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string
Date
string
Ground Truth
string
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Finetuning Set
string
kIZg7-jZ1Y5EvUYztxPkI_oTzIs_0016.wav
2024-04-23
Fake
dupe
Train
oBXe3D_71lxtGUUsqICjiBRq8pc_0016.wav
2024-05-14
Fake
lip sync is off
Train
fnGAuF4EzmmT1UhGMMHv2MwrOW8_0065.wav
2024-02-21
Real
lip sync clear and nuanced of speakera. video montage of images makes reference to AI topics/articles
Train
ZxZM2aUvCYMk_S4jftOMchTjqp8_0006.wav
2024-07-09
Fake
null
Train
9RxMzInQ03ALyp4Eq5JhLZrH54g_0012.wav
2024-09-12
Real
https://www.tmz.com/2024/09/12/president-joe-biden-wears-trump-hat-video/
Train
tQYVpTccbvxjTTsLUtcHpXz7X8E_0015.wav
2024-08-09
Real
deepfake comparison left vs right
Train
zpXAMHONaofP2WkdYAZTPV1lU1s_0010.wav
2024-05-23
Fake
lip sync
Train
6-Ml-WNCXjXjvE7H-eeW76YUJ4Q_0211.wav
2024-07-01
Real
null
Train
vegd3upTOmgopaO_3Tgac9gHCZ0_0020.wav
2024-02-21
Fake
null
Train
Zh2cXc4bIT6HZDpMX5lmOz-mJEI_0054.wav
2024-06-14
Real
null
Train
VWvLj6jgEnX4BRnjVuveRnYqnlE_0023.wav
2024-10-13
Real
null
Train
B2vzm-FRUtRIGFVAlbrnfLTe7tU_0012.wav
2024-05-19
Real
Posted from his own account. https://www.thenewstribune.com/news/politics-government/national-politics/article288581036.html
Train
GKOMth6TseSGDaOo3tMFQLnO39g_0063.wav
2024-10-23
Fake
null
Train
aDsCQIrOpEvIUfzrb3m9sRaKbik_0003.wav
2024-06-28
Real
null
Train
IxUS-jzu9RSEBLyPMxdeNVc0POs_0103.wav
2024-03-07
Real
null
Train
oqdGQ5oERo15r4OLk7gYmGWionY_0328.wav
2024-03-02
Real
null
Train
cdCgm3v_hntwVWRq0_PWxDH1ZMQ_0003.wav
2024-10-25
Real
null
Train
okJHUfDueCAWBgYK4VedE872Nng_0007.wav
2024-10-25
Real
null
Train
BfvhzfdOZGD1r61kczGHyMXWrAo_0009.wav
2024-07-02
Real
Verified by The Quint not a deepfake https://www.thequint.com/news/webqoof/two-women-playing-colours-inside-metro-viral-video-deepfake-technology-fact-check#read-more
Train
fnGAuF4EzmmT1UhGMMHv2MwrOW8_0746.wav
2024-02-21
Real
lip sync clear and nuanced of speakera. video montage of images makes reference to AI topics/articles
Train
-VOMj_bejYFl2P7LMn87HY112R8_0138.wav
2024-10-28
Fake
https://www.boomlive.in/law/delhi-high-court-rajat-sharma-deepfakes-ai-regulation-25606
Train
SQmCRSEWYSbCGBv7oIipGcz-wKE_0020.wav
2024-06-03
Fake
null
Train
U7SlwtHquMUkK90H31uIXgZ43s8_0001.wav
2024-10-25
Real
null
Train
jNoOkhW7dkxPROd0fDJuxzdC0E4_0039.wav
2024-02-27
Real
null
Train
eWtpNvG8bfcHGsYyHEf9WoMOUuc_0009.wav
2024-10-28
Fake
lip sync is off
Train
ia61WW8SZcc0ZWF5Vc6FtsPw_ds_0036.wav
2024-05-27
Fake
null
Train
go5WGhXpuTA9jjS4axf05mgvRxg_0376.wav
2024-03-05
Real
not in eval as too long
Train
TyIprr2F7JVlVi_SAGGZW1oahTk_0604.wav
