Cost-effective, Multilingual, Privacy-driven voice-enabled Services

Resultado final

First prototype integrating the research results of WP2 WP3 and T41

Final platform demonstrator and updated data protection and GDPR requirements

Final platform demonstrator populated with additional data and trained models Updated version of D51 taking the latest research and legal advances into account

Initial platform demonstrator

Fully functional platform demonstrator implemented populated with a few initial data and trained models deployed in working environment ready for use in other WPs

Final COMPRISE SDK prototype and documentation

Final prototype integrating the research results of WP2 WP3 and T41 and Swagger online documentation

Second dissemination and communication report

Update on the actions conducted lessons learned on the innovation ecosystem proposed in COMPRISE and planned dissemination and communication after the end of the project

Dissemination and communication action plan

Summarises all planned dissemination actions and provides communication material to the partners (logo, graphical chart, public website, short presentation of the project, templates, poster, leaflet)

First dissemination and communication report

Update on the actions conducted and web document defining the COMPRISE knowledge repository on multilingual voice-enabled applications.

Final weakly supervised learning library

Final design implementation and evaluation of weakly supervised learning for all considered tasks

Baseline speech and text transformation and model learning library

Design, implementation, and evaluation of baseline transformations focusing on deleting the user’s identity and words carrying critical information, and model learning.

Improved transformation library and initial privacy guarantees

Design, implementation, and evaluation of speech and text transformations addressing more types of private information and initial statistical utility/privacy bounds.

Final personalised learning library

Final design implementation and evaluation of model personalisation strategies for speechtotext spoken language understanding and dialog management

Initial multilingual interaction library

Software components and documentation for speech-to-speech translation and integration of dialog systems in the operating branch.

Final transformation library and privacy guarantees

Final design implementation and evaluation of speech and text transformations and final statistical utilityprivacy bounds

Data collection and curation features of the platform

Platform with data collection and curation features implemented and deployed in working environment

Final multilingual interaction library

Software components and documentation for speechtospeech translation and integration of dialog systems in both the operating and the training branch

Initial weakly supervised learning library

Design, implementation, and evaluation of weakly supervised learning for spoken language understanding.

Initial personalised learning library for speech-to-text

Design, implementation, and evaluation of initial model personalisation strategies for speech-to-text.

Initial data management plan
Final data management plan

Initial scientific evaluation

First combined evaluation of baseline speech, dialog, and translation tools.

Platform hardware and software architecture

Platform specification including main requirements, hardware and software architecture

SDK software architecture

SDK specification including main requirements and software architecture

Data protection and GDPR requirements

Guidelines, procedures and recommendations how to implement personal data protection in the platform.

Publicaciones

Transfer Learning and Distant Supervision for Multilingual Transformer Models: A Study on African Languages

Autores: Michael A. Hedderich; David Ifeoluwa Adelani; Dawei Zhu; Jesujoba O. Alabi; Udia Markus; Dietrich Klakow
Publicado en: 2020 Conference on Empirical Methods in Natural Language Processing, Edición 16/11/2020, 2020
Editor: ACL
DOI: 10.18653/v1/2020.emnlp-main.204

Distant supervision and noisy label learning for low resource named entity recognition: A study on Hausa and Yorùbá

Autores: Adelani, David Ifeoluwa; Hedderich, Michael,; Zhu, Dawei; Van Den Berg, Esther; Klakow, Dietrich
Publicado en: AfricaNLP / PML4DC Workshop 2020 @ICLR 2020, Edición 26/04/2020, 2020
Editor: OpenReview.net

Preventing author profiling through zero-shot multilingual back-translation

Autores: Adelani, David,; Zhang, Miaoran; Shen, Xiaoyu; Davody, Ali; Kleinbauer, Thomas; Klakow, Dietrich
Publicado en: 2021 Conference on Empirical Methods in Natural Language Processing, Edición 07/11/2021, 2021
Editor: ACL

The effect of domain and diacritics in Yorùbá-English neural machine translation

Autores: Adelani, David,; Ruiter, Dana; Alabi, Jesujoba,; Adebonojo, Damilola; Ayeni, Adesina; Adeyemi, Mofetoluwa; Awokoya, Ayodele; Espana-Bonet, Cristina
Publicado en: 18th Biennial Machine Translation Summit, Edición 16/08/2021, 2021
Editor: AMTA

