OpenNMT: Open-source Toolkit for Neural Machine Translation
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Abstract (arXiv)
We introduce an open-source toolkit for neural machine translation (NMT) to support research into model architectures, feature representations, and source modalities, while maintaining competitive performance, modularity and reasonable training requirements.
Key facts. Cited by 251 papers in the map (data through 14 Oct 2026). First posted on arXiv 12 Sep 2017.
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Citing papers per year: 2021: 105; 2022: 53; 2023: 43; 2024: 34; 2025: 12; 2026: 4.
251 papers.
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- 2021Emerging Properties in Self-Supervised Vision Transformerscited by 6,968
- 2021A Survey of Transformerscited by 401
- 2021Choose a Transformer: Fourier or Galerkincited by 343
- 2021An End-to-End Transformer Model for 3D Object Detectioncited by 329
- 2022A Contrastive Framework for Neural Text Generationcited by 225
- 2022Paraformer: Fast and Accurate Parallel Transformer for Non-autoregressive End-to-End Speech Recognitioncited by 144
- 2021Neural Machine Translation for Low-Resource Languages: A Surveycited by 109
- 2021Fully Hyperbolic Neural Networkscited by 108
- 2022Learning to Break the Loop: Analyzing and Mitigating Repetitions for Neural Text Generationcited by 94
- 2021Survey of Low-Resource Machine Translationcited by 92
- 2023Mark My Words: Analyzing and Evaluating Language Model Watermarkscited by 71
- 2021Permutation invariant graph-to-sequence model for template-free retrosynthesis and reaction predictioncited by 68
38 more
- 2023Better Zero-Shot Reasoning with Self-Adaptive Promptingcited by 52
- 2021Representation learning for neural population activity with Neural Data Transformerscited by 50
- 2022Error Correction Code Transformercited by 47
- 2023Decoder-Only or Encoder-Decoder? Interpreting Language Model as a Regularized Encoder-Decodercited by 44
- 2021Controlling Hallucinations at Word Level in Data-to-Text Generationcited by 41
- 2021Audio Transformerscited by 41
- 2021Counter-Interference Adapter for Multilingual Machine Translationcited by 40
- 2021MWPToolkit: An Open-Source Framework for Deep Learning-Based Math Word Problem Solverscited by 39
- 2021SHAPE: Shifted Absolute Position Embedding for Transformerscited by 37
- 2021Neural Transfer Learning for Repairing Security Vulnerabilities in C Codecited by 36
- 2021Structure-Aware Abstractive Conversation Summarization via Discourse and Action Graphscited by 36
- 2024Assessment of Multimodal Large Language Models in Alignment with Human Valuescited by 36
- 2021Data-to-text Generation with Macro Planningcited by 34
- 2021Prevent the Language Model from being Overconfident in Neural Machine Translationcited by 34
- 2022MOPRD: A multidisciplinary open peer review datasetcited by 32
- 2021Many-to-English Machine Translation Tools, Data, and Pretrained Modelscited by 31
- 2024GenderBias-VL: Benchmarking Gender Bias in Vision Language Models via Counterfactual Probingcited by 31
- 2024Unraveling Molecular Structure: A Multimodal Spectroscopic Dataset for Chemistrycited by 31
- 2021Sequence-to-Sequence Learning with Latent Neural Grammarscited by 30
- 2021Thank you BART! Rewarding Pre-Trained Models Improves Formality Style Transfercited by 28
- 2021Data Augmentation for Sign Language Gloss Translationcited by 28
- 2023Revisiting non-English Text Simplification: A Unified Multilingual Benchmarkcited by 27
- 2024Adaptive Contrastive Search: Uncertainty-Guided Decoding for Open-Ended Text Generationcited by 27
- 2022A Literature Survey of Recent Advances in Chatbotscited by 26
- 2021Diversifying Dialog Generation via Adaptive Label Smoothingcited by 25
- 2021Neuro-Symbolic AI: An Emerging Class of AI Workloads and their Characterizationcited by 22
- 2021Gumbel-Attention for Multi-modal Machine Translationcited by 20
- 2021Machine Translation into Low-resource Language Varietiescited by 19
