idx int64 0 99 | audio_file stringclasses 15
values | speaker_id stringlengths 12 12 | age int64 22 58 | gender stringclasses 2
values | emotional_state stringlengths 3 12 | language stringclasses 10
values | text_content stringlengths 19 125 | cloning_target stringclasses 2
values | quality_score float64 7.2 9.6 |
|---|---|---|---|---|---|---|---|---|---|
0 | voice_sample_001.wav | SPEAKER_1245 | 32 | Male | Happy | English | Good morning everyone, welcome to our presentation on voice cloning technology. | Primary | 9.2 |
1 | voice_sample_002.wav | SPEAKER_1245 | 32 | Male | Neutral | English | The advancement in speech synthesis has revolutionized how we interact with AI systems. | Primary | 8.7 |
2 | voice_sample_003.wav | SPEAKER_6789 | 28 | Female | Excited | English | This breakthrough allows us to create realistic synthetic voices that are nearly indistinguishable from human speech. | Secondary | 9.5 |
3 | voice_sample_004.wav | SPEAKER_6789 | 28 | Female | Neutral | English | Our methodology combines deep learning techniques with acoustic modeling for superior results. | Primary | 8.9 |
4 | voice_sample_005.wav | SPEAKER_3456 | 45 | Male | Sad | English | Despite the technical challenges, voice cloning represents a significant leap forward in human-computer interaction. | Secondary | 8.3 |
5 | voice_sample_006.wav | SPEAKER_3456 | 45 | Male | Happy | English | I'm excited to share our latest findings in voice cloning research with the scientific community. | Primary | 9.1 |
6 | voice_sample_006.wav | SPEAKER_3456 | 45 | Male | Neutral | English | Real-time voice conversion requires sophisticated neural networks and extensive training data. | Primary | 9.1 |
7 | voice_sample_006.wav | SPEAKER_3456 | 45 | Male | Neutral | English | Machine learning algorithms have transformed the landscape of voice generation capabilities. | Primary | 8.8 |
8 | voice_sample_006.wav | SPEAKER_2341 | 38 | Female | Neutral | English | Recent studies have shown remarkable progress in creating natural-sounding synthetic voices. | Primary | 8.8 |
9 | voice_sample_006.wav | SPEAKER_2341 | 58 | Female | Confident | Spanish | La tecnología de clonación de voz está transformando la forma en que comunicamos con las máquinas. | Primary | 9.1 |
10 | voice_sample_006.wav | SPEAKER_3456 | 45 | Male | Sad | English | Despite the technical challenges, voice cloning represents a significant leap forward in human-computer interaction. | Secondary | 8.3 |
11 | voice_sample_006.wav | SPEAKER_2341 | 58 | Male | Confident | Spanish | La tecnología de clonación de voz está transformando la forma en que comunicamos con las máquinas. | Primary | 9.1 |
12 | voice_sample_006.wav | SPEAKER_2341 | 58 | Male | Angry | Spanish | ¡Este sistema de clonación de voz es completamente inaceptable para mi! | Secondary | 7.8 |
13 | voice_sample_006.wav | SPEAKER_2341 | 58 | Male | Confident | English | The phonetic diversity in our corpus ensures robust generalization across different dialects. | Primary | 9.1 |
15 | voice_sample_007.wav | SPEAKER_1245 | 32 | Male | Angry | English | The ethical implications of voice cloning technology must be carefully considered before widespread implementation. | Secondary | 8.5 |
16 | voice_sample_007.wav | SPEAKER_1245 | 32 | Male | Excited | English | The future of voice cloning lies in creating personalized AI assistants that sound like specific individuals. | Secondary | 8.8 |
17 | voice_sample_007.wav | SPEAKER_1245 | 32 | Male | Happy | English | We're excited to share our latest findings in voice cloning accuracy and naturalness. | Secondary | 9.1 |
18 | voice_sample_007.wav | SPEAKER_2341 | 38 | Female | Happy | English | The integration of neural networks has dramatically improved voice cloning accuracy and realism. | Secondary | 9.1 |
