Research verification examples

What holds up
under a closer look?

Three public research papers, the questions reviewers raised, and what our analysis found and clarified.

Follow the evidence.

Each example identifies the research paper, distinguishes the authors’ results from our analysis, and links findings to exact evidence. Proposed tests are marked separately from completed checks.

Source access and versions

Public records were checked against retained exports marked “everyone.” Fresh OpenReview requests encountered browser verification on 13 October 2026. The self-correction record was also confirmed through the indexed public page. Original discussion links remain available; no private review exports are published.