SUMMA - Scalable Understanding of Mulitingual Media

Research output

Research output per year 2015 2017 2018 2021

• 53 Conference contribution
• 4 Article
• 1 Chapter (peer-reviewed)
• 1 Poster

Research output per year

Research output per year

Search results

• 2021

  Text Generation from Discourse Representation Structures

  Liu, J., Cohen, S. B. & Lapata, M., 6 Jun 2021, Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies. Online: Association for Computational Linguistics, p. 397-415 19 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Semantics 100%
• 2020

  A Latent Morphology Model for Open-Vocabulary Neural Machine Translation

  Ataman, D., Aziz, W. & Birch, A., 30 Apr 2020, Proceedings of the International Conference on Learning Representations 2020. p. 1-15 15 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Word processing 100%
  • Statistics 52%
  • Semantics 47%

• Speaker adaptive training using model agnostic meta-learning

  Klejch, O., Fainberg, J., Bell, P. & Renals, S., 20 Feb 2020, 2019 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU). Institute of Electrical and Electronics Engineers (IEEE), p. 881-888 8 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Neural networks 100%
  • Acoustics 67%
• 2019

  On the Importance of Word Boundaries in Character-level Neural Machine Translation

  Ataman, D., Firat, O., Di Gangi, M. A., Federico, M. & Birch, A., 4 Nov 2019, Proceedings of the 3rd Workshop on Neural Generation and Translation. Hong Kong: Association for Computational Linguistics, p. 187-193 7 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Decoding 100%

• Lattice-based lightly-supervised acoustic model training

  Fainberg, J., Klejch, O., Renals, S. & Bell, P., 19 Sep 2019, Proceedings Interspeech 2019. International Speech Communication Association, p. 1596-1600 5 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Transcription 100%
  • Acoustics 69%
  • Speech recognition 26%
  • Decoding 24%
  • Uncertainty 17%

• Jointly Extracting and Compressing Documents with Summary State Representations

  Mendes, A., Narayan, S., Miranda, S., Marinho, Z., Martins, A. F. T. & Cohen, S., 7 Jun 2019, Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics. Burstein, J., Doran, C. & Solorio, T. (eds.). Minneapolis, Minnesota: Association for Computational Linguistics (ACL), Vol. 1. p. 3955–3966 20 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Gold 100%

• Structural Neural Encoders for AMR-to-text Generation

  Damonte, M. & Cohen, S., 7 Jun 2019, Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics. Burstein, J., Doran, C. & Solorio, T. (eds.). Minneapolis, Minnesota: Association for Computational Linguistics (ACL), Vol. 1. p. 3649–3658 10 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Natural language processing systems 100%

• Discourse Representation Structure Parsing with Recurrent Neural Networks and the Transformer Model

  Liu, J., Cohen, S. B. & Lapata, M., 23 May 2019, Proceedings of the IWCS Shared Task on Semantic Parsing. Gothenburg, Sweden: Association for Computational Linguistics, 6 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Recurrent neural networks 100%
  • Experiments 11%
• 2018

  Canonical Correlation Inference for Mapping Abstract Scenes to Text

  Papasarantopoulos, N., Jiang, H. & Cohen, S., 7 Dec 2018, (E-pub ahead of print) Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence (AAAI-18). Association for the Advancement of Artificial Intelligence, p. 5358-5365 8 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Learning algorithms 100%

• Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization

  Narayan, S., Cohen, S. & Lapata, M., Nov 2018, Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing. Brussels, Belgium : Association for Computational Linguistics, p. 1797-1807 11 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Broadcasting 100%
  • Convolutional neural networks 89%
  • Industry 42%

• Multilingual Clustering of Streaming News

  Miranda, S., Znotins, A., Cohen, S. & Barzdins, G., Nov 2018, 2018 Conference on Empirical Methods in Natural Language Processing. Brussels, Belgium: Association for Computational Linguistics, p. 4535-4544 10 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Labels 100%
  • Monitoring 33%

