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audio
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clip_id
string
model
string
condition
string
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string
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string
prompt_utterance
string
prompt_text
string
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clean-Libritts-cosyvoice-000
CosyVoice 2
clean
Libritts
2803
2803_154328_000080_000000
They walked quickly, trying to avoid the points where they might be seen from the pah.
en
2803_154328_000064_000000
Robert disappeared through the opening out of the grotto.
en
Libritts-0072135cc9
24,000
3.64
43ab930c79ef0bbdcdbbba89908f9dd06ec1e8ea3601e7ae44648af83fdd9562
clean-Libritts-dots_tts-000
dots.tts
clean
Libritts
2803
2803_154328_000080_000000
They walked quickly, trying to avoid the points where they might be seen from the pah.
en
2803_154328_000064_000000
Robert disappeared through the opening out of the grotto.
en
Libritts-0072135cc9
48,000
3.84
8ff75aba114bc9bb0a40b9d29aae4e181aa4ba19318c4d0ac5bee78a31f3511a
clean-Libritts-f5_tts-000
F5-TTS
clean
Libritts
2803
2803_154328_000080_000000
They walked quickly, trying to avoid the points where they might be seen from the pah.
en
2803_154328_000064_000000
Robert disappeared through the opening out of the grotto.
en
Libritts-0072135cc9
24,000
3.328
bf4df1c16494d3ddeb7b2519a6d8b317dab85a3ee290f7c1ee6d8f2524158495
clean-Libritts-fishspeech-000
OpenAudio S1-mini
clean
Libritts
2803
2803_154328_000080_000000
They walked quickly, trying to avoid the points where they might be seen from the pah.
en
2803_154328_000064_000000
Robert disappeared through the opening out of the grotto.
en
Libritts-0072135cc9
44,100
2.879
8ff47cc93cb22ffc5a455ae1bd25fa091768f72f70ef8e3c024e985feaafe96f
clean-Libritts-glm_tts-000
GLM-TTS
clean
Libritts
2803
2803_154328_000080_000000
They walked quickly, trying to avoid the points where they might be seen from the pah.
en
2803_154328_000064_000000
Robert disappeared through the opening out of the grotto.
en
Libritts-0072135cc9
24,000
4.1
5a1dc544f2eee0c9b52c6124470999c9adbec7c1368603733a0f04c5badf1a0c
clean-Libritts-higgs_audio-000
Higgs Audio v2
clean
Libritts
2803
2803_154328_000080_000000
They walked quickly, trying to avoid the points where they might be seen from the pah.
en
2803_154328_000064_000000
Robert disappeared through the opening out of the grotto.
en
Libritts-0072135cc9
24,000
3.32
f93962087debb4aa97e503b1a4c4472781f8bf6f21e97d7cc2f29675f36ea49f
clean-Libritts-maskgct-000
MaskGCT
clean
Libritts
2803
2803_154328_000080_000000
They walked quickly, trying to avoid the points where they might be seen from the pah.
en
2803_154328_000064_000000
Robert disappeared through the opening out of the grotto.
en
Libritts-0072135cc9
24,000
3.54
63f6945bc8f55266d5bbee080bb80db7149bf74f819092ef48f1029438ed982e
clean-Libritts-mgm_omni-000
MGM-Omni
clean
Libritts
2803
2803_154328_000080_000000
They walked quickly, trying to avoid the points where they might be seen from the pah.
en
2803_154328_000064_000000
Robert disappeared through the opening out of the grotto.
en
Libritts-0072135cc9
24,000
3.68
97c6ab83b286408b0c888c1fd6867a7c13e44cf321c381c575ec9031d49f77f6
clean-Libritts-moss_tts-000
MOSS-TTS v1.5
clean
Libritts
2803
2803_154328_000080_000000
They walked quickly, trying to avoid the points where they might be seen from the pah.
en
2803_154328_000064_000000
Robert disappeared through the opening out of the grotto.
en
Libritts-0072135cc9
24,000
2.88
2e7c8515cd1db62650ca9db01040c2566c8c56d3e17cba86e11ffd1d37ae281f
clean-Libritts-openvoice-000
OpenVoice V2
clean
Libritts
2803
2803_154328_000080_000000
They walked quickly, trying to avoid the points where they might be seen from the pah.
en
2803_154328_000064_000000
Robert disappeared through the opening out of the grotto.
en
Libritts-0072135cc9
22,050
3.529
3f7dc9f74a42e4a85ac56294d472465439d3e434dbae4a254e4d1933d8513b4c
clean-Libritts-playdiffusion-000
PlayDiffusion
clean
Libritts
2803
2803_154328_000080_000000
They walked quickly, trying to avoid the points where they might be seen from the pah.
en
2803_154328_000064_000000
Robert disappeared through the opening out of the grotto.
en
Libritts-0072135cc9
48,000
4
2e1634dcf8551d147660fa5d0b9bdd59289fa7f6c06382f8d054d18e335d87fb
clean-Libritts-qwen3_tts-000
Qwen3-TTS
clean
Libritts
2803
2803_154328_000080_000000
They walked quickly, trying to avoid the points where they might be seen from the pah.
en
2803_154328_000064_000000
Robert disappeared through the opening out of the grotto.
en
Libritts-0072135cc9
24,000
3.36
f0a53a95fb7008ecb42ed4a4496674e3bfdaa626df79cbaaa070b5866fef6e1e
clean-Libritts-sparktts-000
Spark-TTS
clean
Libritts
2803
2803_154328_000080_000000
They walked quickly, trying to avoid the points where they might be seen from the pah.
en
2803_154328_000064_000000
Robert disappeared through the opening out of the grotto.
en
Libritts-0072135cc9
16,000
3.44
c3e130efa9157b1b034f83e33052b348cc8a513255f8f3f7b1a38a4580063339
clean-Libritts-styletts2-000
StyleTTS 2
clean
Libritts
2803
2803_154328_000080_000000
They walked quickly, trying to avoid the points where they might be seen from the pah.
en
2803_154328_000064_000000
Robert disappeared through the opening out of the grotto.
en
Libritts-0072135cc9
24,000
3.798
ec0b925a1798a9d8d25bcb5525df443aa1030be6a36dacb41e905d9dc42bb41e
clean-Libritts-vibevoice-000
VibeVoice
clean
Libritts
2803
2803_154328_000080_000000
They walked quickly, trying to avoid the points where they might be seen from the pah.
en
2803_154328_000064_000000
Robert disappeared through the opening out of the grotto.
en
Libritts-0072135cc9
24,000
3.733
ca9b53b6954829ed973688450c4286109b1ab354de13abaaa4bef72626f66046
clean-Libritts-xtts_v2-000
XTTS-v2
clean
Libritts
2803