19 | voice_sample_007.wav | SPEAKER_8901 | 22 | Male | Whispering | English | *whisper* I think we need to be more careful about privacy implications... | Secondary | 7.8 |
20 | voice_sample_007.wav | SPEAKER_9123 | 38 | Female | Angry | English | I cannot believe how quickly this technology has evolved over the past few years. | Primary | 7.8 |
21 | voice_sample_007.wav | SPEAKER_8902 | 24 | Female | Nervous | French | Je suis très excited de partager notre recherche sur l'imitation vocale avancée. | Secondary | 8.4 |
22 | voice_sample_007.wav | SPEAKER_8901 | 24 | Female | Calm | Japanese | 音声の再現技術は、現代社会において非常に重要な役割を果たしています。 | Primary | 9.1 |
23 | voice_sample_007.wav | SPEAKER_8902 | 39 | Female | Nervous | English | I must admit, the ethical implications of voice cloning require careful consideration. | Secondary | 8.6 |
25 | voice_sample_008.wav | SPEAKER_6789 | 28 | Female | Neutral | English | Our experiments demonstrate that voice cloning accuracy reaches 94% when trained on sufficient data samples. | Primary | 9.3 |
26 | voice_sample_008.wav | SPEAKER_9012 | 38 | Female | Angry | English | Current limitations include maintaining consistent pitch and tone across different speaking contexts. | Primary | 7.9 |
27 | voice_sample_008.wav | SPEAKER_9012 | 38 | Female | Confident | English | The integration of neural networks with traditional signal processing has produced remarkable results. | Primary | 9 |
28 | voice_sample_008.wav | SPEAKER_5672 | 52 | Male | Neutral | English | Voice cloning technology now enables personalized virtual assistants that sound like specific individuals. | Primary | 8.6 |
29 | voice_sample_008.wav | SPEAKER_4567 | 35 | Female | Angry | German | Diese Entwicklung ist eine Bedrohung für die menschliche Kommunikation! | Primary | 8.5 |
30 | voice_sample_008.wav | SPEAKER_9123 | 38 | Female | Angry | English | The ethical implications of voice cloning need careful consideration before widespread adoption. | Secondary | 8.1 |
31 | voice_sample_008.wav | SPEAKER_5673 | 39 | Female | Calm | Japanese | 音声の再現技術は、今後ますます進化していくでしょう。 | Primary | 9 |
32 | voice_sample_008.wav | SPEAKER_4567 | 39 | Male | Fearful | German | Ich habe Angst, dass diese Technologie missbraucht werden könnte. | Secondary | 8.2 |
33 | voice_sample_008.wav | SPEAKER_4567 | 26 | Male | Angry | Spanish | Esta tecnología está cambiando fundamentalmente la forma en que comunicamos con las máquinas. | Primary | 9 |
35 | voice_sample_009.wav | SPEAKER_9012 | 38 | Female | Surprised | English | Unexpected results emerged from our cross-lingual voice cloning experiments. | Secondary | 8.8 |
36 | voice_sample_009.wav | SPEAKER_9012 | 38 | Female | Neutral | English | Advanced voice cloning systems now support multiple languages and dialects seamlessly. | Secondary | 9.3 |
37 | voice_sample_009.wav | SPEAKER_6789 | 28 | Female | Neutral | English | Researchers continue to push boundaries in creating authentic synthetic speech patterns. | Secondary | 8.6 |
38 | voice_sample_009.wav | SPEAKER_5672 | 52 | Male | Confident | English | Researchers have developed sophisticated algorithms that preserve unique vocal characteristics during cloning. | Secondary | 9 |
39 | voice_sample_009.wav | SPEAKER_5678 | 41 | Male | Relaxed | French | L'avenir de la synthèse vocale promet des avancées incroyables dans l'accessibilité. | Secondary | 9 |
40 | voice_sample_009.wav | SPEAKER_5678 | 29 | Male | Neutral | English | Researchers at MIT have developed new algorithms that improve voice cloning accuracy by 30%. | Primary | 9 |
41 | voice_sample_009.wav | SPEAKER_1122 | 41 | Male | Angry | German | Diese Entwicklung könnte die gesamte Branche der Sprachtechnologie verändern. | Secondary | 8.6 |
42 | voice_sample_009.wav | SPEAKER_5678 | 22 | Female | Disgusted | French | Je ne comprends pas pourquoi on devrait permettre cela dans notre société. | Primary | 7.9 |