• Privacy-preserving Neural Representations of Text

  Coavoux, M., Narayan, S. & Cohen, S., Nov 2018, Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing. Brussels, Belgium : Association for Computational Linguistics, p. 1-10 10 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Data privacy 100%
  • Learning systems 99%
  • Deep learning 86%
  • Classifiers 68%
  • Neural networks 58%

• The University of Edinburgh's Submission to the WMT18 News Translation Task

  Haddow, B., Bogoychev, N., Emelin, D., Germann, U., Grundkiewicz, R., Heafield, K., Miceli Barone, A. & Sennrich, R., Oct 2018, Proceedings of the EMNLP 2018 Third Conference on Machine Translation (WMT18). Brussels, Belgium: Association for Computational Linguistics, p. 399-409 11 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

• Learning to Adapt: a Meta-learning Approach for Speaker Adaptation

  Klejch, O., Fainberg, J. & Bell, P., Sep 2018, Proc. of Interspeech 2018. Hyderabad, India: ISCA, p. 867-871 5 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Acoustics 100%
  • Speech recognition 57%
  • Testing 31%
  • Experiments 21%

• Local String Transduction as Sequence Labeling

  Ribeiro, J., Narayan, S., Cohen, S. & Carreras, X., 31 Aug 2018, 27th International Conference on Computational Linguistics (COLING 2018). Santa Fe, New-Mexico, USA: Association for Computational Linguistics (ACL), p. 1360-1371 12 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Labeling 100%
  • Optical character recognition 41%
  • Experiments 12%

• Dynamic Evaluation of Neural Sequence Models

  Krause, B., Kahembwe, E., Murray, I. & Renals, S., 15 Jul 2018, Proceedings of the 35th International Conference on Machine Learning. Dy, J. & Krause, A. (eds.). Stockholmsmässan, Stockholm Sweden: PMLR, p. 2766-2775 10 p. (Proceedings of Machine Learning Research; vol. 80).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Sequential Patterns 100%
  • Evaluation 98%
  • Cross-entropy 89%
  • Gradient 66%

• Discourse Representation Structure Parsing

  Liu, J., Cohen, S. & Lapata, M., Jul 2018, 56th Annual Meeting of the Association for Computational Linguistics. Melbourne, Australia: Association for Computational Linguistics (ACL), p. 429-439 11 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Decoding 100%
  • Semantics 80%

• Document Modeling with External Attention for Sentence Extraction

  Narayan, S., Cardenas, R., Papasarantopoulos, N., Cohen, S., Lapata, M., Yu, J. & Chang, Y., Jul 2018, 56th Annual Meeting of the Association for Computational Linguistics. Melbourne, Australia : Association for Computational Linguistics, p. 2020-2030 11 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Information use 100%

• Stock Movement Prediction from Tweets and Historical Prices

  Xu, Y. & Cohen, S., Jul 2018, Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) . Melbourne, Australia : Association for Computational Linguistics, p. 1970-1979 10 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

• SUMMA: Integrating Multiple NLP Technologies into an Open-source Platform for Multilingual Media Monitoring

  Germann, U., Liepins, R., Gosko, D. & Barzdins, G., Jul 2018, Proceedings of the ACL 2018 Workshop for Natural Language Processing Open Source Software. Melbourne, Australia : Association for Computational Linguistics, p. 47-51 5 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Natural language processing systems 100%
  • Monitoring 46%
  • Pipelines 31%
  • Systems analysis 30%

• The SUMMA Platform: A Scalable Infrastructure for Multi-lingual Multi-media Monitoring

  Germann, U., Liepins, R., Barzdins, G., Gosko, D., Miranda, S. & Nogueira, D., Jul 2018, Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics: Demo Session. Melbourne, Australia: Association for Computational Linguistics, p. 99-104 6 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Transcription 100%
  • Graphical user interfaces 85%
  • Pipelines 65%
  • Monitoring 48%

