Add FLAIRD Detector submission

[yusrpro9]

No description provided.

[github-actions]

Eval run succeeded! Link to run: link

Here are the results of the submission(s):

FLAIRD

Release date: 2026-09-30

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 99.87 and a TPR of 99.77% at FPR=5% and 99.00% at FPR=1%.
Without adversarial attacks, it achieved AUROC of 99.96 and a TPR of 99.96% at FPR=5% and 99.76% 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!

[yusrpro9]

Thank you for evaluating FLAIRD and sharing the results. I would appreciate it if you could merge the pull request and publish the results on the RAID leaderboard as soon as possible. Thank you

…

On Thu, 8 Oct 2026 at 3:37 AM github-actions[bot] ***@***.***> wrote: *github-actions[bot]* left a comment (liamdugan/raid#217) <#217 (comment)> Eval run succeeded! Link to run: link <https://github.com/liamdugan/raid/actions/runs/37693850285> Here are the results of the submission(s): FLAIRD *Release date: 2026-09-30* 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 99.87 and a TPR of *99.77%* at FPR=5% and *99.00%* at FPR=1%. Without adversarial attacks, it achieved AUROC of 99.96 and a TPR of *99.96%* at FPR=5% and *99.76%* 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! — Reply to this email directly, view it on GitHub <#217?email_source=notifications&email_token=CEHSTETP7DCJXIJLYAOLS435S3OTLA5CNFSNUABFM5UWIORPF5TWS5BNNB2WEL2JONZXKZKDN5WW2ZLOOQXTMMBUHE3TCNZVGQ4KM4TFMFZW63VGMF2XI2DPOKSWK5TFNZ2KYZTPN52GK4S7MNWGSY3L#issuecomment-6049717548>, or unsubscribe <https://github.com/notifications/unsubscribe-auth/CEHSTESNX4FPAAMWSE553ML5S3OTLAVCNFSNUABFKJSXA33TNF2G64TZHM4DAMBQHAZTANJQHNEXG43VMU5TKNZVGI2TIMRXHAZKC5QC> . Triage notifications, keep track of coding agent tasks and review pull requests on the go with GitHub Mobile for iOS <https://github.com/notifications/mobile/ios/CEHSTEQRAC6SHICGJLTMPND5S3OTLA5CNFSNUABFM5UWIORPF5TWS5BNNB2WEL2JONZXKZKDN5WW2ZLOOQXTMMBUHE3TCNZVGQ4KM4TFMFZW63VGMF2XI2DPOKSWK5TFNZ2KUZTPN52GK4S7NFXXG> and Android <https://github.com/notifications/mobile/android/CEHSTEVS4IQL4TBOFO7CNKT5S3OTLA5CNFSNUABFM5UWIORPF5TWS5BNNB2WEL2JONZXKZKDN5WW2ZLOOQXTMMBUHE3TCNZVGQ4KM4TFMFZW63VGMF2XI2DPOKSWK5TFNZ2K4ZTPN52GK4S7MFXGI4TPNFSA>. Download it today! You are receiving this because you authored the thread.Message ID: ***@***.***>

[github-actions]

Eval run succeeded! Link to run: link

Here are the results of the submission(s):

FCM

Release date: 2026-10-01

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 99.83 and a TPR of 99.67% at FPR=5% and 98.49% at FPR=1%.
Without adversarial attacks, it achieved AUROC of 99.96 and a TPR of 99.92% at FPR=5% and 99.65% 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!