A Sequence Classification Framework for Human Language Technology

CORDIS fournit des liens vers les livrables publics et les publications des projets HORIZON.

Les liens vers les livrables et les publications des projets du 7e PC, ainsi que les liens vers certains types de résultats spécifiques tels que les jeux de données et les logiciels, sont récupérés dynamiquement sur OpenAIRE .

Publications

Comparing the Benefit of Synthetic Training Data for Various Automatic Speech Recognition Architectures

Auteurs: Nick Rossenbach, Mohammad Zeineldeen, Benedikt Hilmes, Ralf Schlüter, Hermann Ney
Publié dans: ACL-IJCNLP 2021 Workshop on Document-grounded Dialogue and Conversational QA, 2021
Éditeur: arXiv

LSTM Language Models for LVCSR in First-Pass Decoding and Lattice-Rescoring

Auteurs: Beck, Eugen; Zhou, Wei; Schlüter, Ralf; Ney, Hermann
Publié dans: Numéro 32, 2019
Éditeur: arXiv

Towards a Better Evaluation of Metrics for Machine Translation

Auteurs: Peter Stanchev, Weiyue Wang, Hermann Ney
Publié dans: 5th Conference on Machine Translation (WMT), 2020
Éditeur: Association for Computational Linguistics

Cascaded Span Extraction and Response Generation for Document-Grounded Dialog

Auteurs: Nico Daheim, David Thulke, Christian Dugast, Hermann Ney
Publié dans: ACL-IJCNLP 2021 Workshop on Document-grounded Dialogue and Conversational QA, 2021
Éditeur: arXiv

A systematic comparison of grapheme-based vs. phoneme-based label units for encoder-decoder-attention models

Auteurs: Zeineldeen, Mohammad; Zeyer, Albert; Zhou, Wei; Ng, Thomas; Schlüter, Ralf; Ney, Hermann
Publié dans: Numéro 5, 2020
Éditeur: arXiv

Integrated Training for Sequence-to-Sequence Models Using Non-Autoregressive Transformer

Auteurs: Evgeniia Tokarchuk, Jan Rosendahl, Weiyue Wang, Pavel Petrushkov, Tomer Lancewicki, Shahram Khadivi, Hermann Ney
Publié dans: International Workshop on Spoken Language Translation, IWSLT 2021, 2021
Éditeur: Association for Computational Linguistics

Investigation on Data Adaptation Techniques for Neural Named Entity Recognition

Auteurs: Evgeniia Tokarchuk, David Thulke, Weiyue Wang, Christian Dugast, Hermann Ney
Publié dans: ACL-IJCNLP 2021 Student Research Workshop, 2021
Éditeur: Association for Computational Linguistics

Feature Replacement and Combination for Hybrid ASR Systems

Auteurs: Peter Vieting, Christoph Lüscher, Wilfried Michel, Ralf Schlüter, Hermann Ney
Publié dans: 2021
Éditeur: arXiv

Investigating Methods to Improve Language Model Integration for Attention-based Encoder-Decoder ASR Models

Auteurs: Mohammad Zeineldeen, Aleksandr Glushko, Wilfried Michel, Albert Zeyer, Ralf Schlüter, Hermann Ney
Publié dans: Interspeech 2021, 2021
Éditeur: arXiv

Cascaded Span Extraction and Response Generation for Document-Grounded Dialog

Auteurs: Nico Daheim, David Thulke, Christian Dugast, Hermann Ney
Publié dans: 2021
Éditeur: arXiv

Investigation of Transformer-based Latent Attention Models for Neural Machine Translation

Auteurs: Parnia Bahar, Nikita Makarov, Hermann Ney
Publié dans: 14th Biennial Conference of the Association for Machine Translation in the Americas, 2020
Éditeur: Contribution to a conference proceedings

On Sampling-Based Training Criteria for Neural Language Modeling

Auteurs: Yingbo Gao, David Thulke, Alexander Gerstenberger, Khoa Viet Tran, Ralf Schlüter, Hermann Ney
Publié dans: Interspeech 2021, 2021
Éditeur: arXiv

Towards a Better Understanding of Label Smoothing in Neural Machine Translation

Auteurs: Yingbo Gao, Weiyue Wang, Christian Herold, Zijian Yang, Hermann Ney
Publié dans: 1st Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 10th International Joint Conference on Natural Language Processing, 2020
Éditeur: Association for Computational Linguistics

