Author

Lei Li

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Book Open access Oct 2026

Aligning User Requirement with Large Language Model in Code Generation

Code generation refers to automatically producing executable programs from user requirements. Recently, researchers have explored approaches to enhance the correctness of generated code with advanced large language models. Although achieving improvements, existing approaches focus on designing reasoning strategies or p...

J. Li, Rui-Qi Bai, Yang Luo et al. · Proceedings of the 41st IEEE... · 0 citations

#computer vision Preprint Aug 2026

Semantic Head Specialization Guides Hybrid ViT Attention for Multimodal LLMs

This work studies ViT attention heads and finds they differentiate into object- and background-specialist roles, a pattern most pronounced under full attention, and proposes SHS-Index to quantify this specialization, showing that it distinguishes full-attention from chunk-window ViTs, and finds that it strongly tracks...

Chenyu He, Lei Li, Shi-Cheng Li et al. · 0 citations