How Far Are We From True Auto-Research?

arXiv:2605.19156v2 Announce Type: replace Abstract: Recent auto-research systems can produce complete papers, but feasibility is not the same as quality, and the field still lacks a systematic study of how good agent-generated papers actually are. We introduce