43 | voice_sample_009.wav | SPEAKER_1123 | 41 | Female | Calm | English | The neural network architecture employs attention mechanisms for enhanced prosody preservation. | Secondary | 8.8 |
45 | voice_sample_010.wav | SPEAKER_3456 | 45 | Male | Confident | English | The future of voice cloning lies in creating personalized AI assistants that sound exactly like their users. | Primary | 9 |
46 | voice_sample_010.wav | SPEAKER_5678 | 29 | Male | Calm | English | Ethical considerations surrounding voice cloning are becoming increasingly important in AI development. | Primary | 8.5 |
47 | voice_sample_010.wav | SPEAKER_4321 | 52 | Male | Calm | English | Voice cloning technology enables personalized AI assistants that sound remarkably like their human counterparts. | Primary | 8.9 |
48 | voice_sample_010.wav | SPEAKER_8910 | 29 | Female | Neutral | English | The process involves analyzing fundamental frequency patterns and spectral characteristics to recreate authentic voices. | Primary | 8.4 |
49 | voice_sample_010.wav | SPEAKER_7890 | 29 | Female | Excited | Japanese | この技術は、音声の再現性を飛躍的に向上させます! | Primary | 8.8 |
50 | voice_sample_010.wav | SPEAKER_5678 | 29 | Male | Neutral | English | These improvements make it possible to create personalized voice assistants with minimal training data. | Secondary | 8.6 |
51 | voice_sample_010.wav | SPEAKER_7894 | 29 | Female | Whispering | Italian | Potresti sentire un leggero cambiamento nella voce quando parliamo. | Primary | 8.8 |
52 | voice_sample_010.wav | SPEAKER_7890 | 41 | Male | Confused | Italian | Non sono sicuro di capire davvero cosa stiamo creando qui. | Secondary | 8 |
53 | voice_sample_010.wav | SPEAKER_5678 | 33 | Male | Whispering | English | The subtle nuances in vocal tract configuration are crucial for authentic voice reproduction. | Primary | 9.3 |
55 | voice_sample_011.wav | SPEAKER_1245 | 32 | Male | Disgusted | English | We must establish strict guidelines to prevent misuse of voice cloning technology in fraudulent activities. | Secondary | 8.4 |
56 | voice_sample_011.wav | SPEAKER_5678 | 29 | Male | Happy | English | Researchers have successfully cloned voices with remarkable accuracy in just a few minutes of sample data. | Secondary | 9 |
57 | voice_sample_011.wav | SPEAKER_5678 | 29 | Female | Excited | English | Recent improvements in waveform generation have made voice cloning more accessible to developers worldwide. | Secondary | 9.3 |
58 | voice_sample_011.wav | SPEAKER_8910 | 29 | Female | Surprised | English | What makes this technology particularly impressive is its ability to maintain consistency across different speaking contexts. | Secondary | 8.9 |
59 | voice_sample_011.wav | SPEAKER_1122 | 33 | Male | Nervous | English | I'm not sure if this is the right approach, but let's test it anyway. | Secondary | 7.2 |
60 | voice_sample_011.wav | SPEAKER_2345 | 41 | Female | Happy | English | The potential applications of voice cloning in entertainment and education are truly exciting. | Primary | 9.3 |
61 | voice_sample_011.wav | SPEAKER_3344 | 35 | Male | Laughing | Portuguese | Risos e emoções verdadeiras são essenciais para uma voz realista. | Secondary | 9.3 |
62 | voice_sample_011.wav | SPEAKER_1357 | 36 | Female | Excited | Portuguese | Estamos prestes a revolucionar a maneira como nos comunicamos com máquinas! | Primary | 9.3 |
63 | voice_sample_011.wav | SPEAKER_9012 | 29 | Female | Excited | German | Diese Entwicklungen werden die Kommunikation zwischen Menschen und Maschinen völlig verändern. | Secondary | 8.5 |
65 | voice_sample_012.wav | SPEAKER_6789 | 28 | Female | Neutral | English | Technical validation shows our model maintains consistent performance across different demographic groups. | Primary | 8.9 |
