3 papers
cs.IR2026
When Should Queries Be Decomposed? A Stage-Aware Study of Query Decomposition for Multi-Condition Retrieval
Bochao Yin, Xuan Lu, Zhengyu Qi +1
Multi-condition retrieval requires systems to identify documents that satisfy multiple distinct constraints, moving beyond mere topical relevance. While query decomposition is wide…
cs.CL2025
Semantic and Structural Analysis of Implicit Biases in Large Language Models: An Interpretable Approach
Renhan Zhang, Lian Lian, Zhen Qi +1
This paper addresses the issue of implicit stereotypes that may arise during the generation process of large language models. It proposes an interpretable bias detection method aim…
cs.CL2025
Transferable Modeling Strategies for Low-Resource LLM Tasks: A Prompt and Alignment-Based Approach
Shuangquan Lyu, Yingnan Deng, Guiran Liu +2
This paper addresses the limited transfer and adaptation capabilities of large language models in low-resource language scenarios. It proposes a unified framework that combines a k…