most citedSearch-R3: Unifying Reasoning and Embedding in Large Language Models

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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…