66 | voice_sample_012.wav | SPEAKER_2345 | 41 | Female | Sad | English | The technology behind voice cloning continues to evolve rapidly with new breakthroughs every month. | Primary | 8.2 |
67 | voice_sample_012.wav | SPEAKER_1245 | 32 | Male | Neutral | English | The ethical implications of voice cloning require careful consideration as this technology becomes more prevalent. | Primary | 8.5 |
68 | voice_sample_012.wav | SPEAKER_4321 | 41 | Male | Neutral | English | Ethical considerations around voice cloning include privacy concerns and potential misuse in fraudulent activities. | Primary | 8.5 |
69 | voice_sample_012.wav | SPEAKER_3344 | 26 | Female | Playful | Italian | Che bello poter imitare perfettamente la voce di qualcuno! | Primary | 9.3 |
70 | voice_sample_012.wav | SPEAKER_2345 | 41 | Female | Happy | English | Imagine being able to hear your favorite author's voice reading their books aloud. | Secondary | 8.8 |
71 | voice_sample_012.wav | SPEAKER_6677 | 26 | Female | Surprised | Russian | Это невероятно, как быстро мы можем воссоздать человеческий голос. | Primary | 8.5 |
72 | voice_sample_012.wav | SPEAKER_2468 | 29 | Male | Bored | Chinese | 这个语音克隆技术看起来很有趣,但我觉得有点无聊。 | Secondary | 7.5 |
73 | voice_sample_012.wav | SPEAKER_3456 | 45 | Male | Sad | English | The computational complexity of real-time voice cloning remains a significant challenge. | Primary | 8.4 |
75 | voice_sample_013.wav | SPEAKER_9012 | 38 | Female | Excited | English | The potential applications of voice cloning in entertainment and accessibility are truly remarkable. | Secondary | 9.4 |
76 | voice_sample_013.wav | SPEAKER_2345 | 41 | Female | Neutral | English | Training datasets require careful curation to ensure diverse representation across age groups and accents. | Secondary | 8.6 |
77 | voice_sample_013.wav | SPEAKER_9012 | 38 | Female | Happy | English | Our dataset includes voices from over 50 different speakers across multiple age groups and accents. | Secondary | 9.2 |
78 | voice_sample_013.wav | SPEAKER_4321 | 41 | Male | Concerned | English | As voice cloning becomes more accessible, regulatory frameworks must evolve to address these emerging challenges. | Secondary | 8.7 |
79 | voice_sample_013.wav | SPEAKER_5566 | 47 | Male | Professional | Portuguese | A aplicação prática da clonagem de voz em atendimento ao cliente é impressionante. | Secondary | 8.6 |
80 | voice_sample_013.wav | SPEAKER_7890 | 35 | Male | Neutral | English | Current voice cloning systems require approximately 10-15 minutes of sample audio for optimal results. | Primary | 8.5 |
81 | voice_sample_013.wav | SPEAKER_9900 | 52 | Male | Drunk | Arabic | الصوت المُكرر يجب أن يحمل نفس الطابع الإنساني. | Secondary | 8.2 |
82 | voice_sample_013.wav | SPEAKER_1122 | 33 | Female | Surprised | Arabic | هل يمكنني أن أقول أن هذا هو المستقبل؟ لا يمكنني поверить في ذلك! | Primary | 8.8 |
83 | voice_sample_013.wav | SPEAKER_7890 | 37 | Female | Playful | English | Imagine if your favorite author could read their books aloud in their own voice! | Secondary | 9.6 |
85 | voice_sample_014.wav | SPEAKER_3456 | 45 | Male | Neutral | English | Research continues to improve the naturalness and emotional expressiveness of cloned voices. | Primary | 8.6 |
86 | voice_sample_014.wav | SPEAKER_7890 | 35 | Male | Excited | English | Voice cloning has opened up new possibilities for accessibility applications and entertainment. | Primary | 9.4 |
87 | voice_sample_014.wav | SPEAKER_3456 | 45 | Male | Sad | English | While the technology advances rapidly, we must ensure responsible deployment and usage guidelines. | Primary | 8.7 |
88 | voice_sample_014.wav | SPEAKER_7654 | 35 | Female | Neutral | English | The training data requirements for high-quality voice cloning typically involve hundreds of hours of diverse speech samples. | Primary | 9.3 |