A study of latent monotonic attention variants

Auteurs: Zeyer, Albert; Schlüter, Ralf; Ney, Hermann
Publié dans: Numéro 11, 2021
Éditeur: arXiv

Transformer-Based Direct Hidden Markov Model for Machine Translation

Auteurs: Weiyue Wang, Zijian Yang, Yingbo Gao, Hermann Ney
Publié dans: ACL-IJCNLP 2021 Student Research Workshop, 2021
Éditeur: Association for Computational Linguistics

Towards Consistent Hybrid HMM Acoustic Modeling

Auteurs: Tina Raissi, Eugen Beck, Ralf Schlüter, Hermann Ney
Publié dans: 2021
Éditeur: arXiv

Two-Way Neural Machine Translation: A Proof of Concept for Bidirectional Translation Modeling using a Two-Dimensional Grid

Auteurs: Parnia Bahar; Christopher Brix; Hermann Ney
Publié dans: 6 Seiten (2020). doi:10.18154/RWTH-2021-02586, Numéro 10, 2020
Éditeur: IEEE
DOI: 10.18154/rwth-2021-02586

Diving Deep into Context-Aware Neural Machine Translation

Auteurs: Huo, Jingjing; Herold, Christian; Gao, Yingbo; Dahlmann, Leonard; Khadivi, Shahram; Ney, Hermann
Publié dans: Numéro 21, 2020
Éditeur: arXiv

Equivalence of Segmental and Neural Transducer Modeling: A Proof of Concept

Auteurs: Wei Zhou, Albert Zeyer, André Merboldt, Ralf Schlüter, Hermann Ney
Publié dans: Interspeech 2021, 2021
Éditeur: arXiv

Predicting and Using Target Length in Neural Machine Translation

Auteurs: Zijian Yang, Yingbo Gao, Weiyue Wang, Hermann Ney
Publié dans: 1st Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 10th International Joint Conference on Natural Language Processing, 2020
Éditeur: Association for Computational Linguistics

RWTH ASR Systems for LibriSpeech: Hybrid vs Attention

Auteurs: Christoph Lüscher, Eugen Beck, Kazuki Irie, Markus Kitza, Wilfried Michel, Albert Zeyer, Ralf Schlüter, Hermann Ney
Publié dans: Interspeech 2019, 2019, Page(s) 231-235
Éditeur: ISCA
DOI: 10.21437/interspeech.2019-1780

The Rwth Asr System for Ted-Lium Release 2: Improving Hybrid Hmm With Specaugment

Auteurs: Wei Zhou, Wilfried Michel, Kazuki Irie, Markus Kitza, Ralf Schluter, Hermann Ney
Publié dans: ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2020, Page(s) 7839-7843, ISBN 978-1-5090-6631-5
Éditeur: IEEE
DOI: 10.1109/icassp40776.2020.9053573

Full-Sum Decoding for Hybrid Hmm Based Speech Recognition Using LSTM Language Model

Auteurs: Wei Zhou, Ralf Schluter, Hermann Ney
Publié dans: ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2020, Page(s) 7834-7838, ISBN 978-1-5090-6631-5
Éditeur: IEEE
DOI: 10.1109/icassp40776.2020.9053010

uniblock: Scoring and Filtering Corpus with Unicode Block Information.

Auteurs: Yingbo Gao; Weiyue Wang; Hermann Ney
Publié dans: EMNLP/IJCNLP (1), Numéro 11, 2019
Éditeur: Conference on Empirical Methods in Natural Language Processing
DOI: 10.18154/rwth-conv-240319

Investigation of Large-Margin Softmax in Neural Language Modeling

Auteurs: Jingjing Huo, Yingbo Gao, Weiyue Wang, Ralf Schlüter, Hermann Ney
Publié dans: Interspeech 2020, 2020, Page(s) 3645-3649
Éditeur: ISCA
DOI: 10.21437/interspeech.2020-1849

EED: Extended Edit Distance Measure for Machine Translation

Auteurs: Peter Stanchev, Weiyue Wang, Hermann Ney
Publié dans: Proceedings of the Fourth Conference on Machine Translation (Volume 2: Shared Task Papers, Day 1), 2019, Page(s) 514-520
Éditeur: Association for Computational Linguistics
DOI: 10.18653/v1/w19-5359