2024-03-01
Real
null
Train
1ZjgolMoP_K_-0lWuBjT8m1HSjA_0010.wav
2024-10-17
Fake
null
Train
TyIprr2F7JVlVi_SAGGZW1oahTk_0703.wav
2024-03-01
Real
null
Train
Xwnen_kCUP16BTS0jdAMb9BDT1w_0363.wav
2024-05-31
Fake
null
Train
O3JyTOuvK59v6WiL0-EeWVZU6bQ_0001.wav
2024-09-03
Fake
https://www.forbes.com/sites/petersuciu/2023/09/02/there-is-now-a-deep-fake-video-of-ron-desantis-dropping-out-of-the-2024-race/?sh=7f5978d17bf9
Train
svlk0wELw7lNvjVg5XlfCORwaBw_0013.wav
2024-05-06
Fake
null
Train
Gnw25hZTCkMkCsRzD5ZK9pJ9zJ4_0095.wav
2024-06-20
Real
null
Train
TyIprr2F7JVlVi_SAGGZW1oahTk_0390.wav
2024-03-01
Real
null
Train
f2MvwacUPX5nvsBT4TN-Vu929qU_0006.wav
2024-09-24
Real
https://www.rev.com/blog/transcripts/trump-rally-in-georgia
Train
d-db4IhAgrVqHpkxvQEjozoAkxU_0026.wav
2024-10-10
Real
null
Train
m5fJCskFWilbjeLwASM6MVw4O1g_0018.wav
2024-09-05
Fake
lip sync is off
Train
raaWMYAKdRgMx_w5n660sd28-bE_0005.wav
2024-05-06
Fake
obviously manipulated voice
Train
6-Ml-WNCXjXjvE7H-eeW76YUJ4Q_0164.wav
2024-07-01
Real
null
Train
6M2pCx0RvE3aR_5LSiwJzJo3yDc_0017.wav
2024-04-17
Real
Known Tom Cruise impersonator.
Train
YsWmILxWG9c8Ied8T0Bxx4pMIPM_0010.wav
2024-10-21
Real
null
Train
ZAOEXWib5M1xARyg2FBx9grpz0A_0149.wav
2024-10-25
Real
null
Train
_opfLdHfASqMDYacu6sxiySvYFs_0014.wav
2024-04-26
Fake
null
Train
kyZxU50G3bQO3YhZv2NLccPrMao_0068.wav
2024-05-07
Real
Kicked out of theater, not congress. Text overlays are misleading.
Train
d-db4IhAgrVqHpkxvQEjozoAkxU_0018.wav
2024-10-10
Real
null
Train
tKyI9nCwW0jPoWyM1doHo_8T92k_0004.wav
2024-09-25
Fake
lip sync is off
Train
H3PHAfxZts7H0b5oWuPZ-lCFK6Q_0012.wav
2024-03-01
Real
null
Train
go5WGhXpuTA9jjS4axf05mgvRxg_0224.wav
2024-03-05
Real
not in eval as too long
Train
DuzGXEPCNPjKtE1hYQM5dwRilFY_0008.wav
2024-07-04
Real
https://en.wikipedia.org/wiki/Weapon_of_Choice_(song)#:~:text=Directed%20by%20Spike%20Jonze%2C%20it,he%20participate%20in%20the%20video.
Train
VR4rSAoO8-kF7U15ceu3EXTZcuM_0003.wav
2024-03-13
Real
null
Train
V6ID7yrrYg1c0-3i_SkQP4mZm0I_0008.wav
2024-07-18
Fake
null
Train
JYNXivB8ivylFqKKuj3qo6gNy9g_0031.wav
2024-03-19
Real
When i first entered came back as no manipulation. Re-entered to add metadata and it's showing manipulation.
Train
fnGAuF4EzmmT1UhGMMHv2MwrOW8_0886.wav
2024-02-21
Real
lip sync clear and nuanced of speakera. video montage of images makes reference to AI topics/articles
Train
UtGucvZggZsI70JM9w9N6KdKCRk_0002.wav
2024-08-16
Real
null
Train
ZIdeEB_XzpukOvUnmiv6fof6Xho_0025.wav
2024-10-25
Real
null
Train
AGHgAg4Fek--YGcv14BX6ie_9zE_0012.wav
2024-06-14
Real
null
Train
H3PHAfxZts7H0b5oWuPZ-lCFK6Q_0011.wav
2024-03-01
Real
