Multi-Source Neural Translation
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Abstract (arXiv)
We build a multi-source machine translation model and train it to maximize the probability of a target English string given French and German sources. Using the neural encoder-decoder framework, we explore several combination methods and report up to +4.8 Bleu increases on top of a very strong attention-based neural translation model.
Key facts. Cited by 37 papers in the map (data through 7 Oct 2026). First posted on arXiv 5 Jan 2016.
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Citing papers per year: 2021: 20; 2022: 6; 2023: 7; 2024: 3; 2025: 1.
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- 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
- 2021Multilingual training for Software Engineeringcited by 43
- 2021Language Tags Matter for Zero-Shot Neural Machine Translationcited by 29
- 2022Lego-MT: Learning Detachable Models for Massively Multilingual Machine Translationcited by 21
- 2021A Survey on Low-Resource Neural Machine Translationcited by 16
- 2021Alternative Input Signals Ease Transfer in Multilingual Machine Translationcited by 14
- 2022An Extensible Plug-and-Play Method for Multi-Aspect Controllable Text Generationcited by 10
- 2024On Measuring Context Utilization in Document-Level MT Systemscited by 9
- 2021Adaptive Sparse Transformer for Multilingual Translationcited by 8
- 2024Revealing the Parallel Multilingual Learning within Large Language Modelscited by 8
- 2021YANMTT: Yet Another Neural Machine Translation Toolkitcited by 7
25 more
- 2022Multilingual Mix: Example Interpolation Improves Multilingual Neural Machine Translationcited by 7
- 2021Simultaneous Multi-Pivot Neural Machine Translationcited by 6
- 2021Parameter Differentiation based Multilingual Neural Machine Translationcited by 5
- 2023Investigating Multi-Pivot Ensembling with Massively Multilingual Machine Translation Modelscited by 5
- 2024Multiple Sources are Better Than One: Incorporating External Knowledge in Low-Resource Glossingcited by 5
- 2021Active Learning for Massively Parallel Translation of Constrained Text into Low Resource Languagescited by 4
- 2021Attentive fine-tuning of Transformers for Translation of low-resourced languages @LoResMT 2021cited by 4
- 2022Building Multilingual Machine Translation Systems That Serve Arbitrary X-Y Translationscited by 4
- 2021BERTGEN: Multi-task Generation through BERTcited by 3
- 2021ParCourE: A Parallel Corpus Explorer for a Massively Multilingual Corpuscited by 3
- 2021Revisiting Language Encoding in Learning Multilingual Representationscited by 2
- 2021Transfer Learning for Sequence Generation: from Single-source to Multi-sourcecited by 2
- 2021Neural Supervised Domain Adaptation by Augmenting Pre-trained Models with Random Unitscited by 2
- 2021One Source, Two Targets: Challenges and Rewards of Dual Decodingcited by 2
- 2022Investigation of Japanese PnG BERT language model in text-to-speech synthesis for pitch accent languagecited by 2
- 2023Robustness of Multi-Source MT to Transcription Errorscited by 2
- 2021Error-Aware Interactive Semantic Parsing of OpenStreetMapcited by 1
- 2021Revisiting Context Choices for Context-aware Machine Translationcited by 1
- 2022Informative Language Representation Learning for Massively Multilingual Neural Machine Translationcited by 1
- 2021Improving Zero-shot Multilingual Neural Machine Translation for Low-Resource Languagescited by 0
- 2023Train Global, Tailor Local: Minimalist Multilingual Translation into Endangered Languagescited by 0
- 2023Variable-length Neural Interlingua Representations for Zero-shot Neural Machine Translationcited by 0
- 2023Exploring Linguistic Similarity and Zero-Shot Learning for Multilingual Translation of Dravidian Languagescited by 0
- 2023Direct Neural Machine Translation with Task-level Mixture of Experts modelscited by 0
- 2025Contextual Cues in Machine Translation: Investigating the Potential of Multi-Source Input Strategies in LLMs and NMT Systemscited by 0
- 2025Contextual Cues in Machine Translation: Investigating the Potential of Multi-Source Input Strategies in LLMs and NMT Systems10 Mar 2025
- 2024Multiple Sources are Better Than One: Incorporating External Knowledge in Low-Resource Glossing16 Jun 2024
- 2024Revealing the Parallel Multilingual Learning within Large Language Models14 Mar 2024
- 2024On Measuring Context Utilization in Document-Level MT Systems2 Feb 2024
- 2023Investigating Multi-Pivot Ensembling with Massively Multilingual Machine Translation Models13 Nov 2023
- 2023Direct Neural Machine Translation with Task-level Mixture of Experts models18 Oct 2023
- 2023Exploring Linguistic Similarity and Zero-Shot Learning for Multilingual Translation of Dravidian Languages10 Aug 2023
- 2023Robustness of Multi-Source MT to Transcription Errors26 May 2023
