A new collection indexes the most influential LLM research papers published between January and May 2026. The list filters academic noise to highlight technical breakthroughs in model architecture and efficiency. Practitioners can use this curated bibliography to skip redundant literature. It serves as a condensed map of current state-of-the-art trends.