A new collection indexes the most influential LLM research papers published between January and May 2026. The list filters academic noise to highlight specific architectural breakthroughs and training efficiencies. It serves as a condensed reading list for engineers. This incremental update helps researchers track evolving trends without scanning every single preprint on arXiv.