Existing methods are largely designed for single-target adaptation: when a model trained on one labeled source domain must be adapted to multiple unlabeled target d...

Qi Xuan, Yi-Xiang Wei, Daniele Berardini et al. · 0 citations

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