- 2023Variable-length Neural Interlingua Representations for Zero-shot Neural Machine Translation17 May 2023
- 2023Train Global, Tailor Local: Minimalist Multilingual Translation into Endangered Languages5 May 2023
- 2023A Complete Survey on Generative AI (AIGC): Is ChatGPT from GPT-4 to GPT-5 All You Need?21 Mar 2023
- 2022Lego-MT: Learning Detachable Models for Massively Multilingual Machine Translation20 Dec 2022
25 more
- 2022An Extensible Plug-and-Play Method for Multi-Aspect Controllable Text Generation19 Dec 2022
- 2022Investigation of Japanese PnG BERT language model in text-to-speech synthesis for pitch accent language16 Dec 2022
- 2022Informative Language Representation Learning for Massively Multilingual Neural Machine Translation4 Sep 2022
- 2022Building Multilingual Machine Translation Systems That Serve Arbitrary X-Y Translations30 Jun 2022
- 2022Multilingual Mix: Example Interpolation Improves Multilingual Neural Machine Translation15 Mar 2022
- 2021Parameter Differentiation based Multilingual Neural Machine Translation27 Dec 2021
- 2021Multilingual training for Software Engineering3 Dec 2021
- 2021Alternative Input Signals Ease Transfer in Multilingual Machine Translation15 Oct 2021
- 2021Improving Zero-shot Multilingual Neural Machine Translation for Low-Resource Languages2 Oct 2021
- 2021One Source, Two Targets: Challenges and Rewards of Dual Decoding21 Sep 2021
- 2021Revisiting Context Choices for Context-aware Machine Translation7 Sep 2021
- 2021YANMTT: Yet Another Neural Machine Translation Toolkit25 Aug 2021
- 2021Attentive fine-tuning of Transformers for Translation of low-resourced languages @LoResMT 202119 Aug 2021
- 2021Active Learning for Massively Parallel Translation of Constrained Text into Low Resource Languages16 Aug 2021
- 2021ParCourE: A Parallel Corpus Explorer for a Massively Multilingual Corpus14 Jul 2021
- 2021A Survey on Low-Resource Neural Machine Translation9 Jul 2021
- 2021Neural Machine Translation for Low-Resource Languages: A Survey29 Jun 2021
- 2021Error-Aware Interactive Semantic Parsing of OpenStreetMap22 Jun 2021
- 2021Language Tags Matter for Zero-Shot Neural Machine Translation15 Jun 2021
- 2021Neural Supervised Domain Adaptation by Augmenting Pre-trained Models with Random Units9 Jun 2021
- 2021BERTGEN: Multi-task Generation through BERT7 Jun 2021
- 2021Transfer Learning for Sequence Generation: from Single-source to Multi-source31 May 2021
- 2021Simultaneous Multi-Pivot Neural Machine Translation15 Apr 2021
- 2021Adaptive Sparse Transformer for Multilingual Translation15 Apr 2021
- 2021Revisiting Language Encoding in Learning Multilingual Representations16 Feb 2021
- 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
- 2021Multilingual training for Software Engineeringcited by 43
- 2021Language Tags Matter for Zero-Shot Neural Machine Translationcited by 29
- 2022Lego-MT: Learning Detachable Models for Massively Multilingual Machine Translationcited by 21
- 2021A Survey on Low-Resource Neural Machine Translationcited by 16
- 2021Alternative Input Signals Ease Transfer in Multilingual Machine Translationcited by 14
- 2022An Extensible Plug-and-Play Method for Multi-Aspect Controllable Text Generationcited by 10
- 2024On Measuring Context Utilization in Document-Level MT Systemscited by 9
- 2021Adaptive Sparse Transformer for Multilingual Translationcited by 8
- 2024Revealing the Parallel Multilingual Learning within Large Language Modelscited by 8
- 2021YANMTT: Yet Another Neural Machine Translation Toolkitcited by 7
12 most cited of 36 All 36 (JSON)
- 2025Contextual Cues in Machine Translation: Investigating the Potential of Multi-Source Input Strategies in LLMs and NMT Systems10 Mar 2025
- 2024Multiple Sources are Better Than One: Incorporating External Knowledge in Low-Resource Glossing16 Jun 2024
- 2024Revealing the Parallel Multilingual Learning within Large Language Models14 Mar 2024
- 2024On Measuring Context Utilization in Document-Level MT Systems2 Feb 2024
- 2023Investigating Multi-Pivot Ensembling with Massively Multilingual Machine Translation Models13 Nov 2023
- 2023Exploring Linguistic Similarity and Zero-Shot Learning for Multilingual Translation of Dravidian Languages10 Aug 2023
- 2023Robustness of Multi-Source MT to Transcription Errors26 May 2023
- 2023Variable-length Neural Interlingua Representations for Zero-shot Neural Machine Translation17 May 2023
- 2023Train Global, Tailor Local: Minimalist Multilingual Translation into Endangered Languages5 May 2023
- 2023A Complete Survey on Generative AI (AIGC): Is ChatGPT from GPT-4 to GPT-5 All You Need?21 Mar 2023
- 2022Lego-MT: Learning Detachable Models for Massively Multilingual Machine Translation20 Dec 2022
- 2022An Extensible Plug-and-Play Method for Multi-Aspect Controllable Text Generation19 Dec 2022
12 newest of 36 All 36 (JSON)