2803_154328_000080_000000
They walked quickly, trying to avoid the points where they might be seen from the pah.
en
2803_154328_000064_000000
Robert disappeared through the opening out of the grotto.
en
Libritts-0072135cc9
24,000
4.267
63ab31fde59f30e2df3c6baebbb094c8f70f8fb1296f4680d20388e3b396033d
clean-Libritts-zipvoice-000
ZipVoice
clean
Libritts
2803
2803_154328_000080_000000
They walked quickly, trying to avoid the points where they might be seen from the pah.
en
2803_154328_000064_000000
Robert disappeared through the opening out of the grotto.
en
Libritts-0072135cc9
24,000
3.211
e1842c2c6aca4e4bafd24a5fa512804bce51903c13a599a2fd85fdbb84b33cdc
clean-Libritts-cosyvoice-001
CosyVoice 2
clean
Libritts
251
251_137823_000021_000000
Suddenly Tom stiffened in fear.
en
251_137823_000050_000000
'What a relief!' Sandy gasped.
en
Libritts-00842b6082
24,000
2.84
c5823bead2454198ec40194215936b4d2a8c12609426ba0aecaa0781180c7817
clean-Libritts-dots_tts-001
dots.tts
clean
Libritts
251
251_137823_000021_000000
Suddenly Tom stiffened in fear.
en
251_137823_000050_000000
'What a relief!' Sandy gasped.
en
Libritts-00842b6082
48,000
2.88
015898305c5d0983261040d54964894029b6f958dcd490d1c589227efc142673
clean-Libritts-f5_tts-001
F5-TTS
clean
Libritts
251
251_137823_000021_000000
Suddenly Tom stiffened in fear.
en
251_137823_000050_000000
'What a relief!' Sandy gasped.
en
Libritts-00842b6082
24,000
2.101
16927ccda2b87540673019a98c158c5d90e1032c0965af35e83990d58b8dff72
clean-Libritts-fishspeech-001
OpenAudio S1-mini
clean
Libritts
251
251_137823_000021_000000
Suddenly Tom stiffened in fear.
en
251_137823_000050_000000
'What a relief!' Sandy gasped.
en
Libritts-00842b6082
44,100
2.229
c2589665116486572d168912c0051db3401bb0bc33f0c499d2b108375a77271f
clean-Libritts-glm_tts-001
GLM-TTS
clean
Libritts
251
251_137823_000021_000000
Suddenly Tom stiffened in fear.
en
251_137823_000050_000000
'What a relief!' Sandy gasped.
en
Libritts-00842b6082
24,000
4.78
45a3d750d4dd90347adc193d2f06d0307674523e68235cf29ade30e01e3b6ee0
clean-Libritts-higgs_audio-001
Higgs Audio v2
clean
Libritts
251
251_137823_000021_000000
Suddenly Tom stiffened in fear.
en
251_137823_000050_000000
'What a relief!' Sandy gasped.
en
Libritts-00842b6082
24,000
3.56
06e1caac0713bfe3ba251dedb4d630bd4178856026504264b7c417cbc7164548
clean-Libritts-maskgct-001
MaskGCT
clean
Libritts
251
251_137823_000021_000000
Suddenly Tom stiffened in fear.
en
251_137823_000050_000000
'What a relief!' Sandy gasped.
en
Libritts-00842b6082
24,000
2.46
8637d8f25ad099fca3f563a865c6dc9d9b57c9f4f26c4703b9ff7f84e2bbcb08
clean-Libritts-mgm_omni-001
MGM-Omni
clean
Libritts
251
251_137823_000021_000000
Suddenly Tom stiffened in fear.
en
251_137823_000050_000000
'What a relief!' Sandy gasped.
en
Libritts-00842b6082
24,000
2.72
b6360997c2d6bbdeed9590e40a09b7243be541745537e537f23e3047e929f3dc
clean-Libritts-moss_tts-001
MOSS-TTS v1.5
clean
Libritts
251
251_137823_000021_000000
Suddenly Tom stiffened in fear.
en
251_137823_000050_000000
'What a relief!' Sandy gasped.
en
Libritts-00842b6082
24,000
2.48
e22fac5824ff522f7b7923d0476ed02c4abf76b7d346578760dfa87b5c36adce
clean-Libritts-openvoice-001
OpenVoice V2
clean
Libritts
251
251_137823_000021_000000
Suddenly Tom stiffened in fear.
en
251_137823_000050_000000
'What a relief!' Sandy gasped.
en
Libritts-00842b6082
22,050
2.74
38f244da48229ad742f3482d6b5da8e22fe5d1c877caf63c99abcfbc6fdd1925
clean-Libritts-playdiffusion-001
PlayDiffusion
clean
Libritts
251
251_137823_000021_000000
Suddenly Tom stiffened in fear.
en
251_137823_000050_000000
'What a relief!' Sandy gasped.
en
Libritts-00842b6082
48,000
2
8605af4981a004a5e2a71f4ea0e2ae9a76f54fb7a03744526d322f4a01c772d3
clean-Libritts-qwen3_tts-001
Qwen3-TTS
clean
Libritts
251
251_137823_000021_000000
Suddenly Tom stiffened in fear.
en
251_137823_000050_000000
'What a relief!' Sandy gasped.
en
Libritts-00842b6082
24,000
2.88
a1ff19466efb47dc2a4f27aafeed8b367360f9f3e8278aef6dffa7d41f23ecd9
clean-Libritts-sparktts-001
Spark-TTS
clean
Libritts
251
251_137823_000021_000000
Suddenly Tom stiffened in fear.
en
251_137823_000050_000000
'What a relief!' Sandy gasped.
en
Libritts-00842b6082
16,000
2.3
58a22252729ed4208af1fd84d7dca76c952d46d53885b419bccab49cedd7afcf
clean-Libritts-styletts2-001
StyleTTS 2
clean
Libritts
251
251_137823_000021_000000
Suddenly Tom stiffened in fear.
en
251_137823_000050_000000
'What a relief!' Sandy gasped.
en
Libritts-00842b6082
24,000
2.698
6b068be67428ee91b0fdd8df25faa65869997bdfb1e3d2c72251ad683a823f72
clean-Libritts-vibevoice-001
VibeVoice
clean
Libritts
251
251_137823_000021_000000
Suddenly Tom stiffened in fear.
en
251_137823_000050_000000
'What a relief!' Sandy gasped.
en
Libritts-00842b6082
24,000
3.467
f1c2bf0a05ff3bce06249c0e2e459a4101d28cfa9c47cec2e40a5be8889aa042
clean-Libritts-xtts_v2-001
XTTS-v2
clean
Libritts
251
251_137823_000021_000000
Suddenly Tom stiffened in fear.
en
251_137823_000050_000000
'What a relief!' Sandy gasped.
en
Libritts-00842b6082
24,000
2.272
93dc5f0e91e90b8c8c8f693d1233677702f1d885c9d39fc00a06a03c76b8ff8a
clean-Libritts-zipvoice-001
ZipVoice
clean
Libritts
251
251_137823_000021_000000
Suddenly Tom stiffened in fear.
en
251_137823_000050_000000
'What a relief!' Sandy gasped.
en
Libritts-00842b6082
24,000
2.279
0feeb57443c5da936589b34bace26b9c9374ac9aec59d0a371e4fec02a071a4b
clean-Libritts-cosyvoice-002
CosyVoice 2
clean
Libritts
3752
3752_4944_000062_000001
We can't do anything without evidence.'
en
3752_4944_000015_000000
'Thank you, none,' said North, filling a tumbler with water.
en
Libritts-00af481c59
24,000
3.44
54ad907e01cd0f09c2bbbeae9d046bf576276931f2c70a103454d4083a0b4102
clean-Libritts-dots_tts-002
dots.tts
clean
Libritts
3752
3752_4944_000062_000001
We can't do anything without evidence.'
en
3752_4944_000015_000000
'Thank you, none,' said North, filling a tumbler with water.
