korallll commited on
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3dcf427
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Add hubert-xl-antideepfake-nda LRLspoof submission (srr_complement 7.38%)

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submissions/hubert-xl-antideepfake-nda.yaml ADDED
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+ schema_version: 5
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+ system:
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+ name: HuBERT-XL-AntiDeepfake-NDA
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+ slug: hubert-xl-antideepfake-nda
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+ description: AntiDeepfake detector (HuBERT extra-large self-supervised backbone)
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+ post-trained for deepfake speech detection without data augmentation (NDA variant);
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+ head = AdaptiveAvgPool1d + Linear(D,2), score = real logit. Released by nii-yamagishilab
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+ (arXiv:2506.21090). Evaluated with a deterministic first-4 s window + batching
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+ (NOT the paper's whole-utterance protocol).
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+ code: https://github.com/nii-yamagishilab/AntiDeepfake
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+ checkpoint: https://huggingface.co/SpeechAntiSpoofingBenchmarks/HuBERT-XL-AntiDeepfake-NDA/blob/b6ba9945932dabd6a6ffc5c7dc2c7bbb1aaf5180/model.safetensors
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+ params_millions: 964.3242
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+ paper:
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+ arxiv_id: '2506.21090'
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+ url: https://arxiv.org/abs/2506.21090
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+ bibtex: "@article{ge2025posttraining,\n title={Post-training for Deepfake Speech\
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+ \ Detection},\n author={Ge, Wanying and Wang, Xin and Yamagishi, Junichi and\
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+ \ others},\n journal={arXiv preprint arXiv:2506.21090},\n year={2025}\n}\n"
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+ dataset:
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+ id: lab260/LRLspoof
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+ revision: 5caf11349cf96aa198527cfb040cdba585cdd49e
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+ split: test
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+ scores:
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+ srr_complement: 7.379105008630016
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+ n_trials: 1304455
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+ n_skipped: 286
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+ calibration:
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+ source_dataset: SpeechAntiSpoofingBenchmarks/DeepVoice
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+ threshold: 0.4249582395480226
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+ artifact:
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+ scores_url: https://huggingface.co/SpeechAntiSpoofingBenchmarks/HuBERT-XL-AntiDeepfake-NDA/resolve/880e8dc33a65f7434ea0118ea0f7fa4d2562aa23/.eval_results/lab260/LRLspoof/scores.txt
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+ scores_sha256: cf3ad75031093447d5459295017f9981fd2ab98a0b77b6dce941e75a74d65635
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+ bench_version: speech-spoof-bench==0.4.1
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+ reproduction:
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+ reproduced_by: SpeechAntiSpoofingBenchmarks
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+ reproduced_at: '2026-06-23'
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+ reproduced_bench_version: speech-spoof-bench==0.4.1
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+ match: scoring
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+ submitter:
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+ hf_username: korallll
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+ contact: k.n.borodin@mtuci.ru
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+ submitted_at: '2026-06-23'
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+ notes: HuBERT-XL-AntiDeepfake-NDA on LRLspoof (spoof-only, srr_complement = 1-SRR,
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+ lower better). TensorRT engine (parity-verified vs PyTorch). Scored 1,304,455 of
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+ 1,304,455 TTS utterances; 286 source files are empty/zero-length (skipped), 172
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+ corrupt-header WAVs recovered via ffmpeg. Audio resampled per-file to 16 kHz; score
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+ = net(x)[:,1] (higher = bona fide). t* = this model's own DeepVoice EER operating-point
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+ threshold (DeepVoice EER 16.16%), transferred via the calibration block. Verified
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+ with reproduce --scoring.