A Survey of Deep Learning Techniques for Neural Machine Translation
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Abstract (arXiv)
In recent years, natural language processing (NLP) has got great development with deep learning techniques. In the sub-field of machine translation, a new approach named Neural Machine Translation (NMT) has emerged and got massive attention from both academia and industry. However, with a significant number of researches proposed in the past several years, there is little work in investigating the development process of this new technology trend. This literature survey traces back the origin and principal development timeline of NMT, investigates the important branches, categorizes different research orientations, and discusses some future research trends in this field.
Key facts. Cited by 50 papers in the map (data through 7 Oct 2026). First posted on arXiv 18 Feb 2020.
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Citing papers per year: 2021: 8; 2022: 11; 2023: 17; 2024: 12; 2025: 2.
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- 2024Artificial intelligence contribution to translation industry: looking back and forward29 Nov 2024
- 2024What talking you?: Translating Code-Mixed Messaging Texts to English8 Nov 2024
- 2024Brotherhood at WMT 2024: Leveraging LLM-Generated Contextual Conversations for Cross-Lingual Image Captioning23 Sep 2024
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- 2024Towards Automatic Composition of ASP Programs from Natural Language Specifications7 Mar 2024
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- 2024Advancing Translation Preference Modeling with RLHF: A Step Towards Cost-Effective Solution18 Feb 2024
- 2024Gradable ChatGPT Translation Evaluation18 Jan 2024
38 more
- 2024Assessing the Latent Automated Program Repair Capabilities of Large Language Models using Round-Trip Translation15 Jan 2024
- 2024AntEval: Evaluation of Social Interaction Competencies in LLM-Driven Agents12 Jan 2024
- 2023Let's Think Outside the Box: Exploring Leap-of-Thought in Large Language Models with Creative Humor Generation5 Dec 2023
- 2023Hindi to English: Transformer-Based Neural Machine Translation23 Sep 2023
- 2023Domain Adaptation for Arabic Machine Translation: The Case of Financial Texts22 Sep 2023
- 2023Text Analysis Using Deep Neural Networks in Digital Humanities and Information Science30 Jul 2023
- 2023Sample Attackability in Natural Language Adversarial Attacks21 Jun 2023
- 2023Challenges in Context-Aware Neural Machine Translation23 May 2023
- 2023Beqi: Revitalize the Senegalese Wolof Language with a Robust Spelling Corrector15 May 2023
- 2023A Paradigm Shift: The Future of Machine Translation Lies with Large Language Models2 May 2023
- 2023Analyzing Vietnamese Legal Questions Using Deep Neural Networks with Biaffine Classifiers27 Apr 2023
- 2023β-Variational autoencoders and transformers for reduced-order modelling of fluid flows7 Apr 2023
- 2023Core Challenges in Embodied Vision-Language Planning5 Apr 2023
- 2023How to Design Translation Prompts for ChatGPT: An Empirical Study5 Apr 2023
- 2023A Complete Survey on Generative AI (AIGC): Is ChatGPT from GPT-4 to GPT-5 All You Need?21 Mar 2023
- 2023A Comprehensive Survey of AI-Generated Content (AIGC): A History of Generative AI from GAN to ChatGPT7 Mar 2023
- 2023Interaction Order Prediction for Temporal Graphs4 Feb 2023
- 2023Rationalization for Explainable NLP: A Survey21 Jan 2023
- 2023Recent advances in artificial intelligence for retrosynthesis14 Jan 2023
- 2022Neural Regression For Scale-Varying Targets14 Nov 2022
- 2022The Effect of Normalization for Bi-directional Amharic-English Neural Machine Translation27 Oct 2022
- 2022Robust Domain Adaptation for Pre-trained Multilingual Neural Machine Translation Models26 Oct 2022
- 2022WeLM: A Well-Read Pre-trained Language Model for Chinese21 Sep 2022
- 2022Vision Transformers for Action Recognition: A Survey13 Sep 2022
- 2022Silo NLP's Participation at WAT20222 Aug 2022
- 2022Comparative Analysis of State-of-the-Art Deep Learning Models for Detecting COVID-19 Lung Infection from Chest X-Ray Images1 Jul 2022
- 2022Answer Fast: Accelerating BERT on the Tensor Streaming Processor22 Jun 2022
- 2022A Survey on Neural Open Information Extraction: Current Status and Future Directions24 May 2022
- 2022A Survey of Adversarial Defences and Robustness in NLP12 Mar 2022
- 2022Recent Advances in Neural Text Generation: A Task-Agnostic Survey6 Mar 2022
- 2021A singular Riemannian geometry approach to Deep Neural Networks I. Theoretical foundations17 Dec 2021
- 2021PSG: Prompt-based Sequence Generation for Acronym Extraction29 Nov 2021
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- 2021Core Challenges in Embodied Vision-Language Planning26 Jun 2021
- 2021Zero-Shot Controlled Generation with Encoder-Decoder Transformers11 Jun 2021
- 2021Literature review on vulnerability detection using NLP technology23 Apr 2021
- 2021Model-Based Machine Learning for Communications12 Jan 2021
- 2023A Comprehensive Survey of AI-Generated Content (AIGC): A History of Generative AI from GAN to ChatGPTcited by 221
- 2021Neural Machine Translation for Low-Resource Languages: A Surveycited by 108
- 2023A Complete Survey on Generative AI (AIGC): Is ChatGPT from GPT-4 to GPT-5 All You Need?cited by 84
- 2023β-Variational autoencoders and transformers for reduced-order modelling of fluid flowscited by 76
- 2023How to Design Translation Prompts for ChatGPT: An Empirical Studycited by 31
- 2021Core Challenges in Embodied Vision-Language Planningcited by 30
- 2022A Survey on Neural Open Information Extraction: Current Status and Future Directionscited by 27
- 2025Enhancing Persona Consistency for LLMs' Role-Playing using Persona-Aware Contrastive Learningcited by 27
- 2022Vision Transformers for Action Recognition: A Surveycited by 25
- 2022A Survey of Adversarial Defences and Robustness in NLPcited by 22
- 2023Rationalization for Explainable NLP: A Surveycited by 22
- 2022WeLM: A Well-Read Pre-trained Language Model for Chinesecited by 19
12 most cited of 47 All 47 (JSON)
- 2025Is the Frequency Principle always valid?24 Aug 2025
- 2025Enhancing Persona Consistency for LLMs' Role-Playing using Persona-Aware Contrastive Learning22 Mar 2025
- 2024ERUPD -- English to Roman Urdu Parallel Dataset23 Dec 2024
- 2024Artificial intelligence contribution to translation industry: looking back and forward29 Nov 2024
- 2024What talking you?: Translating Code-Mixed Messaging Texts to English8 Nov 2024
- 2024Brotherhood at WMT 2024: Leveraging LLM-Generated Contextual Conversations for Cross-Lingual Image Captioning23 Sep 2024
- 2024The Comparison of Translationese in Machine Translation and Human Transation in terms of Translation Relations27 Mar 2024
- 2024Towards Automatic Composition of ASP Programs from Natural Language Specifications7 Mar 2024
- 2024GRAWA: Gradient-based Weighted Averaging for Distributed Training of Deep Learning Models7 Mar 2024
- 2024adaptNMT: an open-source, language-agnostic development environment for Neural Machine Translation4 Mar 2024
- 2024Gradable ChatGPT Translation Evaluation18 Jan 2024
- 2024Assessing the Latent Automated Program Repair Capabilities of Large Language Models using Round-Trip Translation15 Jan 2024
12 newest of 47 All 47 (JSON)