en
Libritts-00af481c59
48,000
3.52
7a8118a8bd942e16f31e431297038cff27cd68fb48f686ab710e16d689904e17
clean-Libritts-f5_tts-002
F5-TTS
clean
Libritts
3752
3752_4944_000062_000001
We can't do anything without evidence.'
en
3752_4944_000015_000000
'Thank you, none,' said North, filling a tumbler with water.
en
Libritts-00af481c59
24,000
2.571
64d5e9d2f312cdde932a5751f7f2671eb02c29fd4258f79a9e4b20f50d8fbf01
clean-Libritts-fishspeech-002
OpenAudio S1-mini
clean
Libritts
3752
3752_4944_000062_000001
We can't do anything without evidence.'
en
3752_4944_000015_000000
'Thank you, none,' said North, filling a tumbler with water.
en
Libritts-00af481c59
44,100
2.786
e1f6d1457e38bcb920b4415b268ec82677fc59fe886380aa82c07376bb0b82ae
clean-Libritts-glm_tts-002
GLM-TTS
clean
Libritts
3752
3752_4944_000062_000001
We can't do anything without evidence.'
en
3752_4944_000015_000000
'Thank you, none,' said North, filling a tumbler with water.
en
Libritts-00af481c59
24,000
5.32
86d5a8e3c0f6971f99b9ed224c2a90d7e78ebaab3ab9094cfc62ae8786f3d0c8
clean-Libritts-higgs_audio-002
Higgs Audio v2
clean
Libritts
3752
3752_4944_000062_000001
We can't do anything without evidence.'
en
3752_4944_000015_000000
'Thank you, none,' said North, filling a tumbler with water.
en
Libritts-00af481c59
24,000
4.52
57fca8988c60ff39b878c6bf1316bd888eb67e09f57fb9a25dde1bea0b4dd645
clean-Libritts-maskgct-002
MaskGCT
clean
Libritts
3752
3752_4944_000062_000001
We can't do anything without evidence.'
en
3752_4944_000015_000000
'Thank you, none,' said North, filling a tumbler with water.
en
Libritts-00af481c59
24,000
2.64
f4dd65d3969e50ef327d9464a45b14a7b1f0f4a4cde9dc9e409767f97cd89588
clean-Libritts-mgm_omni-002
MGM-Omni
clean
Libritts
3752
3752_4944_000062_000001
We can't do anything without evidence.'
en
3752_4944_000015_000000
'Thank you, none,' said North, filling a tumbler with water.
en
Libritts-00af481c59
24,000
4.32
9a1701b5786465826db23c1ccd7408b9a8b1e4fc0346961cd698f0e23cb72f8c
clean-Libritts-moss_tts-002
MOSS-TTS v1.5
clean
Libritts
3752
3752_4944_000062_000001
We can't do anything without evidence.'
en
3752_4944_000015_000000
'Thank you, none,' said North, filling a tumbler with water.
en
Libritts-00af481c59
24,000
3.6
d8856850345d3e3afcb5f485aa71f8882e70b0ef5f300bf469c87274f1269199
clean-Libritts-openvoice-002
OpenVoice V2
clean
Libritts
3752
3752_4944_000062_000001
We can't do anything without evidence.'
en
3752_4944_000015_000000
'Thank you, none,' said North, filling a tumbler with water.
en
Libritts-00af481c59
22,050
4.377
4ef15c459edb53cb1b36fe6a6ff83c098c7a3995e91f94e4f718132d8cf28824
clean-Libritts-playdiffusion-002
PlayDiffusion
clean
Libritts
3752
3752_4944_000062_000001
We can't do anything without evidence.'
en
3752_4944_000015_000000
'Thank you, none,' said North, filling a tumbler with water.
en
Libritts-00af481c59
48,000
3.5
c26c5dd71eaba7f063e1521dbc36cbb726c0afbd6a800d90688eda0f6eae0f92
clean-Libritts-qwen3_tts-002
Qwen3-TTS
clean
Libritts
3752
3752_4944_000062_000001
We can't do anything without evidence.'
en
3752_4944_000015_000000
'Thank you, none,' said North, filling a tumbler with water.
en
Libritts-00af481c59
24,000
3.6
f54bde58100b83e494264d35fb155fcc56b390256c1622159c41c34988ea95b9
clean-Libritts-sparktts-002
Spark-TTS
clean
Libritts
3752
3752_4944_000062_000001
We can't do anything without evidence.'
en
3752_4944_000015_000000
'Thank you, none,' said North, filling a tumbler with water.
en
Libritts-00af481c59
16,000
3
aa507ae9f19bcd30451c2c5d75f89bc520d0d979632d85d3a72f17ece759fa0a
clean-Libritts-styletts2-002
StyleTTS 2
clean
Libritts
3752
3752_4944_000062_000001
We can't do anything without evidence.'
en
3752_4944_000015_000000
'Thank you, none,' said North, filling a tumbler with water.
en
Libritts-00af481c59
24,000
3.623
0a39a1bc45aea8418d2f319fa5ee960ec62e4d70b57589e6b7ab86692d42146a
clean-Libritts-vibevoice-002
VibeVoice
clean
Libritts
3752
3752_4944_000062_000001
We can't do anything without evidence.'
en
3752_4944_000015_000000
'Thank you, none,' said North, filling a tumbler with water.
en
Libritts-00af481c59
24,000
4.533
e14ca0f1ac246897c45ee47cb17c7674e1604349fdd4d0fce9ac87837fe00116
clean-Libritts-xtts_v2-002
XTTS-v2
clean
Libritts
3752
3752_4944_000062_000001
We can't do anything without evidence.'
en
3752_4944_000015_000000
'Thank you, none,' said North, filling a tumbler with water.
en
Libritts-00af481c59
24,000
4.224
dfa375af73520207a87e6828088526fcb8e0179abbac9019527a02c059337e84
clean-Libritts-zipvoice-002
ZipVoice
clean
Libritts
3752
3752_4944_000062_000001
We can't do anything without evidence.'
en
3752_4944_000015_000000
'Thank you, none,' said North, filling a tumbler with water.
en
Libritts-00af481c59
24,000
2.888
9005730ab877311ee86847a4f62feeac1bbc501d87283b6a806da8321cdf1756
clean-Libritts-cosyvoice-003
CosyVoice 2
clean
Libritts
84
84_121550_000089_000000
Even as in heaven star followeth after star, There came close after them four animals, Incoronate each one with verdant leaf.
en
84_121550_000187_000000
And as my countenance was lifted up, Mine eye perceived those creatures beautiful Had rested from the strewing of the flowers;
en
Libritts-00bfe08106
24,000
7.88
b619dd5cf10d73319cc0fbfd68de617bd5cbd2009195fbd97c2d6ff241bbcf7d
clean-Libritts-dots_tts-003
dots.tts
clean
Libritts
84
84_121550_000089_000000
Even as in heaven star followeth after star, There came close after them four animals, Incoronate each one with verdant leaf.
en
84_121550_000187_000000
And as my countenance was lifted up, Mine eye perceived those creatures beautiful Had rested from the strewing of the flowers;
en
Libritts-00bfe08106
48,000
7.04
ab5d03c17e396a00cc80cc609d5b8c62105b1cf196cb8b19589501671173132d
clean-Libritts-f5_tts-003
F5-TTS
clean
Libritts
84
84_121550_000089_000000
