NMT

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

2 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

1 subtask in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 523 papers with code (1,773 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Effective Approaches to Attention-based Neural Machine Translation
  17 Aug 2015 44 repositories listed Syntology ran 2 of 8 samples · 6 unverified · 2 pointer-only (licence)
  Our ensemble model using different attention architectures has established a new state-of-the-art result in the WMT'15 English to German translation task with 25.
• Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation
  26 Sep 2016 28 repositories listed Syntology ran 23 of 46 samples · 23 unverified · 12 pointer-only (licence)
  To improve parallelism and therefore decrease training time, our attention mechanism connects the bottom layer of the decoder to the top layer of the encoder.
• Neural Machine Translation of Rare Words with Subword Units
  31 Aug 2015 26 repositories listed Syntology ran 21 of 30 samples · 9 unverified · 21 pointer-only (licence)
  Neural machine translation (NMT) models typically operate with a fixed vocabulary, but translation is an open-vocabulary problem.
• Sockeye: A Toolkit for Neural Machine Translation
  15 Dec 2017 16 repositories listed
  Written in Python and built on MXNet, the toolkit offers scalable training and inference for the three most prominent encoder-decoder architectures: attentional recurrent neural networks, self-attentional transformers,…
• Phrase-Based & Neural Unsupervised Machine Translation
  20 Apr 2018 14 repositories listed
  Machine translation systems achieve near human-level performance on some languages, yet their effectiveness strongly relies on the availability of large amounts of parallel sentences, which hinders their applicability…
• Massive Exploration of Neural Machine Translation Architectures
  11 Mar 2017 12 repositories listed Syntology ran 1 of 9 samples · 8 unverified
  Neural Machine Translation (NMT) has shown remarkable progress over the past few years with production systems now being deployed to end-users.
• OpenNMT: Neural Machine Translation Toolkit
  28 May 2018 9 repositories listed Syntology ran 2 of 29 samples · 27 unverified
  OpenNMT is an open-source toolkit for neural machine translation (NMT).
• Joey NMT: A Minimalist NMT Toolkit for Novices
  29 Jul 2019 8 repositories listed Syntology ran 3 of 17 samples · 14 unverified · 1 pointer-only (licence)
  We present Joey NMT, a minimalist neural machine translation toolkit based on PyTorch that is specifically designed for novices.
• Language-agnostic BERT Sentence Embedding
  3 Jul 2020 6 repositories listed
  While BERT is an effective method for learning monolingual sentence embeddings for semantic similarity and embedding based transfer learning (Reimers and Gurevych, 2019), BERT based cross-lingual sentence embeddings…
• Masked Language Model Scoring
  31 Oct 2019 6 repositories listed Syntology ran 5 of 10 samples · 5 unverified · 3 pointer-only (licence)
  Instead, we evaluate MLMs out of the box via their pseudo-log-likelihood scores (PLLs), which are computed by masking tokens one by one.
• Neural Speech Synthesis with Transformer Network
  19 Sep 2018 6 repositories listed
  Although end-to-end neural text-to-speech (TTS) methods (such as Tacotron2) are proposed and achieve state-of-the-art performance, they still suffer from two problems: 1) low efficiency during training and inference; 2)…
• code2seq: Generating Sequences from Structured Representations of Code
  4 Aug 2018 6 repositories listed Syntology ran 0 of 3 samples · 3 unverified
  The ability to generate natural language sequences from source code snippets has a variety of applications such as code summarization, documentation, and retrieval.
• THUMT: An Open Source Toolkit for Neural Machine Translation
  20 Jun 2017 6 repositories listed
  This paper introduces THUMT, an open-source toolkit for neural machine translation (NMT) developed by the Natural Language Processing Group at Tsinghua University.
• Sequence-Level Knowledge Distillation
  25 Jun 2016 6 repositories listed Syntology ran 0 of 2 samples · 2 unverified
  We demonstrate that standard knowledge distillation applied to word-level prediction can be effective for NMT, and also introduce two novel sequence-level versions of knowledge distillation that further improve…
• Addressing the Rare Word Problem in Neural Machine Translation