Phoneme Based Neural Transducer for Large Vocabulary Speech Recognition

Auteurs: Wei Zhou, Simon Berger, Ralf Schluter, Hermann Ney
Publié dans: ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2021, Page(s) 5644-5648, ISBN 978-1-7281-7605-5
Éditeur: IEEE
DOI: 10.1109/icassp39728.2021.9413648

Improving Unsupervised Word-by-Word Translation with Language Model and Denoising Autoencoder

Auteurs: Yunsu Kim, Jiahui Geng, Hermann Ney
Publié dans: Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, 2018, Page(s) 862-868
Éditeur: Association for Computational Linguistics
DOI: 10.18653/v1/d18-1101

A Comparison of Transformer and LSTM Encoder Decoder Models for ASR

Auteurs: Albert Zeyer, Parnia Bahar, Kazuki Irie, Ralf Schluter, Hermann Ney
Publié dans: 2019 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU), 2019, Page(s) 8-15, ISBN 978-1-7281-0306-8
Éditeur: IEEE
DOI: 10.1109/asru46091.2019.9004025

Unifying Input and Output Smoothing in Neural Machine Translation

Auteurs: Yingbo Gao, Baohao Liao, Hermann Ney
Publié dans: Proceedings of the 28th International Conference on Computational Linguistics, 2020, Page(s) 4361-4372
Éditeur: International Committee on Computational Linguistics
DOI: 10.18653/v1/2020.coling-main.386

Effective Cross-lingual Transfer of Neural Machine Translation Models without Shared Vocabularies

Auteurs: Yunsu Kim, Yingbo Gao, Hermann Ney
Publié dans: Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics, 2019, Page(s) 1246-1257
Éditeur: Association for Computational Linguistics
DOI: 10.18653/v1/p19-1120

A New Training Pipeline for an Improved Neural Transducer

Auteurs: Albert Zeyer, André Merboldt, Ralf Schlüter, Hermann Ney
Publié dans: Interspeech 2020, 2020, Page(s) 2812-2816
Éditeur: ISCA
DOI: 10.21437/interspeech.2020-1855

Early Stage LM Integration Using Local and Global Log-Linear Combination

Auteurs: Wilfried Michel, Ralf Schlüter, Hermann Ney
Publié dans: Interspeech 2020, 2020, Page(s) 3605-3609
Éditeur: ISCA
DOI: 10.21437/interspeech.2020-2675

Analysis of Deep Clustering as Preprocessing for Automatic Speech Recognition of Sparsely Overlapping Speech

Auteurs: Tobias Menne, Ilya Sklyar, Ralf Schlüter, Hermann Ney
Publié dans: Interspeech 2019, 2019, Page(s) 2638-2642
Éditeur: ISCA
DOI: 10.21437/interspeech.2019-1728

On Using SpecAugment for End-to-End Speech Translation

Auteurs: Bahar, Parnia; Zeyer, Albert; Schlüter, Ralf; Ney, Hermann
Publié dans: Numéro 12, 2019
Éditeur: IWST
DOI: 10.5281/zenodo.3525010

Acoustic Data-Driven Subword Modeling for End-to-End Speech Recognition

Auteurs: Wei Zhou, Mohammad Zeineldeen, Zuoyun Zheng, Ralf Schlüter, Hermann Ney
Publié dans: 2021
Éditeur: arXiv

Learning Bilingual Sentence Embeddings via Autoencoding and Computing Similarities with a Multilayer Perceptron

Auteurs: Yunsu Kim, Hendrik Rosendahl, Nick Rossenbach, Jan Rosendahl, Shahram Khadivi, Hermann Ney
Publié dans: Proceedings of the 4th Workshop on Representation Learning for NLP (RepL4NLP-2019), 2019, Page(s) 61-71
Éditeur: Association for Computational Linguistics
DOI: 10.18653/v1/w19-4309

Biasing Attention-Based Recurrent Neural Networks Using External Alignment Information

Auteurs: Tamer Alkhouli, Hermann Ney
Publié dans: Proceedings of the Second Conference on Machine Translation, 2017, Page(s) 108-117
Éditeur: Association for Computational Linguistics
DOI: 10.18653/v1/w17-4711

Successfully Applying the Stabilized Lottery Ticket Hypothesis to the Transformer Architecture

Auteurs: Christopher Brix, Parnia Bahar, Hermann Ney
Publié dans: Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics, 2020, Page(s) 3909-3915
Éditeur: Association for Computational Linguistics
DOI: 10.18653/v1/2020.acl-main.360