Even as in heaven star followeth after star, There came close after them four animals, Incoronate each one with verdant leaf.
en
84_121550_000187_000000
And as my countenance was lifted up, Mine eye perceived those creatures beautiful Had rested from the strewing of the flowers;
en
Libritts-00bfe08106
24,000
8.405
e59e9905b29efe16db67a228195d45e3ce67a3e9d81835e36fe6b5513aad4bec
clean-Libritts-fishspeech-003
OpenAudio S1-mini
clean
Libritts
84
84_121550_000089_000000
Even as in heaven star followeth after star, There came close after them four animals, Incoronate each one with verdant leaf.
en
84_121550_000187_000000
And as my countenance was lifted up, Mine eye perceived those creatures beautiful Had rested from the strewing of the flowers;
en
Libritts-00bfe08106
44,100
6.641
95731ba1c47a3f3c1e75470821b3a462e9c9890bfb20ac6f7d75a95d5587365d
clean-Libritts-glm_tts-003
GLM-TTS
clean
Libritts
84
84_121550_000089_000000
Even as in heaven star followeth after star, There came close after them four animals, Incoronate each one with verdant leaf.
en
84_121550_000187_000000
And as my countenance was lifted up, Mine eye perceived those creatures beautiful Had rested from the strewing of the flowers;
en
Libritts-00bfe08106
24,000
7.04
81fef615d18e7b48403c45915c12a38767a3eb5639c3536dc9e7ca3f2e351451
clean-Libritts-higgs_audio-003
Higgs Audio v2
clean
Libritts
84
84_121550_000089_000000
Even as in heaven star followeth after star, There came close after them four animals, Incoronate each one with verdant leaf.
en
84_121550_000187_000000
And as my countenance was lifted up, Mine eye perceived those creatures beautiful Had rested from the strewing of the flowers;
en
Libritts-00bfe08106
24,000
8.48
4c4b1ce08d890238716b4023bcf6180930baae758b08825062decf9a476581c8
clean-Libritts-maskgct-003
MaskGCT
clean
Libritts
84
84_121550_000089_000000
Even as in heaven star followeth after star, There came close after them four animals, Incoronate each one with verdant leaf.
en
84_121550_000187_000000
And as my countenance was lifted up, Mine eye perceived those creatures beautiful Had rested from the strewing of the flowers;
en
Libritts-00bfe08106
24,000
8.7
3048210f93044a44f17ef72e4c4da997881217c63aa020e5b12b88a0169ffef7
clean-Libritts-mgm_omni-003
MGM-Omni
clean
Libritts
84
84_121550_000089_000000
Even as in heaven star followeth after star, There came close after them four animals, Incoronate each one with verdant leaf.
en
84_121550_000187_000000
And as my countenance was lifted up, Mine eye perceived those creatures beautiful Had rested from the strewing of the flowers;
en
Libritts-00bfe08106
24,000
8.32
3fbfd97bab35fa32c8943dbf33b5518cb8c64593c8432f2c80f8f4925422bdac
clean-Libritts-moss_tts-003
MOSS-TTS v1.5
clean
Libritts
84
84_121550_000089_000000
Even as in heaven star followeth after star, There came close after them four animals, Incoronate each one with verdant leaf.
en
84_121550_000187_000000
And as my countenance was lifted up, Mine eye perceived those creatures beautiful Had rested from the strewing of the flowers;
en
Libritts-00bfe08106
24,000
8.72
25382ec363b1530ad0ba0bdb387503da42609890e051d0a97330266c2e9203d4
clean-Libritts-openvoice-003
OpenVoice V2
clean
Libritts
84
84_121550_000089_000000
Even as in heaven star followeth after star, There came close after them four animals, Incoronate each one with verdant leaf.
en
84_121550_000187_000000
And as my countenance was lifted up, Mine eye perceived those creatures beautiful Had rested from the strewing of the flowers;
en
Libritts-00bfe08106
22,050
7.21
2e4d375176a238181ebb2791e859afeac7ef65ae1405fa26b3d34f2e9f9a1908
clean-Libritts-playdiffusion-003
PlayDiffusion
clean
Libritts
84
84_121550_000089_000000
Even as in heaven star followeth after star, There came close after them four animals, Incoronate each one with verdant leaf.
en
84_121550_000187_000000
And as my countenance was lifted up, Mine eye perceived those creatures beautiful Had rested from the strewing of the flowers;
en
Libritts-00bfe08106
48,000
9
f164a23d110a4399ac8eb06813cc0ae85656f483b8ea0ff50ccf447d35821964
clean-Libritts-qwen3_tts-003
Qwen3-TTS
clean
Libritts
84
84_121550_000089_000000
Even as in heaven star followeth after star, There came close after them four animals, Incoronate each one with verdant leaf.
en
84_121550_000187_000000
And as my countenance was lifted up, Mine eye perceived those creatures beautiful Had rested from the strewing of the flowers;
en
Libritts-00bfe08106
24,000
6.96
4963cf40ed00d65ca73e76edd9ac66abff45455429cea57f8d1b8c0dba2594db
clean-Libritts-sparktts-003
Spark-TTS
clean
Libritts
84
84_121550_000089_000000
Even as in heaven star followeth after star, There came close after them four animals, Incoronate each one with verdant leaf.
en
84_121550_000187_000000
And as my countenance was lifted up, Mine eye perceived those creatures beautiful Had rested from the strewing of the flowers;
en
Libritts-00bfe08106
16,000
7.8
3d4fda2139e3f8dee2d7d2e01312f882ed9b0b21026c0d9043523e1699f836f9
clean-Libritts-styletts2-003
StyleTTS 2
clean
Libritts
84
84_121550_000089_000000
Even as in heaven star followeth after star, There came close after them four animals, Incoronate each one with verdant leaf.
en
84_121550_000187_000000
And as my countenance was lifted up, Mine eye perceived those creatures beautiful Had rested from the strewing of the flowers;
en
Libritts-00bfe08106
24,000
8.573
7343405b034ad1a943682391f24a555491463330f77c3fffd7d4b2f9eb195206
clean-Libritts-vibevoice-003
VibeVoice
clean
Libritts
84
84_121550_000089_000000
Even as in heaven star followeth after star, There came close after them four animals, Incoronate each one with verdant leaf.
en
84_121550_000187_000000
And as my countenance was lifted up, Mine eye perceived those creatures beautiful Had rested from the strewing of the flowers;
en
Libritts-00bfe08106