• Word Error Rate Estimation for Speech Recognition: e-WER

  Ali, A. & Renals, S., Jul 2018, Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers). Melbourne, Australia : Association for Computational Linguistics (ACL), p. 20-24 5 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Speech recognition 100%
  • Character recognition 13%
  • Transcription 13%
  • Gold 12%
  • Glass 9%

• Abstract Meaning Representation for Paraphrase Detection

  Issa, F., Damonte, M., Cohen, S., Yan, X. & Chang, Y., 6 Jun 2018, (E-pub ahead of print) The 16th Annual Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies. New Orleans, Louisiana, USA: Association for Computational Linguistics, p. 442-452 11 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Syntactics 100%
  • Semantics 66%

• Cross-lingual Abstract Meaning Representation Parsing

  Damonte, M. & Cohen, S., 6 Jun 2018, (E-pub ahead of print) The 16th Annual Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies. New Orleans, Louisiana: Association for Computational Linguistics (ACL), p. 1146-1155 10 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Semantics 100%

• Ranking Sentences for Extractive Summarization with Reinforcement Learning

  Narayan, S., Cohen, S. B. & Lapata, M., 6 Jun 2018, Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long Papers). New Orleans, Louisiana : Association for Computational Linguistics (ACL), p. 1747-1759 13 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Reinforcement learning 100%

• The SUMMA Platform: Scalable Understanding of Multilingual Media

  Germann, U., van der Kreeft, P., Barzdins, G. & Birch-Mayne, A., 28 May 2018, p. 353. 1 p.

  Research output: Contribution to conference › Poster

  Open Access

  File

  • Internet 100%
  • broadcast 84%
  • Open Sources 82%
  • news 59%
  • monitoring 58%

• Hierarchical recurrent neural network for story segmentation using fusion of lexical and acoustic features

  Tsunoo, E., Klejch, O., Bell, P. & Renals, S., 25 Jan 2018, 2017 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU). Institute of Electrical and Electronics Engineers (IEEE), p. 525-532 9 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Recurrent neural networks 100%
  • Acoustics 78%
  • Fusion reactions 77%
  • Long short-term memory 37%
  • Experiments 11%

• Speech Recognition Challenge in the Wild: Arabic MGB-3

  Ali, A., Vogel, S. & Renals, S., 25 Jan 2018, IEEE Automatic Speech Recognition and Understanding Workshop (ASRU 2017). Institute of Electrical and Electronics Engineers (IEEE), p. 316-322 7 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Audio recordings 100%
  • Cooking 84%
  • Transcription 84%
  • Sports 72%
  • Speech recognition 67%

• WERd: Using Social Text Spelling Variants for Evaluating Dialectal Speech Recognition

  Ali, A., Nakov, P., Bell, P. & Renals, S., 25 Jan 2018, IEEE Automatic Speech Recognition and Understanding Workshop (ASRU 2017). Institute of Electrical and Electronics Engineers (IEEE), p. 141-148 8 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Social Dialects 100%
  • Speech Recognition 96%
  • Automatic Speech Recognition 80%
  • Spelling 61%
  • Machine Translation 39%

• Whodunnit? Crime Drama as a Case for Natural Language Understanding

  Frermann, L., Cohen, S. & Lapata, M., 11 Jan 2018, In: Transactions of the Association for Computational Linguistics. 6, p. 1-15 15 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Whodunnit 100%
  • Drama 77%
  • Language Understanding 77%
  • Crime 68%
  • drama 59%
• 2017

  The Samsung and University of Edinburgh’s submission to IWSLT17

  Przybysz, P., Chochowski, M., Sennrich, R., Haddow, B. & Birch-Mayne, A., 15 Dec 2017, (E-pub ahead of print) Proceedings of the 14th International Workshop on Spoken Language Translation. Sakti, S. & Utiyama, M. (eds.). Tokyo, Japan, p. 23-28 6 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Ablation 100%

