Add submission LMD_0316

[chenzhangqi9887]

No description provided.

[github-actions]

Eval run succeeded! Link to run: link

Here are the results of the submission(s):

LMD

Release date: 2026-03-16

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

Warning

Failed to find threshold values that achieve False Positive Rate(s): (['1%']) on all domains. This submission will not appear in the main leaderboard for those FPR values; it will only be visible within the splits in which the target FPR was achieved.
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 97.98 and a TPR of 88.57% at FPR=5%.
Without adversarial attacks, it achieved AUROC of 99.00 and a TPR of 95.26% at FPR=5%.

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!

[github-actions]

Eval run succeeded! Link to run: link

Here are the results of the submission(s):

LMD

Release date: 2026-03-23

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 95.72 and a TPR of 87.13% at FPR=5% and 72.51% at FPR=1%.
Without adversarial attacks, it achieved AUROC of 96.11 and a TPR of 88.85% at FPR=5% and 77.40% 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]

Hi @chenzhangqi9887 let me know if you'd like to merge this submission!