3 papers
cs.CL2025
Search-R3: Unifying Reasoning and Embedding in Large Language Models
Yuntao Gui, James Cheng
Despite their remarkable natural language understanding capabilities, Large Language Models (LLMs) have been underutilized for retrieval tasks. We present Search-R3, a novel framew…
cs.DC2025
PilotANN: Memory-Bounded GPU Acceleration for Vector Search
Yuntao Gui, Peiqi Yin, Xiao Yan +3
Approximate Nearest Neighbor Search (ANNS) has become fundamental to modern deep learning applications, having gained particular prominence through its integration into recent gene…
cs.DC2023
SPT: Fine-Tuning Transformer-based Language Models Efficiently with Sparsification
Yuntao Gui, Xiao Yan, Peiqi Yin +2
Transformer-based large language models (e.g., BERT and GPT) achieve great success, and fine-tuning, which tunes a pre-trained model on a task-specific dataset, is the standard pra…