• Distant Speech Recognition Experiments Using the AMI Corpus

  Renals, S. & Swietojanski, P., 30 Oct 2017, New Era for Robust Speech Recognition: Exploiting Deep Learning. Springer, p. 355-368 14 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter (peer-reviewed) › peer-review

  Open Access

  File

  • Speech recognition 100%
  • Acoustic signal processing 87%
  • Computer simulation 58%
  • Microphones 55%
  • Beamforming 52%

• Predicting Target Language CCG Supertags Improves Neural Machine Translation

  Nadejde, M., Reddy, S., Sennrich, R., Dwojak, T., Junczys-Dowmunt, M., Koehn, P. & Birch, A., 11 Sep 2017, Proceedings of the Conference on Machine Translation (WMT), Volume 1: Research Papers. Copenhagen, Denmark: Association for Computational Linguistics, p. 68-79 12 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Syntactics 100%
  • Labels 20%

• Split and Rephrase

  Narayan, S., Gardent, C., Cohen, S. & Shimorina, A., 11 Sep 2017, The 2017 Conference on Empirical Methods on Natural Language Processing (EMNLP). Association for Computational Linguistics (ACL), p. 606-616 11 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Natural language processing systems 100%
  • Semantics 55%

• Deep Architectures for Neural Machine Translation

  Miceli Barone, A. V., Helcl, J., Sennrich, R., Haddow, B. & Birch, A., 8 Sep 2017, Proceedings of the Second Conference on Machine Translation, Volume 1: Research Papers. Copenhagen, Denmark: Association for Computational Linguistics, p. 99-107 9 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Graphics processing unit 100%

• The University of Edinburgh’s Neural MT Systems for WMT17

  Sennrich, R., Birch, A., Currey, A., Germann, U., Haddow, B., Heafield, K., Miceli Barone, A. V. & Williams, P., 8 Sep 2017, Proceedings of the Second Conference on Machine Translation. Association for Computational Linguistics (ACL), p. 389-399 11 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Experiments 100%

• The WebNLG Challenge: Generating Text from RDF Data

  Gardent, C., Shimorina, A., Narayan, S. & Perez-Beltrachini, L., 7 Sep 2017, Proceedings of the 10th International Natural Language Generation conference (INLG). ACL Anthology, p. 124–133 10 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Agglomeration 100%

• Factorised representations for neural network adaptation to diverse acoustic environments

  Fainberg, J., Renals, S. & Bell, P., 24 Aug 2017, Proceedings Interspeech 2017. International Speech Communication Association, p. 749-753 5 p. (Interspeech).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Acoustic noise 100%
  • Acoustics 75%
  • Neural networks 55%
  • Experiments 16%

• Hierarchical Recurrent Neural Network for Story Segmentation

  Tsunoo, E., Bell, P. & Renals, S., 24 Aug 2017, Proceedings Interspeech 2017. International Speech Communication Association, p. 2919-2923 5 p. (Interspeech).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Recurrent neural networks 100%
  • Long short-term memory 74%
  • Network layers 35%
  • Hidden Markov models 32%
  • Experiments 11%

• Creating Training Corpora for NLG Micro-Planning

  Gardent, C., Shimorina, A., Narayan, S. & Perez-Beltrachini, L., 4 Aug 2017, Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). Vancouver, Canada: Association for Computational Linguistics (ACL), p. 179-188 10 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Agglomeration 100%
  • Planning 73%

• Latent-Variable PCFGs: Background and Applications

  Cohen, S., 14 Jul 2017, Proceedings of the 15th Meeting on the Mathematics of Language . Association for Computational Linguistics (ACL), p. 47–58 12 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • grammar 100%

• Small-footprint highway deep neural networks for speech recognition

  LU, L. & Renals, S., Jul 2017, In: IEEE/ACM Transactions on Audio, Speech and Language Processing. 25, 7, p. 1502-1511 10 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Speech Recognition 100%
  • speech recognition 99%
  • Acoustic Model 82%
  • footprints 74%
  • Deep neural networks 63%

