What is Comprise?
Check out the first video of COMPRISE! It introduces the project, the problems addressed,and the partners involved.
Problems
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| Lack of privacy | Non inclusiveness | Cost – effectiveness |
Solutions
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| COMPRISE SDK | COMPRISE Cloud Platform | COMPRISE Speech-to-Text Translation |
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| COMPRISE Text transformer | COMPRISE Voice Transformer | COMPRISE Weakly Supervised NLU |
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| COMPRISE Weakly Supervised STT |
Interviews and media:
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| COMPRISE @France 3 TV Channel | COMPRISE @Rue89 Strasbourg | Marc Tommasi (Inria) explains how COMPRISE ensures privacy |
Research results:
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| Tugtekin Turan (Inria): “Adapting Language Models When Training on Privacy-Transformed Data” (LREC 2022) | Imran Sheikh (Inria): “Transformer versus LSTM Language Models trained on Uncertain ASR Hypotheses in Limited Data Scenarios” (LREC 2022) | David Adelani (University of Saarland): “Preventing Author Profiling through Zero-Shot Multilingual Back-Translation “ (EMNLP 2021) |
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| David Adelani (University of Saarland): “Distant Supervision and Noisy Label Learning for Low Resource Named Entity Recognition: A Study on Hausa and Yoruba” (ICLR 2020) | Brij Mohan Lal Srivastava (Inria): “Evaluating voice conversion based privacy protection against informed attackers” (ICASSP 2020) | David Adelani (University of Saarland): “Privacy guarantees for de-identifying text transformations” (Interspeech 2020) |
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| Natalia Tomashenko: “Introducing the Voice Privacy Initiative” (Interspeech 2020) | Imran Sheikh (Inria): “On Semi Supervised LF MMI Training of Acoustic Models with Limited Data” (Interspeech 2020) | Mohamed Maouche (Inria): “A Comparative Study of Speech Anonymization Metrics” (Interspeech 2020) |
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| Brij Mohan Lal Srivastava (Inria): “Design choices for x-vectors based speaker anonymization” (Interspeech 2020) | Tugtekin Turan (Inria): “Achieving multi-accent ASR via unsupervised acoustic model adaptation” (Interspeech 2020) | Mossad Helali (University of Saarland): Assessing Unintended Memorization in Neural Discriminative Sequence Models” (Conference on TSD 2020) |
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| Aleena Thomas (University of Saarland): “Investigating the impact of pre-trained word embeddings on memorization in neural networks” (Conference on TSD 2020) |
Installation & Usage guides:
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| COMPRISE SDK | COMPRISE Platform | COMPRISE Voice Transformer |
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| COMPRISE Text Transformer | COMPRISE Weakly Supervised STT |