Data Filtering using Cross-Lingual Word Embeddings

Auteurs: Christian Herold, Jan Rosendahl, Joris Vanvinckenroye, Hermann Ney
Publié dans: Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 2021, Page(s) 162-172
Éditeur: Association for Computational Linguistics
DOI: 10.18653/v1/2021.naacl-main.15

The RWTH Aachen University Filtering System for the WMT 2018 Parallel Corpus Filtering Task

Auteurs: Nick Rossenbach, Jan Rosendahl, Yunsu Kim, Miguel Graça, Aman Gokrani, Hermann Ney
Publié dans: Proceedings of the Third Conference on Machine Translation: Shared Task Papers, 2018, Page(s) 946-954
Éditeur: Association for Computational Linguistics
DOI: 10.18653/v1/w18-6487

Training Language Models for Long-Span Cross-Sentence Evaluation

Auteurs: Kazuki Irie, Albert Zeyer, Ralf Schluter, Hermann Ney
Publié dans: 2019 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU), 2019, Page(s) 419-426, ISBN 978-1-7281-0306-8
Éditeur: IEEE
DOI: 10.1109/asru46091.2019.9003788

Context-Dependent Acoustic Modeling Without Explicit Phone Clustering

Auteurs: Tina Raissi, Eugen Beck, Ralf Schlüter, Hermann Ney
Publié dans: Interspeech 2020, 2020, Page(s) 4377-4381
Éditeur: ISCA
DOI: 10.21437/interspeech.2020-1244

Tight Integrated End-to-End Training for Cascaded Speech Translation

Auteurs: Parnia Bahar, Tobias Bieschke, Ralf Schluter, Hermann Ney
Publié dans: 2021 IEEE Spoken Language Technology Workshop (SLT), 2021, Page(s) 950-957, ISBN 978-1-7281-7066-4
Éditeur: IEEE
DOI: 10.1109/slt48900.2021.9383462

Frame-Level MMI as A Sequence Discriminative Training Criterion for LVCSR

Auteurs: Wilfried Michel, Ralf Schluter, Hermann Ney
Publié dans: ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2020, Page(s) 6904-6908, ISBN 978-1-5090-6631-5
Éditeur: IEEE
DOI: 10.1109/icassp40776.2020.9053499

Language Modeling with Deep Transformers

Auteurs: Kazuki Irie, Albert Zeyer, Ralf Schlüter, Hermann Ney
Publié dans: Interspeech 2019, 2019, Page(s) 3905-3909
Éditeur: ISCA
DOI: 10.21437/interspeech.2019-2225

Domain Robust, Fast, and Compact Neural Language Models

Auteurs: Alexander Gerstenberger, Kazuki Irie, Pavel Golik, Eugen Beck, Hermann Ney
Publié dans: ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2020, Page(s) 7954-7958, ISBN 978-1-5090-6631-5
Éditeur: IEEE
DOI: 10.1109/icassp40776.2020.9054399

Layer-Normalized LSTM for Hybrid-Hmm and End-To-End ASR

Auteurs: Mohammad Zeineldeen, Albert Zeyer, Ralf Schluter, Hermann Ney
Publié dans: ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2020, Page(s) 7679-7683, ISBN 978-1-5090-6631-5
Éditeur: IEEE
DOI: 10.1109/icassp40776.2020.9053635

Pivot-based Transfer Learning for Neural Machine Translation between Non-English Languages

Auteurs: Yunsu Kim, Petre Petrov, Pavel Petrushkov, Shahram Khadivi, Hermann Ney
Publié dans: Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP), 2019, Page(s) 866-876
Éditeur: Association for Computational Linguistics
DOI: 10.18653/v1/d19-1080

When and Why is Document-level Context Useful in Neural Machine Translation?