null
Train
oBXe3D_71lxtGUUsqICjiBRq8pc_0038.wav
2024-05-14
Fake
lip sync is off
Train
bTOhZa0Sv3ZLxDlbYdMvgsHalaM_0002.wav
2024-10-17
Real
null
Train
i7W9fcEVvtBjTKn6vZUEFrELDK0_0025.wav
2024-05-22
Fake
https://www.nytimes.com/2024/05/16/technology/ai-voice-clone-lawsuit.html?smid=nytcore-ios-share&referringSource=articleShare&sgrp=c-cb
Train
KYx2V-mTyvNYElwJzyB7jZo9RW4_0039.wav
2024-05-28
Real
clip from tv show/film
Train
X5IPSTDpzykjGUtJUGeTfMjSqgs_0025.wav
2024-06-14
Fake
null
Train
fnGAuF4EzmmT1UhGMMHv2MwrOW8_1327.wav
2024-02-21
Real
lip sync clear and nuanced of speakera. video montage of images makes reference to AI topics/articles
Train
ATgTpWT_8_6m_LCSgvAiejABWiA_0007.wav
2024-10-30
Real
https://elon-musk-interviews.com/2021/01/13/lex-fridmans-artificial-intelligence-podcast-ii/
Train
zU8uwYPheej1RFyqd5vnZxNV5_Q_0024.wav
2024-10-25
Real
null
Train
Xwnen_kCUP16BTS0jdAMb9BDT1w_0135.wav
2024-05-31
Fake
null
Train
U6QHz6MH1C2AAD_AU9H7ZUjYYc_0010.wav
2024-03-28
Real
null
Train
IxUS-jzu9RSEBLyPMxdeNVc0POs_0175.wav
2024-03-07
Real
null
Train
2qnbp9r-Q-RmhyizYf-aEw_hNJk_0042.wav
2024-06-14
Real
null
Train
bNaCRt1M47nWX8flIJLDRekevgs_0032.wav
2024-10-20
Fake
null
Train
xQjNHFtQlZ3ByMvmsYsOP0fWbpc_0018.wav
2024-06-12
Real
video is real posted on obama.org. initial picture in this frame is real but appears to be added to front of the video https://www.pinterest.com/pin/467741111281219394/
Train
F95Gxr7IqwYEDXiqdhfoSxUN7kU_0003.wav
2024-10-02
Real
Known impersonator
Train
j2HSEPmHKYvFPTGmGZbZiSO4ZKE_0061.wav
2024-02-28
Real
null
Train
tssLYUCbDVRCDMI9jzYDa1AUEQs_0047.wav
2024-06-28
Fake
null
Train
is3ZagG1sr11WzU6zeSIjnbxZjM_0009.wav
2024-11-07
Real
https://www.tiktok.com/@cbsmornings/video/7433831454070607135
Train
_cvTwQONX3XrpcPtM3-xlttOgWE_0126.wav
2024-04-19
Real
null
Train
j1or5rQu4hw5SMGPOWb846O8uBg_0005.wav
2024-06-02
Real
cbs
Train
-DAnwLRZGcKNi9fasqaJTAga6sg_0003.wav
2024-10-30
Real
second 0:35 - https://x.com/KamalaHQ/status/1851417225405575553
Train
UlS2bsXcfedZEw2tOqJkU-FycLo_0014.wav
2024-08-14
Real
Original video was real. Nadeem deleted and has produced new one.
Train
4RjIUTIZ_db7ZL30PlVRho-0FnM_0024.wav
2024-10-12
Fake
lip sync is off
Train
Bh9tcNep-ue_6DhSXG0CCD0AXIM_0008.wav
2024-09-18
Real
null
Train
X6wLhRxH_VHKWg6b92lGlmAgTVY_0092.wav
2024-10-20
Real
https://www.defense.gov/News/News-Stories/Article/Article/2349408/esper-air-force-space-force-leading-charge-to-new-technologies/
Train
zR_K6ky8JMv8Qn9qgYrFkwTEDNc_0003.wav
2024-02-21
Real
Wesley Clark and Action for Democracy conspiracy theory - potentially fake by not sure
Train
go5WGhXpuTA9jjS4axf05mgvRxg_0354.wav
