2 papers
cs.IR2026
SAGE: Benchmarking and Improving Retrieval for Deep Research Agents
Tiansheng Hu, Yilun Zhao, Canyu Zhang +2
Deep research agents have emerged as powerful systems for addressing complex queries. Meanwhile, LLM-based retrievers have demonstrated strong capability in following instructions…
cs.CL2025
Submodular Context Partitioning and Compression for In-Context Learning
Shaoyi Zheng, Canyu Zhang, Tianyi Zhou +1
In-context learning (ICL) enables efficient few-shot learning in large language models (LLMs) without training, but suffers from the quadratic input complexity of transformers, lim…