Auteurs: Yunsu Kim, Duc Thanh Tran, Hermann Ney
Publié dans: Proceedings of the Fourth Workshop on Discourse in Machine Translation (DiscoMT 2019), 2019, Page(s) 24-34
Éditeur: Association for Computational Linguistics
DOI: 10.18653/v1/d19-6503

Generating Synthetic Audio Data for Attention-Based Speech Recognition Systems

Auteurs: Nick Rossenbach, Albert Zeyer, Ralf Schluter, Hermann Ney
Publié dans: ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2020, Page(s) 7069-7073, ISBN 978-1-5090-6631-5
Éditeur: IEEE
DOI: 10.1109/icassp40776.2020.9053008

How Much Self-Attention Do We Needƒ Trading Attention for Feed-Forward Layers

Auteurs: Kazuki Irie, Alexander Gerstenberger, Ralf Schluter, Hermann Ney
Publié dans: ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2020, Page(s) 6154-6158, ISBN 978-1-5090-6631-5
Éditeur: IEEE
DOI: 10.1109/icassp40776.2020.9054324

RETURNN as a Generic Flexible Neural Toolkit with Application to Translation and Speech Recognition

Auteurs: Albert Zeyer, Tamer Alkhouli, Hermann Ney
Publié dans: Proceedings of ACL 2018, System Demonstrations, 2018, Page(s) 128-133
Éditeur: Association for Computational Linguistics
DOI: 10.18653/v1/p18-4022

The RWTH Aachen Machine Translation Systems for IWSLT 2017

Auteurs: Parnia Bahar, Jan Rosendahl, Nick Rossenbach, and Hermann Ney
Publié dans: 14th IWSLT International Workshop on Spoken Language Translation, Numéro annual, 2017, Page(s) 29-34
Éditeur: In International Workshop on Spoken Language Translation
DOI: 10.18154/rwth-conv-220570

Prediction of LSTM-RNN Full Context States as a Subtask for N-Gram Feedforward Language Models

Auteurs: Kazuki Irie, Zhihong Lei, Ralf Schluter, Hermann Ney
Publié dans: 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2018, Page(s) 6104-6108, ISBN 978-1-5386-4658-8
Éditeur: IEEE
DOI: 10.1109/icassp.2018.8461743

Neural Hidden Markov Model for Machine Translation

Auteurs: Weiyue Wang, Derui Zhu, Tamer Alkhouli, Zixuan Gan, Hermann Ney
Publié dans: Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers), 2018, Page(s) 377-382
Éditeur: Association for Computational Linguistics
DOI: 10.18653/v1/p18-2060

Improved Training of End-to-end Attention Models for Speech Recognition

Auteurs: Albert Zeyer, Kazuki Irie, Ralf Schlüter, Hermann Ney
Publié dans: Interspeech 2018, 2018, Page(s) 7-11
Éditeur: ISCA
DOI: 10.21437/interspeech.2018-1616

Hybrid Neural Network Alignment and Lexicon Model in Direct HMM for Statistical Machine Translation

Auteurs: Weiyue Wang, Tamer Alkhouli, Derui Zhu, Hermann Ney
Publié dans: Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers), Numéro annual, 2017, Page(s) 125-131
Éditeur: Association for Computational Linguistics
DOI: 10.18653/v1/P17-2020

Speaker Adapted Beamforming for Multi-Channel Automatic Speech Recognition

Auteurs: Tobias Menne, Ralf Schluter, Hermann Ney
Publié dans: 2018 IEEE Spoken Language Technology Workshop (SLT), 2018, Page(s) 535-541, ISBN 978-1-5386-4334-1
Éditeur: IEEE
DOI: 10.1109/slt.2018.8639547

Improving Neural Language Models with Weight Norm Initialization and Regularization

Auteurs: C. Herold, Y. Gao, H. Ney
Publié dans: EMNLP 2018 Third Conference on Machine Translation (WMT 2018), volume 1, Numéro annual, 2018, Page(s) 93-100
Éditeur: ACL (Association for Computational Linguistics)
DOI: 10.18653/v1/w18-64010

The RWTH Aachen University Supervised Machine Translation Systems for WMT 2018

Auteurs: J. Schamper, J. Rosendahl, P. Bahar, Y. Kim, A. Nix, and H. Ney
Publié dans: EMNLP 2018 Third Conference on Machine Translation (WMT 2018), Numéro annual, 2018
Éditeur: Association for Computational Linguistics (ACL)
DOI: 10.18653/v1/w18-64053

The RWTH Aachen University Filtering System for the WMT 2018 Parallel Corpus Filtering Task

Auteurs: N. Rossenbach, J. Rosendahl, Y. Kim, M. Graça, A. Gokrani, and H. Ney
Publié dans: EMNLP 2018 Third Conference on Machine Translation (WMT 2018), Numéro annual, 2018
Éditeur: Association for Computational Linguistics (ACL)
DOI: 10.18653/v1/w18-64115

On The Alignment Problem in Multi-Head Attention-Based Neural Machine Translation

