A new curated list catalogs the most influential LLM research papers published between January and May 2026. The collection filters noise from high-volume preprint servers to highlight technical breakthroughs. Researchers can now track specific architectural trends without manual searching. This digest serves as a streamlined reference for those optimizing model performance and training efficiency.