89 | voice_sample_014.wav | SPEAKER_7788 | 38 | Female | Calm | English | The ethical considerations of voice cloning require careful examination before widespread implementation. | Primary | 9.4 |
90 | voice_sample_014.wav | SPEAKER_7890 | 35 | Male | Neutral | English | The processing time has been reduced significantly compared to previous generations of cloning software. | Secondary | 8.2 |
91 | voice_sample_014.wav | SPEAKER_1234 | 31 | Female | Whispering | Chinese | 轻声细语的模仿需要更加精细的技术处理。 | Primary | 9.4 |
92 | voice_sample_014.wav | SPEAKER_3344 | 47 | Male | Anxious | Russian | Мне кажется, что это слишком быстро идёт развитие технологий. | Secondary | 8.1 |
93 | voice_sample_014.wav | SPEAKER_2345 | 52 | Male | Professional | English | Our research demonstrates that voice cloning accuracy improves significantly with larger training datasets. | Primary | 9.2 |
95 | voice_sample_015.wav | SPEAKER_1245 | 32 | Male | Sad | English | While the technology advances rapidly, we must not overlook the privacy concerns associated with voice data collection. | Secondary | 8.2 |
96 | voice_sample_015.wav | SPEAKER_7890 | 35 | Male | Neutral | English | The integration of voice cloning with existing communication platforms is transforming user experiences. | Secondary | 8.8 |
97 | voice_sample_015.wav | SPEAKER_6789 | 28 | Female | Confident | English | The future of voice cloning lies in creating seamless interactions between humans and artificial intelligence systems. | Secondary | 9 |
98 | voice_sample_015.wav | SPEAKER_7654 | 35 | Female | Neutral | English | Modern voice cloning systems can reproduce voices with remarkable fidelity, even from short reference clips. | Secondary | 8.8 |
99 | voice_sample_015.wav | SPEAKER_9900 | 24 | Male | Disgusted | English | I cannot believe someone would use this technology for fraudulent purposes. | Secondary | 7.5 |
VoiceForgeDataset
tags: voice cloning, deepfake detection, audio forensics, binary classification
Note: This is an AI-generated dataset so its content may be inaccurate or false
Dataset Description: The VoiceForgeDataset contains audio samples specifically curated for voice cloning research and evaluation. This dataset includes both original and cloned voice recordings with corresponding metadata, enabling researchers to develop and test voice cloning systems. The dataset focuses on capturing the nuances of voice characteristics including pitch, tone, and speech patterns to support advanced voice synthesis and authentication applications.
CSV Content Preview:
audio_id,speaker_id,original_audio_path,cloned_audio_path,voice_quality_score,cloning_method,dataset_split,labels
VF001,S001,./audio/original/S001_001.wav,./audio/cloned/S001_001_clone.wav,8.7,NeuralVocoder,test,"['natural_speech', 'high_quality']"
VF002,S002,./audio/original/S002_002.wav,./audio/cloned/S002_002_clone.wav,9.2,TransformerTTS,train,"['emotional_variability', 'accurate_pitch']"
VF003,S003,./audio/original/S003_003.wav,./audio/cloned/S003_003_clone.wav,7.8,HiFiGAN,validation,"['speech_rate_variation', 'clear_articulation']"
VF004,S004,./audio/original/S004_004.wav,./audio/cloned/S004_004_clone.wav,9.5,DiffWave,test,"['phonetic_accuracy', 'natural_rhythm']"
VF005,S005,./audio/original/S005_005.wav,./audio/cloned/S005_005_clone.wav,8.1,StyleTransfer,train,"['pitch_stability', 'intelligibility']"
Source of the data:
The dataset was generated using the Infinite Dataset Hub and Qwen/Qwen3-Coder-30B-A3B-Instruct using the query 'Voice cloning':
- Dataset Generation Page: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=Voice+cloning&dataset=VoiceForgeDataset&tags=voice+cloning,+deepfake+detection,+audio+forensics,+binary+classification
- Model: https://huggingface.co/Qwen/Qwen3-Coder-30B-A3B-Instruct
- More Datasets: https://huggingface.co/datasets?other=infinite-dataset-hub
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