Auteurs: T. Alkhouli, G. Bretschner, and H. Ney
Publié dans: EMNLP 2018 Third Conference on Machine Translation (WMT 2018), Numéro annual, 2018, Page(s) 177-185
Éditeur: Association for Computational Linguistics (ACL)
DOI: 10.18653/v1/w18-64018

Investigation on Estimation of Sentence Probability by Combining Forward, Backward and Bi-directional LSTM-RNNs

Auteurs: Kazuki Irie, Zhihong Lei, Liuhui Deng, Ralf Schlüter, Hermann Ney
Publié dans: Interspeech 2018, Numéro annual, 2018, Page(s) 392-395
Éditeur: ISCA
DOI: 10.21437/interspeech.2018-1766

The RWTH Aachen University English-German and German-English Unsupervised Neural Machine Translation Systems for WMT 2018

Auteurs: M. Graça, Y. Kim, J. Schamper, J. Geng, and H. Ney
Publié dans: EMNLP 2018 Third Conference on Machine Translation (WMT 2018), Numéro annual, 2018
Éditeur: Association for Computational Linguistics (ACL)
DOI: 10.18653/v1/w18-64036

Deep fisher faces

Auteurs: Harald Hanselmann, Shen Yan, Hermann Ney
Publié dans: Procedings of the British Machine Vision Conference 2017, 2017, ISBN 1-901725-60-X
Éditeur: British Machine Vision Association
DOI: 10.5244/c.31.165

Sisyphus, a Workflow Manager Designed for Machine Translation and Automatic Speech Recognition

Auteurs: Jan-Thorsten Peter, Eugen Beck, Hermann Ney
Publié dans: Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing: System Demonstrations, 2018, Page(s) 84-89
Éditeur: Association for Computational Linguistics
DOI: 10.18653/v1/d18-2015

The RWTH Aachen University English-German and German-English Machine Translation System for WMT 2017

Auteurs: Jan-Thorsten Peter, Andreas Guta, Tamer Alkhouli, Parnia Bahar, Jan Rosendahl, Nick Rossenbach, Miguel Graça, Hermann Ney
Publié dans: Proceedings of the Second Conference on Machine Translation, 2017, Page(s) 358-365
Éditeur: Association for Computational Linguistics
DOI: 10.18653/v1/w17-4735

The RWTH/UPB system combination for the CHiME 2018 Workshop

Auteurs: Markus Kitza, Wilfried Michel, Christoph Boeddeker, Jens Heitkaemper, Tobias Menne, Ralf Schlüter, Hermann Ney, Joerg Schmalenstroeer, Lukas Drude, Jahn Heymann, Reinhold Haeb-Umbach
Publié dans: CHiME 2018 Workshop on Speech Processing in Everyday Environments, 2018, Page(s) 53-57
Éditeur: ISCA
DOI: 10.21437/chime.2018-12

Comparison of BLSTM-Layer-Specific Affine Transformations for Speaker Adaptation

Auteurs: Markus Kitza, Ralf Schlüter, Hermann Ney
Publié dans: Interspeech 2018, Numéro Interspeech, 2018, Page(s) 877-881
Éditeur: ISCA
DOI: 10.21437/interspeech.2018-2022

On Using 2D Sequence-to-sequence Models for Speech Recognition

Auteurs: Parnia Bahar, Albert Zeyer, Ralf Schluter, Hermann Ney
Publié dans: ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2019, Page(s) 5671-5675, ISBN 978-1-4799-8131-1
Éditeur: IEEE
DOI: 10.1109/icassp.2019.8682155

Towards Two-Dimensional Sequence to Sequence Model in Neural Machine Translation

Auteurs: Parnia Bahar, Christopher Brix, Hermann Ney
Publié dans: Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, 2018, Page(s) 3009-3015
Éditeur: Association for Computational Linguistics
DOI: 10.18653/v1/d18-1335

Investigation into Joint Optimization of Single Channel Speech Enhancement and Acoustic Modeling for Robust ASR

Auteurs: Tobias Menne, Ralf Schluter, Hermann Ney
Publié dans: ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2019, Page(s) 6660-6664, ISBN 978-1-4799-8131-1
Éditeur: IEEE
DOI: 10.1109/icassp.2019.8682460