Benchmarking and challenges in security and privacy for voice biometrics

Autores: Bonastre, Jean-Francois; Delgado, Hector; Evans, Nicholas; Kinnunen, Tomi; Lee, Kong Aik; Liu, Xuechen; Nautsch, Andreas; Noe, Paul-Gauthier; Patino, Jose; Sahidullah, Md; Srivastava, Brij Mohan Lal; Todisco, Massimiliano; Tomashenko, Natalia; Vincent, Emmanuel; Wang, Xin; Yamagishi, Junichi
Publicado en: 1st ISCA Symposium on Security and Privacy in Speech Communication, Edición 10/11/2021, 2021
Editor: ISCA

Privacy-Preserving Adversarial Representation Learning in ASR: Reality or Illusion?

Autores: Srivastava, Brij Mohan Lal; Bellet, Aurélien; Tommasi, Marc; Vincent, Emmanuel
Publicado en: INTERSPEECH 2019, Edición 15/09/2019, 2019, Página(s) 3700-3704
Editor: ISCA

Introducing the VoicePrivacy initiative

Autores: Tomashenko, Natalia; Srivastava, Brij Mohan Lal,; Wang, Xin; Vincent, Emmanuel; Nautsch, Andreas; Yamagishi, Junichi; Evans, Nicholas; Patino, Jose; Bonastre, J.-F; Noé, Paul-Gauthier; Todisco, Massimiliano
Publicado en: INTERSPEECH 2020, Edición 25/10/2020, 2020
Editor: ISCA

Evaluating Voice Conversion-based Privacy Protection against Informed Attackers

Autores: Srivastava, Brij Mohan Lal; Vauquier, Nathalie; Sahidullah, Md; Bellet, Aurélien; Tommasi, Marc; Vincent, Emmanuel
Publicado en: 2020 IEEE International Conference on Acoustics, Speech, and Signal Processing, Edición 04/05/2020, 2020, Página(s) 2802-2806
Editor: IEEE

Investigating the Impact of Pre-trained Word Embeddings on Memorization in Neural Networks

Autores: Thomas, Aleena; Adelani, David; Davody, Ali; Mogadala, Aditya; Klakow, Dietrich
Publicado en: 23rd International Conference on Text, Speech and Dialogue, Edición 08/09/2020, 2020
Editor: Springer

Design Choices for X-vector Based Speaker Anonymization

Autores: Srivastava, Brij Mohan Lal; Tomashenko, Natalia; Wang, Xin; Vincent, Emmanuel; Yamagishi, Junichi; Maouche, Mohamed; Bellet, Aurélien; Tommasi, Marc
Publicado en: INTERSPEECH 2020, Edición 25/10/2020, 2020
Editor: ISCA

The COMPRISE Cloud Platform

Autores: Skadiņš, Raivis; Salimbajevs, Askars
Publicado en: 1st International Workshop on Language Technology Platforms, Edición 16/05/2020, 2020, Página(s) 108–111
Editor: European Language Resources Association

Using Privacy-Transformed Speech in the Automatic Speech Recognition Acoustic Model Training

Autores: Salimbajevs, Askars
Publicado en: 9th International Conference on Human Language Technologies – the Baltic Perspective, Edición 22/09/2020, 2020
Editor: IOS Press

Assessing Unintended Memorization in Neural Discriminative Sequence Models

Autores: Helali, Mossad; Kleinbauer, Thomas; Klakow, Dietrich
Publicado en: 23rd International Conference on Text, Speech and Dialogue, Edición 08/09/2020, 2020
Editor: Springer

Private Protocols for U-Statistics in the Local Model and Beyond

Autores: Bell, James; Bellet, Aurélien; Gascón, Adrià; Kulkarni, Tejas
Publicado en: International Conference on Artificial Intelligence and Statistics, Edición 27/08/2020, 2020, Página(s) 1573-1583
Editor: Proceedings of Machine Learning Research

Data Augmentation for Pipeline-Based Speech Translation

Autores: Alves, Diego; Salimbajevs, Askars; Pinnis, Mārcis
Publicado en: 9th International Conference on Human Language Technologies – the Baltic Perspective, Edición 22/09/2020, 2020
Editor: IOS Press