  30 Oct 2014 5 repositories listed
  Our experiments on the WMT14 English to French translation task show that this method provides a substantial improvement of up to 2.
• Very Deep Transformers for Neural Machine Translation
  18 Aug 2020 4 repositories listed Syntology ran 6 of 9 samples · 3 unverified
  We explore the application of very deep Transformer models for Neural Machine Translation (NMT).
• Towards Neural Phrase-based Machine Translation
  17 Jun 2017 4 repositories listed
  In this paper, we present Neural Phrase-based Machine Translation (NPMT).
• OpenNMT: Open-Source Toolkit for Neural Machine Translation
  10 Jan 2017 4 repositories listed Syntology ran 0 of 1 samples · 1 unverified
  We describe an open-source toolkit for neural machine translation (NMT).
• Towards Robust k-Nearest-Neighbor Machine Translation
  17 Oct 2022 3 repositories listed
  Meanwhile we inject two types of perturbations into the retrieved pairs for robust training.
• IndicBART: A Pre-trained Model for Indic Natural Language Generation
  7 Sep 2021 3 repositories listed
  We present IndicBART, a multilingual, sequence-to-sequence pre-trained model focusing on 11 Indic languages and English.
• Adaptive Nearest Neighbor Machine Translation
  27 May 2021 3 repositories listed Syntology ran 1 of 2 samples · 1 unverified · 1 pointer-only (licence)
  On four benchmark machine translation datasets, we demonstrate that the proposed method is able to effectively filter out the noises in retrieval results and significantly outperforms the vanilla kNN-MT model.
• Improving Massively Multilingual Neural Machine Translation and Zero-Shot Translation
  24 Apr 2020 3 repositories listed Syntology ran 2 of 13 samples · 11 unverified
  Massively multilingual models for neural machine translation (NMT) are theoretically attractive, but often underperform bilingual models and deliver poor zero-shot translations.
• SimAlign: High Quality Word Alignments without Parallel Training Data using Static and Contextualized Embeddings
  18 Apr 2020 3 repositories listed Syntology ran 1 of 3 samples · 2 unverified
  We find that alignments created from embeddings are superior for four and comparable for two language pairs compared to those produced by traditional statistical aligners, even with abundant parallel data; e.
• Incorporating BERT into Neural Machine Translation
  17 Feb 2020 3 repositories listed
  While BERT is more commonly used as fine-tuning instead of contextual embedding for downstream language understanding tasks, in NMT, our preliminary exploration of using BERT as contextual embedding is better than using…
• CCMatrix: Mining Billions of High-Quality Parallel Sentences on the WEB
  10 Nov 2019 3 repositories listed
  To evaluate the quality of the mined bitexts, we train NMT systems for most of the language pairs and evaluate them on TED, WMT and WAT test sets.
• Unsupervised Statistical Machine Translation
  4 Sep 2018 3 repositories listed
  While modern machine translation has relied on large parallel corpora, a recent line of work has managed to train Neural Machine Translation (NMT) systems from monolingual corpora only (Artetxe et al., 2018c; Lample et…
• SentencePiece: A simple and language independent subword tokenizer and detokenizer for Neural Text Processing
  19 Aug 2018 3 repositories listed
  We perform a validation experiment of NMT on English-Japanese machine translation, and find that it is possible to achieve comparable accuracy to direct subword training from raw sentences.
• On Adversarial Examples for Character-Level Neural Machine Translation
  23 Jun 2018 3 repositories listed
  Evaluating on adversarial examples has become a standard procedure to measure robustness of deep learning models.
• Synthetic and Natural Noise Both Break Neural Machine Translation
  6 Nov 2017 3 repositories listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  Character-based neural machine translation (NMT) models alleviate out-of-vocabulary issues, learn morphology, and move us closer to completely end-to-end translation systems.
• Improving Neural Machine Translation with Conditional Sequence Generative Adversarial Nets
  15 Mar 2017 3 repositories listed Syntology ran 0 of 6 samples · 6 unverified
  During training, both the dynamic discriminator and the static BLEU objective are employed to evaluate the generated sentences and feedback the evaluations to guide the learning of the generator.

Syntology lines on 16 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.