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XYZ SCIENCE - #231

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liamdugan merged 2 commits into
liamdugan:mainfrom
Imalwayshere:submission/xyz-science-20261031
Nov 5, 2026
Merged

liamdugan merged 2 commits into
liamdugan:mainfrom
Imalwayshere:submission/xyz-science-20261031

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@Imalwayshere

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@Imalwayshere

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Hi @liamdugan @zhudotexe, could you please approve the pending raid-main evaluation for the XYZ SCIENCE submission when you have a moment? The Code Style check has passed. Thank you for your time!

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github-actions Bot commented Nov 4, 2026

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Eval run succeeded! Link to run: link

Here are the results of the submission(s):

XYZ SCIENCE

Release date: 2026-10-31

I've committed detailed results of this detector's performance on the test set to this PR.

On the RAID dataset as a whole (aggregated across all generation models, domains, decoding strategies, repetition penalties, and adversarial attacks), it achieved an AUROC of 99.94 and a TPR of 99.91% at FPR=5% and 99.35% at FPR=1%.
Without adversarial attacks, it achieved AUROC of 99.97 and a TPR of 99.95% at FPR=5% and 99.72% at FPR=1%.

If all looks well, a maintainer will come by soon to merge this PR and your entry/entries will appear on the leaderboard. If you need to make any changes, feel free to push new commits to this PR. Thanks for submitting to RAID!

@liamdugan

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Congrats on the strong performance @Imalwayshere let me know if you'd like me to merge your submission into the leaderboard

@Imalwayshere

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Yes, please merge. Thank you!

@liamdugan
liamdugan merged commit 7063cda into liamdugan:main Nov 5, 2026
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raid-main — 06abe19b Deployed Nov 4, 2026 by liamdugan via evaluate #414
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2 participants