A Comparative Study of Speech Anonymization Metrics

Autores: Maouche, Mohamed; Srivastava, Brij Mohan Lal; Vauquier, Nathalie; Bellet, Aurélien; Tommasi, Marc; Vincent, Emmanuel
Publicado en: INTERSPEECH 2020, Edición 25/10/2020, 2020
Editor: ISCA

On Semi-Supervised LF-MMI Training of Acoustic Models with Limited Data

Autores: Sheikh, Imran; Vincent, Emmanuel; Illina, Irina
Publicado en: INTERSPEECH 2020, Edición 25/10/2020, 2020
Editor: ISCA

Achieving Multi-Accent ASR via Unsupervised Acoustic Model Adaptation

Autores: Turan, M. A. Tuğtekin; Vincent, Emmanuel; Jouvet, Denis
Publicado en: INTERSPEECH 2020, Edición 25/10/2020, 2020
Editor: ISCA

Privacy Guarantees for De-identifying Text Transformations

Autores: Adelani, David Ifeoluwa; Davody, Ali; Kleinbauer, Thomas; Klakow, Dietrich
Publicado en: INTERSPEECH 2020, Edición 25/10/2020, 2020
Editor: ISCA

Who Started this Rumor? Quantifying the Natural Differential Privacy Guarantees of Gossip Protocols

Autores: Bellet, Aurélien; Guerraoui, Rachid; Hendrikx, Hadrien
Publicado en: 34th International Symposium on Distributed Computing, Edición 12/10/2020, 2020
Editor: LIPIcs

Fully Decentralized Joint Learning of Personalized Models and Collaboration Graphs

Autores: Zantedeschi, Valentina; Bellet, Aurélien; Tommasi, Marc
Publicado en: 23rd International Conference on Artificial Intelligence and Statistics, Edición 26/08/2020, 2020
Editor: PMLR

Anonymisation and re-identification risk for voice data

Autores: Moretón, Alvaro; Jaramillo, Ariadna
Publicado en: European Data Protection Law Review, Edición 19/07/2021, 2021, ISSN 2364-284X
Editor: Lexxion

MasakhaNER: Named Entity Recognition for African Languages

Autores: David Ifeoluwa Adelani; Jade Abbott; Graham Neubig; Daniel D’souza; Julia Kreutzer; Constantine Lignos; Chester Palen-Michel; Happy Buzaaba; Shruti Rijhwani; Sebastian Ruder; Stephen Mayhew; Israel Abebe Azime; Shamsuddeen H. Muhammad; Chris Chinenye Emezue; Joyce Nakatumba-Nabende; Perez Ogayo; Aremu Anuoluwapo; Catherine Gitau; Derguene Mbaye; Jesujoba Alabi; Seid Muhie Yimam; Tajuddeen Rabiu
Publicado en: Transactions of the ACL, Edición 07/10/2021, 2021, ISSN 2307-387X
Editor: MIT Press
DOI: 10.1162/tacl_a_00416

How can Private Information Recorded by Voice-Enabled Systems be Identified?

Autores: Moretón Poch, Álvaro; Jaramillo, Ariadna
Publicado en: European Data Protection Law Review, Edición to appear, 2020, ISSN 2364-2831
Editor: Lexxion

Monolingual and cross-lingual intent detection without training data in target languages

Autores: Jurgita Kapočiūtė-Dzikienė; Askars Salimbajevs; Raivis Skadiņš
Publicado en: Electronics, Edición 11/06/2021, 2021, ISSN 2079-9292
Editor: MDPI
DOI: 10.3390/electronics10121412

The VoicePrivacy 2020 Challenge: Results and findings

Autores: Tomashenko, Natalia; Wang, Xin; Vincent, Emmanuel; Patino, Jose; Srivastava, Brij Mohan Lal; Noé, Paul-Gauthier; Nautsch, Andreas; Evans, Nicholas; Yamagishi, Junichi; O'Brien, Benjamin; Chanclu, Anaïs; Bonastre, Jean-François; Todisco, Massimiliano; Maouche, Mohamed
Publicado en: Computer Speech and Language, Edición to appear, 2022, ISSN 1095-8363
Editor: Elsevier

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Resultado final

Publicaciones

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