- 2022TencentPretrain: A Scalable and Flexible Toolkit for Pre-training Models of Different Modalitiescited by 19
- 2021Generating Bug-Fixes Using Pretrained Transformerscited by 18
- 2021Current Status and Performance Analysis of Table Recognition in Document Images with Deep Neural Networkscited by 18
- 2021A Generative Model for Raw Audio Using Transformer Architecturescited by 18
- 2021TranSmart: A Practical Interactive Machine Translation Systemcited by 17
- 2022Data-to-text Generation with Variational Sequential Planningcited by 17
- 2022Set Norm and Equivariant Skip Connections: Putting the Deep in Deep Setscited by 17
- 2021A Graph VAE and Graph Transformer Approach to Generating Molecular Graphscited by 16
- 2022SUBS: Subtree Substitution for Compositional Semantic Parsingcited by 16
- 2022B2T Connection: Serving Stability and Performance in Deep Transformerscited by 16
50 most cited of 251 All 251 (JSON)
- 2026Unified Multi-Dialectal Neural Machine Translation for Bangla Using the Dwadash Benchmark Corpus12 Aug 2026
- 2026Online Dynamic Batching with Formal Guarantees for LLM Training18 Jun 2026
- 2026How Open Must Language Models be to Enable Reliable Scientific Inference?27 Mar 2026
- 2026GeoNorm: Unify Pre-Norm and Post-Norm with Geodesic Optimization29 Jan 2026
- 2025Solving LLM Repetition Problem in Production: A Comprehensive Study of Multiple Solutions4 Dec 2025
- 2025ASR Error Correction in Low-Resource Burmese with Alignment-Enhanced Transformers using Phonetic Features26 Nov 2025
- 2025MultimodalHugs: Enabling Sign Language Processing in Hugging Face10 Sep 2025
- 2025PI3DETR: Parametric Instance Detection of 3D Point Cloud Edges With a Geometry-Aware 3DETR3 Sep 2025
- 2025TempRe: Template generation for single and direct multi-step retrosynthesis29 Jul 2025
- 2025Two Spelling Normalization Approaches Based on Large Language Models29 Jun 2025
- 2025GATE: General Arabic Text Embedding for Enhanced Semantic Textual Similarity with Matryoshka Representation Learning and Hybrid Loss Training30 May 2025
- 2025Using Phonemes in cascaded S2S translation pipeline22 Apr 2025
38 more
- 2025HybridNorm: Towards Stable and Efficient Transformer Training via Hybrid Normalization6 Mar 2025
- 2025Learning to Substitute Components for Compositional Generalization28 Feb 2025
- 2025Chemical knowledge-informed framework for privacy-aware retrosynthesis learning26 Feb 2025
- 2025ViBidirectionMT-Eval: Machine Translation for Vietnamese-Chinese and Vietnamese-Lao language pair15 Jan 2025
- 2024Reconsidering SMT Over NMT for Closely Related Languages: A Case Study of Persian-Hindi Pair22 Dec 2024
- 2024Chemist-aligned retrosynthesis by ensembling diverse inductive bias models6 Dec 2024
- 2024Transcending Language Boundaries: Harnessing LLMs for Low-Resource Language Translation18 Nov 2024
- 2024Multilingual hierarchical classification of job advertisements for job vacancy statistics6 Nov 2024
- 2024A survey of neural-network-based methods utilising comparable data for finding translation equivalents19 Oct 2024
- 2024Quantity vs. Quality of Monolingual Source Data in Automatic Text Translation: Can It Be Too Little If It Is Too Good?17 Oct 2024
- 2024LLM-based Code-Switched Text Generation for Grammatical Error Correction14 Oct 2024
- 2024Optimizing the Training Schedule of Multilingual NMT using Reinforcement Learning8 Oct 2024
- 2024Can the Variation of Model Weights be used as a Criterion for Self-Paced Multilingual NMT?5 Oct 2024
- 2024The Role of Generative Systems in Historical Photography Management: A Case Study on Catalan Archives5 Sep 2024
- 2024The Unreasonable Ineffectiveness of Nucleus Sampling on Mitigating Text Memorization29 Aug 2024
- 2024Expanding FLORES+ Benchmark for more Low-Resource Settings: Portuguese-Emakhuwa Machine Translation Evaluation21 Aug 2024
- 2024REInstruct: Building Instruction Data from Unlabeled Corpus20 Aug 2024
- 2024Decoupled Vocabulary Learning Enables Zero-Shot Translation from Unseen Languages5 Aug 2024
- 2024Enhancing Semantic Similarity Understanding in Arabic NLP with Nested Embedding Learning30 Jul 2024