24,000
10.4
286748d8ccd59d7284c6c6a9708104d7be3e3d16dc149730d5b306298480dc62
clean-Libritts-xtts_v2-003
XTTS-v2
clean
Libritts
84
84_121550_000089_000000
Even as in heaven star followeth after star, There came close after them four animals, Incoronate each one with verdant leaf.
en
84_121550_000187_000000
And as my countenance was lifted up, Mine eye perceived those creatures beautiful Had rested from the strewing of the flowers;
en
Libritts-00bfe08106
24,000
7.893
f22ada358bf2606ef5a8712ffb58b9cffec21f7158ec9b549ad70bd49a95fd46
clean-Libritts-zipvoice-003
ZipVoice
clean
Libritts
84
84_121550_000089_000000
Even as in heaven star followeth after star, There came close after them four animals, Incoronate each one with verdant leaf.
en
84_121550_000187_000000
And as my countenance was lifted up, Mine eye perceived those creatures beautiful Had rested from the strewing of the flowers;
en
Libritts-00bfe08106
24,000
7.975
c0913fd0e3202a744137026dcbf575337f47b3c03982193d6a6f8ac92256301b
clean-Libritts-cosyvoice-004
CosyVoice 2
clean
Libritts
8463
8463_294828_000017_000000
'Conseil!' I called in an impatient voice.
en
8463_294825_000022_000004
These unifying threads tighten the narrative and accelerate its momentum.
en
Libritts-00d82f78b4
24,000
5.04
9b08b7a6391410a95255c9218f217bdc6730f0917769a6449c9df08aafbe6401
clean-Libritts-dots_tts-004
dots.tts
clean
Libritts
8463
8463_294828_000017_000000
'Conseil!' I called in an impatient voice.
en
8463_294825_000022_000004
These unifying threads tighten the narrative and accelerate its momentum.
en
Libritts-00d82f78b4
48,000
4.16
85b6ad4acbe121ae209d6159f552bc807f4556cfe9132ea4baa3c18e680b9553
clean-Libritts-f5_tts-004
F5-TTS
clean
Libritts
8463
8463_294828_000017_000000
'Conseil!' I called in an impatient voice.
en
8463_294825_000022_000004
These unifying threads tighten the narrative and accelerate its momentum.
en
Libritts-00d82f78b4
24,000
4.907
89d6a9a2d6b75ae8ecf7c19601b032fa888652f44e3d4c20a70598435fffb173
clean-Libritts-fishspeech-004
OpenAudio S1-mini
clean
Libritts
8463
8463_294828_000017_000000
'Conseil!' I called in an impatient voice.
en
8463_294825_000022_000004
These unifying threads tighten the narrative and accelerate its momentum.
en
Libritts-00d82f78b4
44,100
4.83
a3448f1ceec24c0aabb16d9df6afd4002b69a30004fce37fb8e8261213798cd5
clean-Libritts-glm_tts-004
GLM-TTS
clean
Libritts
8463
8463_294828_000017_000000
'Conseil!' I called in an impatient voice.
en
8463_294825_000022_000004
These unifying threads tighten the narrative and accelerate its momentum.
en
Libritts-00d82f78b4
24,000
5.84
9718e8d1f7b7a3419affdedef90f87e6992ceea4cc57a5dee49e8693d7242206
clean-Libritts-higgs_audio-004
Higgs Audio v2
clean
Libritts
8463
8463_294828_000017_000000
'Conseil!' I called in an impatient voice.
en
8463_294825_000022_000004
These unifying threads tighten the narrative and accelerate its momentum.
en
Libritts-00d82f78b4
24,000
5.52
189028bb45ca329ee3612cfef8b15bcae2a24a25d256ac69aafcb0e7c556470d
clean-Libritts-maskgct-004
MaskGCT
clean
Libritts
8463
8463_294828_000017_000000
'Conseil!' I called in an impatient voice.
en
8463_294825_000022_000004
These unifying threads tighten the narrative and accelerate its momentum.
en
Libritts-00d82f78b4
24,000
5.36
07be58f9a1fdda7ec72aaf35e1f9bec2330fc366532b8c928ddf4758bb15b579
clean-Libritts-mgm_omni-004
MGM-Omni
clean
Libritts
8463
8463_294828_000017_000000
'Conseil!' I called in an impatient voice.
en
8463_294825_000022_000004
These unifying threads tighten the narrative and accelerate its momentum.
en
Libritts-00d82f78b4
24,000
4.32
566382bd06ef7c40bb2a750692091812bba79a75cbb16a4859dca789a097e2b0
clean-Libritts-moss_tts-004
MOSS-TTS v1.5
clean
Libritts
8463
8463_294828_000017_000000
'Conseil!' I called in an impatient voice.
en
8463_294825_000022_000004
These unifying threads tighten the narrative and accelerate its momentum.
en
Libritts-00d82f78b4
24,000
5.12
d364005161bc44975cde5bae1bfc5eadf9ba174b6a1670647aee40614d52b27f
clean-Libritts-openvoice-004
OpenVoice V2
clean
Libritts
8463
8463_294828_000017_000000
'Conseil!' I called in an impatient voice.
en
8463_294825_000022_000004
These unifying threads tighten the narrative and accelerate its momentum.
en
Libritts-00d82f78b4
22,050
4.748
32c5c7d0cd5940820d01812e05d1ef6f4775e3d5dd4a95f3dcb5254e61f478a0
clean-Libritts-playdiffusion-004
PlayDiffusion
clean
Libritts
8463
8463_294828_000017_000000
'Conseil!' I called in an impatient voice.
en
8463_294825_000022_000004
These unifying threads tighten the narrative and accelerate its momentum.
en
Libritts-00d82f78b4
48,000
5.74
518adad7cc4a81b6f7fde2eddcaac903fcb1d27fc3b7cab12565e5449e2f0536
clean-Libritts-qwen3_tts-004
Qwen3-TTS
clean
Libritts
8463
8463_294828_000017_000000
'Conseil!' I called in an impatient voice.
en
8463_294825_000022_000004
These unifying threads tighten the narrative and accelerate its momentum.
en
Libritts-00d82f78b4
24,000
5.92
7817b29bb1daa9ac0f52db097982ab8a92392b4a45a32b94a1640b3bb5988d32
clean-Libritts-sparktts-004
Spark-TTS
clean
Libritts
8463
8463_294828_000017_000000
'Conseil!' I called in an impatient voice.
en
8463_294825_000022_000004
These unifying threads tighten the narrative and accelerate its momentum.
en
Libritts-00d82f78b4
16,000
4.88
d095eb4db524a5ffad85131d97c57bde20e3fce56ae5f7bd42ae6b95d30722b2
clean-Libritts-styletts2-004
StyleTTS 2
clean
Libritts
8463
8463_294828_000017_000000
'Conseil!' I called in an impatient voice.
en
8463_294825_000022_000004
These unifying threads tighten the narrative and accelerate its momentum.
en
Libritts-00d82f78b4
24,000
5.048
3b25fc42a87de8e1f0b5d7bfc4e0ea04c60349f41ae07ba4314f8d9012980e15
clean-Libritts-vibevoice-004
VibeVoice
clean
Libritts
8463
8463_294828_000017_000000
'Conseil!' I called in an impatient voice.
en
8463_294825_000022_000004
