4 papers
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…
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…
Refining Financial Consumer Complaints through Multi-Scale Model Interaction
Bo-Wei Chen, An-Zi Yen, Chung-Chi Chen
Legal writing demands clarity, formality, and domain-specific precision-qualities often lacking in documents authored by individuals without legal training. To bridge this gap, thi…
Paraphrase-Aligned Machine Translation
Ke-Ching Chang, Chung-Chi Chen, An-Zi Yen
Large Language Models (LLMs) have demonstrated significant capabilities in machine translation. However, their translation quality is sometimes questioned, as the generated outputs…