A new roundup catalogs the most influential LLM research papers published between January and May 2026. The collection filters noise from the high volume of daily preprints. It provides a streamlined reading list for researchers. This curated approach helps practitioners identify high-signal architectural trends without scanning every single single-author upload on arXiv.