These unifying threads tighten the narrative and accelerate its momentum.
en
Libritts-00d82f78b4
24,000
5.333
b67317e787387c654ad8d7f81131cd1f3a335ea3d59ac2641afe24b947ff08a3
clean-Libritts-xtts_v2-004
XTTS-v2
clean
Libritts
8463
8463_294828_000017_000000
'Conseil!' I called in an impatient voice.
en
8463_294825_000022_000004
These unifying threads tighten the narrative and accelerate its momentum.
en
Libritts-00d82f78b4
24,000
5.387
a7d00fe1d32f20eff8f54d37de424c36e25da4ff09a579015e45b7c030e462c1
clean-Libritts-zipvoice-004
ZipVoice
clean
Libritts
8463
8463_294828_000017_000000
'Conseil!' I called in an impatient voice.
en
8463_294825_000022_000004
These unifying threads tighten the narrative and accelerate its momentum.
en
Libritts-00d82f78b4
24,000
5.811
3d4cab21c55f8019ea92f2f4d41b0effe102e1a777efdd0273e7da3f5dd2964c
clean-Libritts-cosyvoice-005
CosyVoice 2
clean
Libritts
7021
7021_79730_000043_000000
THE THREE MODES OF MANAGEMENT.
en
7021_85628_000035_000001
He darted like an arrow through all the halls, down all the stairs, and across the yard.
en
Libritts-00e2e3617d
24,000
5.84
76fbaf8cb7842e170879f5d96ee3919df2d57d204178f21c2634c40266405b73
clean-Libritts-dots_tts-005
dots.tts
clean
Libritts
7021
7021_79730_000043_000000
THE THREE MODES OF MANAGEMENT.
en
7021_85628_000035_000001
He darted like an arrow through all the halls, down all the stairs, and across the yard.
en
Libritts-00e2e3617d
48,000
4.32
dc8ee6da87492b6283a78d56adb435ad299a64433ce060bdbd7dc2a82548b891
clean-Libritts-f5_tts-005
F5-TTS
clean
Libritts
7021
7021_79730_000043_000000
THE THREE MODES OF MANAGEMENT.
en
7021_85628_000035_000001
He darted like an arrow through all the halls, down all the stairs, and across the yard.
en
Libritts-00e2e3617d
24,000
4.619
1d438ce0a1b67814886adca2508acecc01951a41bc9c01114d4324197efc86b7
clean-Libritts-fishspeech-005
OpenAudio S1-mini
clean
Libritts
7021
7021_79730_000043_000000
THE THREE MODES OF MANAGEMENT.
en
7021_85628_000035_000001
He darted like an arrow through all the halls, down all the stairs, and across the yard.
en
Libritts-00e2e3617d
44,100
4.598
0a4d5670731810024e88045782e92e041a70943ff6ff197ce86e6f1c0163f057
clean-Libritts-glm_tts-005
GLM-TTS
clean
Libritts
7021
7021_79730_000043_000000
THE THREE MODES OF MANAGEMENT.
en
7021_85628_000035_000001
He darted like an arrow through all the halls, down all the stairs, and across the yard.
en
Libritts-00e2e3617d
24,000
5.72
3ca20bcc2e31f2df67c8a507e370cd9c9760d0244d03ae3532d4823c4fa407d9
clean-Libritts-higgs_audio-005
Higgs Audio v2
clean
Libritts
7021
7021_79730_000043_000000
THE THREE MODES OF MANAGEMENT.
en
7021_85628_000035_000001
He darted like an arrow through all the halls, down all the stairs, and across the yard.
en
Libritts-00e2e3617d
24,000
6.12
1ac015d7de89379bbf1d7c1f5829f38c7930c187351409381d9bb9fe343251c3
clean-Libritts-maskgct-005
MaskGCT
clean
Libritts
7021
7021_79730_000043_000000
THE THREE MODES OF MANAGEMENT.
en
7021_85628_000035_000001
He darted like an arrow through all the halls, down all the stairs, and across the yard.
en
Libritts-00e2e3617d
24,000
4.94
9b8c7c052e66682a66c426705da8a576c7f26051da3d53d39eeb95ea85c30c52
clean-Libritts-mgm_omni-005
MGM-Omni
clean
Libritts
7021
7021_79730_000043_000000
THE THREE MODES OF MANAGEMENT.
en
7021_85628_000035_000001
He darted like an arrow through all the halls, down all the stairs, and across the yard.
en
Libritts-00e2e3617d
24,000
6.72
c84bed419037e68b1eafafe95d6be948e4e2d61d00cb31ddbe8c69997b740d29
clean-Libritts-moss_tts-005
MOSS-TTS v1.5
clean
Libritts
7021
7021_79730_000043_000000
THE THREE MODES OF MANAGEMENT.
en
7021_85628_000035_000001
He darted like an arrow through all the halls, down all the stairs, and across the yard.
en
Libritts-00e2e3617d
24,000
5.44
2488cbe4f2f429b598bd06ae2bca07827550558dae02c531da354d66d4a8024a
clean-Libritts-openvoice-005
OpenVoice V2
clean
Libritts
7021
7021_79730_000043_000000
THE THREE MODES OF MANAGEMENT.
en
7021_85628_000035_000001
He darted like an arrow through all the halls, down all the stairs, and across the yard.
en
Libritts-00e2e3617d
22,050
5.631
e456c0ee955afb74707c36e9bd4f578426e6d3c583a146e871c2aa190e30b354
clean-Libritts-playdiffusion-005
PlayDiffusion
clean
Libritts
7021
7021_79730_000043_000000
THE THREE MODES OF MANAGEMENT.
en
7021_85628_000035_000001
He darted like an arrow through all the halls, down all the stairs, and across the yard.
en
Libritts-00e2e3617d
48,000
5.24
6b2c5e6cd38aae44134857dd119e96dc8ea5e7816c1d320a481c22dcb1d5042a
clean-Libritts-qwen3_tts-005
Qwen3-TTS
clean
Libritts
7021
7021_79730_000043_000000
THE THREE MODES OF MANAGEMENT.
en
7021_85628_000035_000001
He darted like an arrow through all the halls, down all the stairs, and across the yard.
en
Libritts-00e2e3617d
24,000
5.84
d52d405aa87d4f06a4e313181d2a33774bdab53b6eacadc73f0e568877f70bbb
clean-Libritts-sparktts-005
Spark-TTS
clean
Libritts
7021
7021_79730_000043_000000
THE THREE MODES OF MANAGEMENT.
en
7021_85628_000035_000001
He darted like an arrow through all the halls, down all the stairs, and across the yard.
en
Libritts-00e2e3617d
16,000
4.34
5682ce3a7202bf98163038b6514ae4186b64fe14a506c080b1e751a790447b66
clean-Libritts-styletts2-005
StyleTTS 2
clean
Libritts
7021
7021_79730_000043_000000
THE THREE MODES OF MANAGEMENT.
en
7021_85628_000035_000001
He darted like an arrow through all the halls, down all the stairs, and across the yard.
en
Libritts-00e2e3617d
24,000
4.873
ae32b49f5029c6b27a13623ae885cc5dcd26beec9c6aff3e22daa3baffe9e93a
clean-Libritts-vibevoice-005
VibeVoice
clean
Libritts
7021
7021_79730_000043_000000
THE THREE MODES OF MANAGEMENT.
en
7021_85628_000035_000001
He darted like an arrow through all the halls, down all the stairs, and across the yard.
en
Libritts-00e2e3617d
24,000
6.8
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RVCBench Cloned Speech Samples

