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This is a provisional, browser-only comparison against the sources on MathChat’s map. It is not an assessment of a person, institution, or author. To submit an arXiv paper or captioned YouTube video, enter only your name and its link: source details and the score input are loaded automatically.

Your file stays on your device. Its text is read only in this browser; nothing is uploaded by this page. The automatic scores use visible language cues and source-type information, so please review them before using or sharing them.
For PDFs and Word documents, paste the text below instead. Your name is required for a review submission and will be included in the prepared GitHub issue. We score the complete public arXiv HTML paper, not its abstract. The abstract is stored only as a position summary. You never need to upload the paper file.

We score the public English transcript, not the video title or description. Use either an arXiv link or a YouTube link, not both.

Provisional comparison

Outlook
anxious 0 → hopeful 100
Evidence basis
speculative 0 → data-supported 100
Source reliability
lower 0 → higher 100

Optional appendix submission

Submissions are not automatically published; they require review before they can join the public appendix. By preparing one, you confirm it is tidy, polite, and apolitical.