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PhD 2021 Verified Available

Multi-domain Neural Machine Translation

Author
Minh-Quang Pham
University
Not available
Country
France
Main specialisation
Natural Language Processing › Machine Translation

Traduction automatique neuronale multidomaine Aujourd'hui, les systèmes de traduction automatique neuronale (NMT) constituent des systèmes de pointe en traduction automatique (TA). Cependant, ces modèles de traduction nécessitent des données d'entraînement rel…

Not stated in source 2021 Needs review Available

Deep Learning for Amharic Text-Image Recognition: Algorithm, Dataset and Application

Author
Birhanu Hailu Belay
University
Kaiserslautern University of Technology
Country
Germany
Main specialisation
Deep Learning & Neural Networks › Transformers

Optical Character Recognition (OCR) is one of the central problems in pattern recognition. Its applications have played a great role in the digitization of document images collected from het- erogeneous sources. Many of the well-known scripts have OCR systems…

Not stated in source 2020 Needs review

Approximating neural machine translation for efficiency

Author
Alham Fikri Aji
University
Not available
Country
Not available
Main specialisation
Deep Learning & Neural Networks › Transformers

Neural machine translation (NMT) has been shown to outperform statistical machine translation. However, NMT models typically require a large number of parameters and are expensive to train and deploy. Moreover, its large model size makes parallel training inef…

Not stated in source 2020 Needs review Available

Human-assisted Neural Machine Translation: Harnessing Human Feedback for Machine Translation

Author
Paige Finkelstein
University
University of Washington
Country
United States
Main specialisation
Natural Language Processing › Machine Translation

Neural machine translation (NMT) is a promising approach to the task of machine translation that has led to state-of-the-art results in many settings. However, NMT translations are still far from sufficient for many practical purposes. For this reason, there i…

Not stated in source 2020 Needs review

Robust Neural Machine Translation

Author
Abdul Rafae Khan
University
City University of New York
Country
United States
Main specialisation
Natural Language Processing › Machine Translation

This thesis aims for general robust Neural Machine Translation (NMT) that is agnostic to the test domain. NMT has achieved high quality on benchmarks with closed datasets such as WMT and NIST but can fail when the translation input contains noise due to, for e…

Not stated in source 2020 Needs review Available

Adaptive Fusion Techniques for Effective Multimodal Deep Learning

Author
Gaurav Sahu
University
University of Waterloo
Country
Canada
Main specialisation
Deep Learning & Neural Networks › Transformers

Effective fusion of data from multiple modalities, such as video, speech, and text, is a challenging task due to the heterogeneous nature of multimodal data. In this work, we propose fusion techniques that aim to model context from different modalities effecti…

Not stated in source 2019 Needs review Available

إسهامات الذكاء الإصطناعي في الترجمة الآلية

Author
محمد جزول
University
Not available
Country
Algeria
Main specialisation
Natural Language Processing › Machine Translation

ينبع هذا العمل من الرغبة في استكشاف مدى التقدم الذي حصل مؤخرا في مجال تقنيات التعلم الآلي في الترجمة الآلية. والغرض من هذه الدراسة هو اظهار التحسينات المستمرة في الذكاء الاصطناعي والذي اظهر نتائج مذهلة في مجال الترجمة

PhD 2019 Verified

Indonesian-English Neural Machine Translation

Author
Meisyarah Dwiastuti
University
Not available
Country
Czech Republic
Main specialisation
Natural Language Processing › Machine Translation

Title: Indonesian-English Neural Machine Translation Author: Meisyarah Dwiastuti Department: Institute of Formal and Applied Linguistics Supervisor: Mgr. Martin Popel, Ph.D., Institute of Formal and Applied Linguis- tics Abstract: In this thesis, we conduct a…

Not stated in source 2019 Needs review Available

Neural machine translation for multimodal interaction

Author
Koel Dutta Chowdhury
University
Dublin City University
Country
Ireland
Main specialisation
Natural Language Processing › Machine Translation

Typically it is seen that multimodal neural machine translation (MNMT) systems trained on a combination of visual and textual inputs produce better translations than systems trained using only textual inputs. The task of such systems can be decomposed into two…

Not stated in source 2019 Needs review

Learning Hyperparameters for Neural Machine Translation

Author
Kenton Murray
University
Not available
Country
Not available
Main specialisation
Natural Language Processing › Machine Translation

Machine Translation, the subfield of Computer Science that focuses on translating between two human languages, has greatly benefited from neural networks. However, these neural machine translation systems have complicated architectures with many hyperparameters…

Not stated in source 2019 Needs review

Document-wide Neural Machine Translation

Author
Sameen Maruf
University
Not available
Country
Not available
Main specialisation
Natural Language Processing › Machine Translation

Machine translation (MT) is an important task in natural language processing as it automates the translation process and reduces the reliance on human translators. The goal of MT is to generate translations of a given text in a source language to that in the t…