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Yueyang Su

2 accepted papers

2025

MDPO: Customized Direct Preference Optimization with a Metric-based Sampler for Question and Answer Generation

COLING 2025main

With the extensive use of large language models, automatically generating QA datasets for domain-specific fine-tuning has become crucial. However, considering the multifaceted demands for readability, diversity, and comprehensiveness of QA data, current methodologies fall short in producing high-qua…

2025

QUITO-X: A New Perspective on Context Compression from the Information Bottleneck Theory

EMNLP 2025

Generative large language models ( LLMs) have achieved remarkable success in various industrial applications, owing to their promising In-Context Learning capabilities. However, the issue of long context in complex tasks poses a significant barrier to their wider adoption, manifested in two main asp

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