Parallel Neural Network Features for Improved Tandem Acoustic Modeling

Auteurs: Zoltán Tüske, Wilfried Michel, Ralf Schlüter, Hermann Ney
Publié dans: Interspeech 2017, Numéro annual, 2017, Page(s) 1651-1655
Éditeur: ISCA
DOI: 10.21437/interspeech.2017-1747

Improving Unsupervised Word-by-Word Translation with Language Model and Denoising Autoencoder

Auteurs: Y. Kim, J. Geng, and H. Ney
Publié dans: Conference on Empirical Methods in Natural Language Processing (EMNLP), Numéro annual, 2018
Éditeur: Association for Computational Linguistics (ACL)

CTC in the Context of Generalized Full-Sum HMM Training

Auteurs: Albert Zeyer, Eugen Beck, Ralf Schlüter, Hermann Ney
Publié dans: Interspeech 2017, Numéro annual, 2017, Page(s) 944-948
Éditeur: ISCA
DOI: 10.21437/interspeech.2017-1073

Segmental Encoder-Decoder Models for Large Vocabulary Automatic Speech Recognition

Auteurs: Eugen Beck, Mirko Hannemann, Patrick Dötsch, Ralf Schlüter, Hermann Ney
Publié dans: Interspeech 2018, Numéro annual, 2018, Page(s) 766-770
Éditeur: ISCA
DOI: 10.21437/interspeech.2018-1212

Learning Acoustic Features from the Raw Waveform for Automatic Speech Recognition

Auteurs: T. Menne, Z. Tüske, R. Schlüter, and H. Ney
Publié dans: 44. Jahrestagung für Akustik der Deutschen Gesellschaft für Akustik, Numéro annual, 2018, Page(s) 1533-1536
Éditeur: Deutsche Gesellschaft für Akustik

Sequence Modeling and Alignment for LVCSR-Systems

Auteurs: E. Beck, A. Zeyer, P. Doetsch, A. Merboldt, R. Schlüter, and H. Ney
Publié dans: ITG Conference on Speech Communication (ITG), Numéro annual, 2018
Éditeur: Informationstechnische Gesellschaft (ITG)

Investigation on LSTM Recurrent N-gram Language Models for Speech Recognition

Auteurs: Zoltán Tüske, Ralf Schlüter, Hermann Ney
Publié dans: Interspeech 2018, Numéro annual, 2018, Page(s) 3358-3362
Éditeur: ISCA
DOI: 10.21437/interspeech.2018-2476

Acoustic Modeling of Speech Waveform Based on Multi-Resolution, Neural Network Signal Processing

Auteurs: Zoltan Tuske, Ralf Schluter, Hermann Ney
Publié dans: 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Numéro annual, 2018, Page(s) 4859-4863, ISBN 978-1-5386-4658-8
Éditeur: IEEE
DOI: 10.1109/icassp.2018.8461871

A Comparative Study on End-to-End Speech to Text Translation

Auteurs: Parnia Bahar, Tobias Bieschke, Hermann Ney
Publié dans: 2019 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU), 2019, Page(s) 792-799, ISBN 978-1-7281-0306-8
Éditeur: IEEE
DOI: 10.1109/asru46091.2019.9003774

Exploring Kernel Functions in the Softmax Layer for Contextual Word Classification

Auteurs: Gao, Yingbo; Herold, Christian; Wang, Weiyue; Ney, Hermann
Publié dans: 16th International Workshop on Spoken Language Translation 2019<br/>16th International Workshop on Spoken Language Translation, IWSLT 2019, Hong Kong, Peoples R China, on November 02 and 03, 2019-11-02 - 2019-11-03, Numéro 11, 2019
Éditeur: IWSLT
DOI: 10.5281/zenodo.3524999

A Comprehensive Study of Residual CNNS for Acoustic Modeling in ASR

Auteurs: Vitalii Bozheniuk, Albert Zeyer, Ralf Schluter, Hermann Ney
Publié dans: ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2020, Page(s) 7674-7678, ISBN 978-1-5090-6631-5
Éditeur: IEEE
DOI: 10.1109/icassp40776.2020.9052931

Multi-Agent Mutual Learning at Sentence-Level and Token-Level for Neural Machine Translation

Auteurs: Baohao Liao, Yingbo Gao, Hermann Ney
Publié dans: Findings of the Association for Computational Linguistics: EMNLP 2020, 2020, Page(s) 1715-1724
Éditeur: Association for Computational Linguistics
DOI: 10.18653/v1/2020.findings-emnlp.155

