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Add DeBERTa-V2.1 - Cohere boost + paraphrase 2x + RAID val split#115

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liamdugan merged 4 commits intoliamdugan:mainfrom
MohamedMady19:main
Apr 24, 2026
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Add DeBERTa-V2.1 - Cohere boost + paraphrase 2x + RAID val split#115
liamdugan merged 4 commits intoliamdugan:mainfrom
MohamedMady19:main

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@MohamedMady19
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Eval run succeeded! Link to run: link

Here are the results of the submission(s):

DeBERTa-ConPara-v2.1

Release date: 2026-04-23

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 94.72 and a TPR of 96.43% at FPR=5% and 87.84% at FPR=1%.
Without adversarial attacks, it achieved AUROC of 94.29 and a TPR of 95.97% at FPR=5% and 87.53% 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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@MohamedMady19 let me know if you'd like me to merge this

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@MohamedMady19 let me know if you'd like me to merge this

@liamdugan No thanks, We don't need to.

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Eval run succeeded! Link to run: link

Here are the results of the submission(s):

DeBERTa-ConPara-v2.2

Release date: 2026-04-24

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 97.87 and a TPR of 97.65% at FPR=5% and 93.99% at FPR=1%.
Without adversarial attacks, it achieved AUROC of 97.88 and a TPR of 97.43% at FPR=5% and 93.88% 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!

@MohamedMady19
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Eval run succeeded! Link to run: link

Here are the results of the submission(s):

DeBERTa-ConPara-v2.2

Release date: 2026-04-24

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 97.87 and a TPR of 97.65% at FPR=5% and 93.99% at FPR=1%. Without adversarial attacks, it achieved AUROC of 97.88 and a TPR of 97.43% at FPR=5% and 93.88% 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 Thank you, Please feel free to merge this.

@liamdugan liamdugan merged commit d1b12c0 into liamdugan:main Apr 24, 2026
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2 participants