2024-03-05
Real
not in eval as too long
Train
HFCKYQbDEVCwsoR6nI3-PUOroJk_0036.wav
2024-10-25
Fake
null
Train
8L0ob5-RF9OLa8gcFgDiDRSlGIk_0010.wav
2024-10-24
Real
null
Train
VbUC2qaDs27V0SS0xVLbqQ1Y77g_0010.wav
2024-10-24
Real
null
Train
ewlSccWjq1lX4p_iuD1SqsIl2Nw_0010.wav
2024-09-16
Fake
null
Train
VWvLj6jgEnX4BRnjVuveRnYqnlE_0085.wav
2024-10-13
Real
null
Train
nRzDrqv9kHOZPBXbCe2-KFTO63g_0007.wav
2024-07-02
Fake
https://www.nbcnews.com/news/amp/rcna159674
Train
UEjmZkoz8wXXxjqifwAR0WCZglo_0468.wav
2024-03-07
Real
null
Train
CVDkv0MvHKS3RANnkgNvwwsIiYU_0008.wav
2024-06-27
Real
https://www.bbc.com/news/videos/cv2grqz2vgro
Train
YbIB3i0a7rZ6AzDHWG-zGQdxrus_0005.wav
2024-11-12
Real
Around minute 1:45 https://www.donaldjtrump.com/agenda47/president-trumps-plan-to-protect-children-from-left-wing-gender-insanity
Train
x0AKAJCNSjIZ2RatIpCAZqtuREo_0004.wav
2024-07-10
Real
null
Train
ZAOEXWib5M1xARyg2FBx9grpz0A_0055.wav
2024-10-25
Real
null
Train
YvaXaELDflZXvU8y6I2KSDtOM4g_0001.wav
2024-03-01
Fake
lip sync off - original footage: https://www.youtube.com/watch?v=FagSkMcKUKw
Train
fWDC-D7T1q0sASJPm3Pi_mNUTX0_0008.wav
2024-07-30
Fake
https://www.dabangasudan.org/ar/all-news/article/%D9%85%D8%A7-%D8%B5%D8%AD%D8%A9-%D8%AA%D8%B3%D8%B1%D9%8A%D8%A8-%D9%85%D9%82%D8%B7%D8%B9-%D8%AD%D9%85%D9%8A%D8%AF%D8%AA%D9%8A-%D9%85%D8%B9-%D8%AE%D8%A7%D9%84%D8%AF-%D8%B3%D9%84%D9%83-%D9%88-%D9%8A
Train
R3Fhar5LpnNGlqEXb84Zerp3G7s_0011.wav
2024-03-13
Real
null
Train
ZAOEXWib5M1xARyg2FBx9grpz0A_0016.wav
2024-10-25
Real
null
Train
End of preview. Expand in Data Studio

WaveSP-Net: Learnable Wavelet-Domain Sparse Prompt Tuning for Speech Deepfake Detection

Download the Protocols

Install the datasets package:

pip install datasets

Log in with your Hugging Face account:

huggingface-cli login

Load the dataset in Python:

from datasets import load_dataset

# Download from HF and cache
ds = load_dataset("xxuan-speech/Deepfake-Eval-2024-Protocals")

Statistics of Deepfake-Eval-2024 Benchmark

Dataset Total Real Fake
Train 28620 18582 10038
Val 3179 2059 1120
Test 21347 13325 8022

Code:

Official PyTorch implementation: https://github.com/xxuan-acoustics/WaveSP-Net

BibTeX

@misc{xuan2025wavespnet,
      title={WaveSP-Net: Learnable Wavelet-Domain Sparse Prompt Tuning for Speech Deepfake Detection}, 
      author={Xi Xuan and Xuechen Liu and Wenxin Zhang and Yi-Cheng Lin and Xiaojian Lin and Tomi Kinnunen},
      year={2025},
      eprint={2510.05305},
      archivePrefix={arXiv},
      primaryClass={eess.AS},
      url={https://arxiv.org/abs/2510.05305}, 
}
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