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cs.CL2026
PersonaEdit: Representative Sample Selection for Personalized Model Editing
You-Mei Huang, Chung-Chi Chen, An-Zi Yen
Personalization has attracted growing interest in LLM applications, yet existing retrieval-based approaches depend heavily on retrieval quality and degrade in long-term interaction…
cs.CL2026
Confidence-Driven Multi-Scale Model Selection for Cost-Efficient Inference
Bo-Wei Chen, Chung-Chi Chen, An-Zi Yen
Large Language Models (LLMs) have revolutionized inference across diverse natural language tasks, with larger models performing better but at higher computational costs. We propose…