A new curated list highlights the most influential LLM research papers published between January and May 2026. The collection filters academic noise to surface high-impact findings on model architecture and efficiency. Researchers can use this distilled bibliography to skip redundant literature reviews. It provides a streamlined map of current technical trends for practitioners.