2026. LLM-Based Multi-Agent Systems for Automated Research: A Systematic Review of Architectures, Capabilities, and Evaluation Practices. Annual Methodological Archive Research Review. 4, 3 (Mar. 2026), 1539–1560. DOI:https://doi.org/10.66021/.