Paper GitHub Dataset

A sampled set of zero-shot voice-cloned speech from 19 open-source text-to-speech and voice cloning systems, with the reference prompt each system was given and a real recording of the same text by the same speaker. Released for research on audio deepfake detection, source tracing, anti-spoofing, and voice cloning robustness and protection.

  • 51,562 synthetic clips (114.3 hours), each with its prompt audio and transcript
  • 1,306 ground-truth recordings of the target texts and 2,775 prompt files
  • 19 systems, from codec language models and diffusion models to flow-matching and voice conversion models
  • 12 cloning conditions: clean, cross-lingual, long-form, unusual text, noisy and multi-speaker references, and references processed by five anti-cloning protections
  • English, Mandarin and French

The clips were generated by the systems listed below from references and texts in the RVCBench dataset. They are a sample for research use and are not intended for reproducing benchmark results. To evaluate a model, use the rvcbench package.

Load

from datasets import load_dataset

ds = load_dataset("Nanboy/RVCBench-Cloned-Speech", split="train")
row = ds[0]
row["audio"]         # synthetic clip
row["prompt"]        # reference audio given to the system
row["ground_truth"]  # real recording of row["text"] by the same speaker

The unusual-text condition is in a separate configuration, load_dataset("Nanboy/RVCBench-Cloned-Speech", "unusual_text", split="train"). Its texts have no real recording, so it has no ground_truth column.

protocol.txt lists every ground-truth recording and synthetic clip in an ASVspoof-style format, speaker_id path - system label, with bonafide for real recordings and spoof for synthetic clips.