Robust Beam Search for Encoder-Decoder Attention Based Speech Recognition Without Length Bias

Auteurs: Wei Zhou, Ralf Schlüter, Hermann Ney
Publié dans: Interspeech 2020, 2020, Page(s) 1768-1772
Éditeur: ISCA
DOI: 10.21437/interspeech.2020-1958

Neural Language Modeling for Named Entity Recognition

Auteurs: Zhihong Lei, Weiyue Wang, Christian Dugast, Hermann Ney
Publié dans: Proceedings of the 28th International Conference on Computational Linguistics, 2020, Page(s) 6937-6941
Éditeur: International Committee on Computational Linguistics
DOI: 10.18653/v1/2020.coling-main.612

Exploring A Zero-Order Direct Hmm Based on Latent Attention for Automatic Speech Recognition

Auteurs: Parnia Bahar, Nikita Makarov, Albert Zeyer, Ralf Schluter, Hermann Ney
Publié dans: ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2020, Page(s) 7854-7858, ISBN 978-1-5090-6631-5
Éditeur: IEEE
DOI: 10.1109/icassp40776.2020.9054545

Cumulative Adaptation for BLSTM Acoustic Models

Auteurs: Markus Kitza, Pavel Golik, Ralf Schlüter, Hermann Ney
Publié dans: Interspeech 2019, 2019, Page(s) 754-758
Éditeur: ISCA
DOI: 10.21437/interspeech.2019-2162

Generalizing Back-Translation in Neural Machine Translation

Auteurs: Miguel Graça, Yunsu Kim, Julian Schamper, Shahram Khadivi, Hermann Ney
Publié dans: Proceedings of the Fourth Conference on Machine Translation (Volume 1: Research Papers), 2019, Page(s) 45-52
Éditeur: Association for Computational Linguistics
DOI: 10.18653/v1/w19-5205

Comparison of Lattice-Free and Lattice-Based Sequence Discriminative Training Criteria for LVCSR

Auteurs: Wilfried Michel, Ralf Schlüter, Hermann Ney
Publié dans: Interspeech 2019, 2019, Page(s) 1601-1605
Éditeur: ISCA
DOI: 10.21437/interspeech.2019-2254

A comprehensive analysis on attention models

Auteurs: Zeyer, Albert; Merboldt, André; Schlüter, Ralf; Ney, Hermann
Publié dans: Numéro 1, 2019
Éditeur: NeurIPS
DOI: 10.18154/rwth-2019-03648

Analysis of Positional Encodings for Neural Machine Translation

Auteurs: Jan Rosendahl, Viet Anh Khoa Tran, Weiyue Wang, Hermann Ney
Publié dans: International Workshop on Spoken Language Translation, 2019
Éditeur: IWSLT

Generating Alignments Using Target Foresight in Attention-Based Neural Machine Translation

Auteurs: Jan-Thorsten Peter, Arne Nix, Hermann Ney
Publié dans: The Prague Bulletin of Mathematical Linguistics, Numéro 108/1, 2017, ISSN 1804-0462
Éditeur: In Conference of the European Association for Machine Translation
DOI: 10.1515/pralin-2017-0006

Empirical Investigation of Optimization Algorithms in Neural Machine Translation

Auteurs: Parnia Bahar, Tamer Alkhouli, Jan-Thorsten Peter, Christopher Jan-Steffen Brix, Hermann Ney
Publié dans: The Prague Bulletin of Mathematical Linguistics, Numéro 108/1, 2017, Page(s) 13-26, ISSN 1804-0462
Éditeur: In Conference of the European Association for Machine Translation
DOI: 10.1515/pralin-2017-0005

Upper and Lower Tight Error Bounds for Feature Omission with an Extension to Context Reduction

Auteurs: Ralf Schluter, Eugen Beck, Hermann Ney
Publié dans: IEEE Transactions on Pattern Analysis and Machine Intelligence, Numéro 41/2, 2019, Page(s) 502-514, ISSN 0162-8828
Éditeur: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tpami.2017.2788434

Inverted Alignments for End-to-End Automatic Speech Recognition

Auteurs: Patrick Doetsch, Mirko Hannemann, Ralf Schluter, Hermann Ney
Publié dans: IEEE Journal of Selected Topics in Signal Processing, Numéro 11/8, 2017, Page(s) 1265-1273, ISSN 1932-4553
Éditeur: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jstsp.2017.2752691

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