- 2024Adaptive Contrastive Search: Uncertainty-Guided Decoding for Open-Ended Text Generation26 Jul 2024
- 2024Segment-Based Interactive Machine Translation for Pre-trained Models9 Jul 2024
- 2024On Evaluating The Performance of Watermarked Machine-Generated Texts Under Adversarial Attacks5 Jul 2024
- 2024Unraveling Molecular Structure: A Multimodal Spectroscopic Dataset for Chemistry4 Jul 2024
- 2024GenderBias-VL: Benchmarking Gender Bias in Vision Language Models via Counterfactual Probing30 Jun 2024
- 2024Evaluating Structural Generalization in Neural Machine Translation19 Jun 2024
- 2024Sparse Spectral Training and Inference on Euclidean and Hyperbolic Neural Networks24 May 2024
- 2024Learning Linear Block Error Correction Codes7 May 2024
- 2024A Combination of BERT and Transformer for Vietnamese Spelling Correction4 May 2024
- 2024Assessment of Multimodal Large Language Models in Alignment with Human Values26 Mar 2024
- 2024Design of an Open-Source Architecture for Neural Machine Translation6 Mar 2024
- 2024gaHealth: An English-Irish Bilingual Corpus of Health Data6 Mar 2024
- 2024adaptNMT: an open-source, language-agnostic development environment for Neural Machine Translation4 Mar 2024
- 2024Human Evaluation of English--Irish Transformer-Based NMT4 Mar 2024
- 2024Transformers for Low-Resource Languages: Is F'eidir Linn!4 Mar 2024
- 2024Machine Translation in the Covid domain: an English-Irish case study for LoResMT 20212 Mar 2024
- 2024Sentiment-enhanced Graph-based Sarcasm Explanation in Dialogue6 Feb 2024
- 2024Towards Sustainable Workplace Mental Health: A Novel Approach to Early Intervention and Support2 Feb 2024
- 2024Retrosynthesis prediction enhanced by in-silico reaction data augmentation31 Jan 2024
50 newest of 251 All 251 (JSON)
- 2021Emerging Properties in Self-Supervised Vision Transformerscited by 6,968
- 2021A Survey of Transformerscited by 401
- 2021Choose a Transformer: Fourier or Galerkincited by 343
- 2021An End-to-End Transformer Model for 3D Object Detectioncited by 329
- 2022A Contrastive Framework for Neural Text Generationcited by 225
- 2022Paraformer: Fast and Accurate Parallel Transformer for Non-autoregressive End-to-End Speech Recognitioncited by 144
- 2021Neural Machine Translation for Low-Resource Languages: A Surveycited by 109
- 2021Fully Hyperbolic Neural Networkscited by 108
- 2022Learning to Break the Loop: Analyzing and Mitigating Repetitions for Neural Text Generationcited by 94
- 2021Survey of Low-Resource Machine Translationcited by 92
- 2021Permutation invariant graph-to-sequence model for template-free retrosynthesis and reaction predictioncited by 68
- 2021Representation learning for neural population activity with Neural Data Transformerscited by 50
12 most cited of 242 All 242 (JSON)
- 2026Unified Multi-Dialectal Neural Machine Translation for Bangla Using the Dwadash Benchmark Corpus12 Aug 2026
- 2026Online Dynamic Batching with Formal Guarantees for LLM Training18 Jun 2026
- 2026How Open Must Language Models be to Enable Reliable Scientific Inference?27 Mar 2026
- 2026GeoNorm: Unify Pre-Norm and Post-Norm with Geodesic Optimization29 Jan 2026
- 2025Solving LLM Repetition Problem in Production: A Comprehensive Study of Multiple Solutions4 Dec 2025
- 2025ASR Error Correction in Low-Resource Burmese with Alignment-Enhanced Transformers using Phonetic Features26 Nov 2025
- 2025MultimodalHugs: Enabling Sign Language Processing in Hugging Face10 Sep 2025
- 2025PI3DETR: Parametric Instance Detection of 3D Point Cloud Edges With a Geometry-Aware 3DETR3 Sep 2025
- 2025TempRe: Template generation for single and direct multi-step retrosynthesis29 Jul 2025
- 2025Two Spelling Normalization Approaches Based on Large Language Models29 Jun 2025
- 2025GATE: General Arabic Text Embedding for Enhanced Semantic Textual Similarity with Matryoshka Representation Learning and Hybrid Loss Training30 May 2025
- 2025Using Phonemes in cascaded S2S translation pipeline22 Apr 2025
12 newest of 242 All 242 (JSON)