Conditions

Within a condition, every system clones the same prompt/text pairs, so clips can be compared across systems. Not every system has clips in every condition. prompt is the reference as it was given to the systems: for the protected, noisy and multi-speaker conditions it is the processed reference. The LibriTTS clean and protected conditions share pairs, so the clean rows of the same pair_id hold the unprotected original.

condition source_dataset Prompt and text
clean Libritts, VCTK, AISHELL1_dev, CommonVoiceFR_dev Clean prompt; text in the same language
cross-lingual Bilingual_uedin Mandarin prompt with English text, or the reverse, by the same bilingual speaker
long-form Long_context Long passages of English text
unusual-text vctk_text_robust Text with numbers, dates, symbols and unusual strings (unusual_text configuration)
noisy-reference Background_noise Prompt with background noise (e.g. traffic, babble, kitchen) at 10 dB SNR
multi-speaker-reference Multispeaker_libri Prompt mixed with an interfering speaker at -5, 0, +5 or +10 dB
protected-gaussian-noise Libritts Prompt with added Gaussian noise
protected-pop Libritts Prompt protected with POP
protected-enkidu Libritts Prompt protected with Enkidu
protected-safespeech Libritts Prompt protected with SafeSpeech
protected-spec Libritts Prompt protected with SPEC
protected-spec-denoised Libritts SPEC-protected prompt after DNS64 denoising

Fields

Field Description
audio Synthetic clip, at the system's native sample rate
prompt Reference audio given to the system
ground_truth Real recording of text by the cloned speaker (not in unusual_text)
clip_id Unique clip identifier
model Generating system
condition Cloning condition (see above)
source_dataset RVCBench dataset configuration the prompt and text come from
speaker_id Speaker being cloned
prompt_utterance, prompt_text, prompt_language Prompt utterance ID in the RVCBench dataset, its transcript and language
target_utterance Utterance ID of the ground-truth recording (not in unusual_text)
text, language Text the clip speaks and its language (en, zh, fr)
pair_id Prompt/text pair, shared by all systems' clips of that pair
sample_rate, duration_sec, sha256 Properties and hash of the synthetic clip

Files are organized as data/generated/<condition>/<source_dataset>/<system>/, data/prompts/<condition>/<source_dataset>/ and data/ground_truth/<source_dataset>/, with the unusual-text files under unusual_text/.

Systems and licenses

Each system's clips are subject to that system's license and terms in addition to this dataset's license.

model Checkpoint License Additional terms for its clips
CosyVoice 2 FunAudioLLM/CosyVoice2-0.5B Apache-2.0
dots.tts dots-studio/dots.tts-soar Apache-2.0
F5-TTS SWivid/F5-TTS CC BY-NC 4.0 Non-commercial
Fish Audio S2 fishaudio/s2-pro Fish Audio Research License Non-commercial; may not be used to create or improve foundational generative AI models. Built with Fish Audio
OpenAudio S1-mini fishaudio/s1-mini CC BY-NC-SA 4.0 Shared under CC BY-NC-SA 4.0
GLM-TTS zai-org/GLM-TTS MIT
Higgs Audio v2 bosonai/higgs-audio-v2-generation-3B-base Boson Higgs Audio 2 Community License May not be used to improve any other large language model. See NOTICE
MaskGCT amphion/MaskGCT CC BY-NC 4.0 Non-commercial
MGM-Omni wcy1122/MGM-Omni-TTS-2B-0927 Apache-2.0
MOSS-TTS v1.5 OpenMOSS-Team/MOSS-TTS-v1.5 Apache-2.0
MOSS-TTSD MOSS-TTSD v0.7 Apache-2.0
OpenVoice V2 myshell-ai/OpenVoiceV2 MIT
PlayDiffusion PlayHT/PlayDiffusion Apache-2.0
Qwen3-TTS Qwen/Qwen3-TTS-12Hz-1.7B-Base Apache-2.0
Spark-TTS SparkAudio/Spark-TTS-0.5B CC BY-NC-SA 4.0 Shared under CC BY-NC-SA 4.0
StyleTTS 2 StyleTTS 2 LibriTTS model MIT, with pre-trained model terms Listeners must be told the speech is synthesized
VibeVoice microsoft/VibeVoice-1.5B MIT Research use
XTTS-v2 coqui/XTTS-v2 Coqui Public Model License 1.0.0 Non-commercial; terms in LICENSES/XTTS-v2_CPML-1.0.txt
ZipVoice k2-fsa/ZipVoice CC BY-NC Non-commercial

Full license texts that must accompany the clips are in LICENSES/, and required attributions are in NOTICE. Prompts and ground-truth recordings keep the terms of their source corpora: LibriTTS, VCTK, LibriSpeech and VoiceBank (CC BY 4.0), AISHELL-1 (Apache-2.0), Common Voice (CC0), and the EMIME Mandarin bilingual database (University of Edinburgh; see its terms).

How the sample was built

  • Pairs were drawn with a fixed seed from the prompts and texts each system was given. Pairs whose generation records disagreed about the prompt were not sampled.
  • Files are saved as each system's inference code wrote them. We did not resample, re-encode, trim or otherwise alter them afterward, and removed no watermarks.
  • Clips that were unreadable, empty, shorter than 0.3 seconds, silent, or longer than 60 seconds outside long-form were left out (about 1.4% of the sampled clips). Pairs whose text contained formatting left over from prompt generation were not sampled.

Intended use

Research on detecting, attributing and preventing voice cloning, and on the robustness of voice cloning systems. Do not use the clips to impersonate, defraud or mislead anyone, to identify the speakers, or for commercial purposes. Every audio clip is synthetic; label it as synthetic wherever you share it.

The voices belong to speakers of public research corpora. Speakers who want their voice removed, and anyone with another concern, can contact ruinanjin@alumni.ubc.ca.

Citation

@inproceedings{jin2026rvcbench,
  title     = {RVCBench: Benchmarking the Robustness of Voice Cloning Across Modern Audio Generation Models},
  author    = {Jin, Ruinan and Liao, Xinting and Yu, Hanlin and Pandya, Deval and Li, Xiaoxiao},
  booktitle = {Advances in Neural Information Processing Systems},
  url       = {https://arxiv.org/abs/2602.00443},
  year      = {2026}
}
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