• Sequence-to-Sequence Models for Punctuated Transcription Combing Lexical and Acoustic Features

  Klejch, O., Bell, P. & Renals, S., 19 Jun 2017, The 42nd IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2017). Institute of Electrical and Electronics Engineers (IEEE), p. 5700-5704 5 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Transcription 100%
  • Acoustics 69%

• An Incremental Parser for Abstract Meaning Representation

  Damonte, M., Cohen, S. B. & Satta, G., 7 Apr 2017, Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics: Volume 1, Long Papers. Valencia, Spain : Association for Computational Linguistics (ACL), p. 536-546 11 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Semantics 100%
  • Labeling 71%

• How Grammatical is Character-level Neural Machine Translation? Assessing MT Quality with Contrastive Translation Pairs

  Sennrich, R., 7 Apr 2017, Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics: Volume 2, Short Papers. Valencia, Spain : Association for Computational Linguistics (ACL), p. 376-382 7 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Linguistics 100%

• Nematus: a Toolkit for Neural Machine Translation

  Sennrich, R., Firat, O., Cho, K., Birch-Mayne, A., Haddow, B., Hitschler, J., Junczys-Dowmunt, M., Läubli, S., Miceli Barone, A. V., Mokry, J. & Nadejde, M., 7 Apr 2017, Proceedings of the Software Demonstrations of the 15th Conference of the European Chapter of the Association for Computational Linguistics. Valencia, Spain : Association for Computational Linguistics (ACL), p. 65-68 4 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

• The SUMMA Platform Prototype

  Liepins, R., Germann, U., Barzdins, G., Birch, A., Renals, S., Weber, S., Kreeft, P. V. D., Bourlard, H., Prieto, J., Klejch, O., Bell, P., Lazaridis, A., Mendes, A., Riedel, S., Almeida, M. S. C., Balage, P., Cohen, S., Dwojak, T., Garner, P., Giefer, A. & 25 others, Junczys-Dowmunt, M., Imrani, H., Nogueira, D., Ali, A., Miranda, S., Popescu-Belis, A., Werlen, L. M., Papasarantopoulos, N., Obamuyide, A., Jones, C., Dalvi, F., Vlachos, A., Wang, Y., Tong, S., Sennrich, R., Pappas, N., Narayan, S., Damonte, M., Durrani, N., Khurana, S., Abdelali, A., Sajjad, H., Vogel, S., Sheppey, D. & Hernon, C., 7 Apr 2017, Proceedings of the EACL 2017 Software Demonstrations. London. UK: Association for Computational Linguistics (ACL), p. 116–119 4 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Speech recognition 100%
  • Semantics 72%
  • Monitoring 59%

• Punctuated Transcription of Multi-genre Broadcasts Using Acoustic and Lexical Approaches

  Klejch, O., Bell, P. & Renals, S., 9 Feb 2017, 2016 IEEE Workshop on Spoken Language Technology. Institute of Electrical and Electronics Engineers (IEEE), p. 433-440 8 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Transcription 100%
  • Acoustics 69%
  • Video recording 36%
  • Speech recognition 26%
  • Interpolation 24%

• The MGB-2 Challenge: Arabic Multi-Device Broadcast Media Recognition

  Ali, A., Bell, P., Glass, J., Messaoui, Y., Mubarak, H., Renals, S. & Zhang, Y., 9 Feb 2017, 2016 IEEE Workshop on Spoken Language Technology. Institute of Electrical and Electronics Engineers (IEEE), p. 279-284 6 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Transcription 100%
  • Websites 36%
  • Acoustics 34%

• Multitask Learning of Context-Dependent Targets in Deep Neural Network Acoustic Models

  Bell, P., Swietojanski, P. & Renals, S., 1 Feb 2017, In: IEEE/ACM Transactions on Audio, Speech and Language Processing. 25, 2, p. 238 - 247 10 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Multi-task Learning 100%
  • Acoustic Model 98%
  • Multi-task learning 78%
  • Network Model 67%
  • learning 63%